{ "schemaVersion": "deck-intelligence.v1", "id": "019dd923-622c-750b-8b99-2905b0287b60", "slug": "87c1ab1e2597", "title": "TaskUs, Inc. (TASK)", "subtitle": "Spruce Point Capital Management · 2022-01", "author": "Spruce Point Capital Management", "date": "2022-01-20 00:00:00", "pageCount": 80, "kind": "activist-deck", "orientation": "landscape", "aspectRatio": 1.3333334, "targetCompany": "TaskUs, Inc.", "targetTicker": "TASK", "document": { "id": "019dd923-622c-750b-8b99-2905b0287b60", "slug": "87c1ab1e2597", "title": "TaskUs, Inc. (TASK)", "rawTitle": "64e79d37cb2c6e83baf373bd task research thesis 1 20 2022", "authorId": "54_Spruce_Point_Capital", "authorName": "Spruce Point Capital Management", "authorDisplay": "Spruce Point Capital Management", "kind": { "slug": "activist-deck", "label": "Activist deck" }, "sourceType": { "slug": "short_seller", "label": "Short seller" }, "fileName": "2022-01-64e79d37cb2c6e83baf373bd_task_research_thesis_1-20-2022.pdf", "sourceUrl": null, "sourceDate": null, "presentationDate": "2022-01-20 00:00:00", "ingestedAt": "2026-04-22 21:33:57+00", "status": "ready", "pageCount": 80, "orientation": "landscape", "aspectRatio": 1.3333334, "targetCompany": "TaskUs, Inc.", "targetTicker": "TASK", "metadata": { "local_root": "/tmp/legacy-images/87c1ab1e2597", "activist_firm": "Spruce Point Capital Management", "origin_corpus": "contrarian", "extraction_seconds": 114.20007085800171 } }, "coverage": { "pageCount": 80, "pagesIndexed": 80, "pagesWithImages": 80, "pagesWithMetadata": 80, "imageCoveragePct": 100, "metadataCoveragePct": 100, "componentCount": 501, "chartCount": 8, "metricSlides": 0, "toolMatches": 8, "documentToolMatches": 6, "frameworkMatches": 64, "arcMatches": 1, "beatMatches": 2, "loopMatches": 3, "patternMatches": 0, "storymakersMatch": false, "scoreAvailable": false, "reviewAvailable": false, "activistThesisAvailable": true, "pitchdeckMetadataAvailable": false, "pitchdeckProfileAvailable": false }, "blocks": [], "matches": { "arcs": [ { "arc": { "name": "Overcoming the Monster", "slug": "overcoming-monster", "status": "active", "bestFor": "Competitive positioning, rallying teams", "canonId": "019dd956-6339-76ac-9cbf-4b377c3aa89e", "version": 1, "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49", "structure": "The Monster -> The Call -> The Struggle -> The Victory -> The New Order", "description": null, "familyLabel": null, "categoryName": "Booker's 7 Plots", "categorySlug": "booker-s-7-plots" }, "matchId": "70a5b361-e85b-4d24-9ede-5801650c0870", "evidence": "The presentation systematically addresses various concerns about TASK, building a case for a 'strong sell' opinion.", "isPrimary": true, "confidence": 0.8, "extraction": { "at": "2026-07-16 22:00:30.842386+00", "model": "or:meta-llama/llama-4-scout", "runId": null, "seconds": null, "promptVersion": "doc-narrative-v1" } } ], "beats": [ { "to": 5, "arc": { "name": "Overcoming the Monster", "slug": "overcoming-monster", "status": "active", "bestFor": "Competitive positioning, rallying teams", "canonId": "019dd956-6339-76ac-9cbf-4b377c3aa89e", "version": 1, "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49", "structure": "The Monster -> The Call -> The Struggle -> The Victory -> The New Order", "description": null, "familyLabel": null, "categoryName": "Booker's 7 Plots", "categorySlug": "booker-s-7-plots" }, "from": 1, "name": "Hook", "beatId": "0296b1cb-650a-4baa-bf52-bf68736dc862", "matchId": "70a5b361-e85b-4d24-9ede-5801650c0870", "beatType": { "name": "Hook", "slug": "hook", "status": "active", "canonId": "019dd9b8-01a6-7328-bff2-b22eb40b3ea5", "version": 1, "description": "The opener — a deliberate move to earn attention before any argument. Used by AIDA, Monroes, Pixar Pitch, Overcoming the Monster." }, "evidence": "The presentation begins with a strong sell opinion and a track record of Spruce Point's activism.", "position": 0, "isPrimaryArc": true, "parentBeatType": null, "alignedBlockIds": null, "matchConfidence": 0.8 }, { "to": 80, "arc": { "name": "Overcoming the Monster", "slug": "overcoming-monster", "status": "active", "bestFor": "Competitive positioning, rallying teams", "canonId": "019dd956-6339-76ac-9cbf-4b377c3aa89e", "version": 1, "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49", "structure": "The Monster -> The Call -> The Struggle -> The Victory -> The New Order", "description": null, "familyLabel": null, "categoryName": "Booker's 7 Plots", "categorySlug": "booker-s-7-plots" }, "from": 6, "name": "Expose Contradiction", "beatId": "aaba061d-8594-4dac-999c-686f29277072", "matchId": "70a5b361-e85b-4d24-9ede-5801650c0870", "beatType": null, "evidence": "The majority of the presentation is dedicated to exposing contradictions and concerns about TASK's financials, management, and market position.", "position": 1, "isPrimaryArc": true, "parentBeatType": null, "alignedBlockIds": null, "matchConfidence": 0.8 } ], "loops": [ { "to": 20, "from": 13, "loop": { "name": "03_aha_moment", "slug": "03-aha-moment", "status": "active", "bestFor": "Data-heavy sections, research findings, analytical arguments", "canonId": "019dd956-66f4-7668-ab25-cec9c996c0bc", "version": 1, "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21", "structure": "The Problem/Question -> What the Data Shows -> The Insight", "description": "Establish a tension, present data, then deliver the insight that changes everything", "familyLabel": null, "categoryName": "Narrative", "categorySlug": "narrative" }, "matchId": "5a00c964-1028-4d49-8a26-678278c74a6a", "evidence": "The presentation highlights multiple causes for concern regarding the co-founder and key financial and accounting professionals.", "position": 0, "objective": "Reveal concerns about TASK's management and financial professionals", "confidence": 0.7, "extraction": { "at": "2026-07-16 22:00:30.974391+00", "model": "or:meta-llama/llama-4-scout", "runId": null, "seconds": null, "promptVersion": "doc-narrative-v1" } }, { "to": 30, "from": 22, "loop": { "name": "10_iceberg", "slug": "10-iceberg", "status": "active", "bestFor": "Consulting, complex problem solving, organizational change", "canonId": "019dd956-69f4-738c-852a-643798da0899", "version": 1, "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21", "structure": "The Symptom (Visible) -> The System (Hidden) -> The Root Cause", "description": "Reveal that the visible problem is merely a symptom of a deeper root cause", "familyLabel": null, "categoryName": "Analysis", "categorySlug": "analysis" }, "matchId": "7d3fca28-1204-4182-af58-58669ccbd900", "evidence": "The presentation cites reputable third-party data indicating TASK is not a market leader or material player in its key end markets.", "position": 1, "objective": "Show that TASK is not a market leader", "confidence": 0.7, "extraction": { "at": "2026-07-16 22:00:31.020273+00", "model": "or:meta-llama/llama-4-scout", "runId": null, "seconds": null, "promptVersion": "doc-narrative-v1" } }, { "to": 74, "from": 68, "loop": { "name": "27_cost_of_inaction", "slug": "27-cost-of-inaction", "status": "active", "bestFor": "Urgent budget requests, compliance, risk mitigation", "canonId": "019dd956-70d1-7395-a15b-857ba858b394", "version": 1, "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21", "structure": "The Status Quo -> The Hidden Costs Accumulating -> The Future State of Inaction -> The Tipping Point", "description": "Quantify what happens if the audience does nothing", "familyLabel": null, "categoryName": "Urgency", "categorySlug": "urgency" }, "matchId": "7543e0f9-9846-46c6-8d6a-836f71f9dfbe", "evidence": "The presentation estimates a 25% - 50% downside risk to TASK's share price and provides valuation tables to support this claim.", "position": 2, "objective": "Highlight the downside risk of investing in TASK", "confidence": 0.7, "extraction": { "at": "2026-07-16 22:00:31.065208+00", "model": "or:meta-llama/llama-4-scout", "runId": null, "seconds": null, "promptVersion": "doc-narrative-v1" } } ], "tools": [ { "tool": { "name": "Before/after framing", "slug": "before-after-framing", "status": "active", "bestFor": "For turnaround / reform proposals", "canonId": "019dd9e1-528b-72ec-a563-e5dcb9410f67", "version": 1, "bodyDocId": "019dd9a1-80bf-72e9-980b-ccd1c0cd3488", "description": "You visualise two futures side by side: the trajectory the target is on\ntoday, and the trajectory under your proposed intervention. The reader\nhas to see the delta to feel the stakes.\n\nIt's the rhetorical cousin of the peer-gap — same visual grammar\n(comparison), but across **time** instead of across peers.", "familyLabel": null, "categoryName": null, "categorySlug": null }, "agent": null, "layer": "document", "agents": null, "matchId": "c12952c3-0dc3-480f-83b6-39d6535aee78", "evidence": null, "pageRefs": null, "priority": null, "whenToUse": "For turnaround / reform proposals", "confidence": null, "extraction": { "at": "2026-04-29 12:07:50.073129+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "pageNumber": null, "whyItWorks": "- It **quantifies the opportunity cost** of inaction. \"Doing nothing\"\n becomes a concrete, visible path, not an abstraction.\n- It **makes the Answer tangible**. The prescription isn't a paragraph;\n it's a trajectory the reader can point at.\n- It **pre-empts the status-quo defence**. Management usually argues \"we\n have a plan\". Your chart shows what their plan looks like vs. yours.\n- It **satisfies both the Architect** (math adds up) **and the Storyteller**\n (emotional delta between two futures).", "antipattern": null, "cardinality": null, "narrativePurpose": null }, { "tool": { "name": "CEO quote contradiction", "slug": "ceo-quote-contradiction", "status": "active", "bestFor": "When management credibility is the lever", "canonId": "019dd9e1-52e9-717f-8454-93e627563ed6", "version": 1, "bodyDocId": "019dd9a1-8296-720d-8f51-da76937f9415", "description": "You reproduce management's own words — verbatim, with source and date — and\nthen place them next to the outcome that contradicts them. 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The gap is the\npunchline.", "familyLabel": null, "categoryName": null, "categorySlug": null }, "agent": null, "layer": "document", "agents": null, "matchId": "06733a7f-3955-46c9-901f-03eb970e7078", "evidence": null, "pageRefs": null, "priority": null, "whenToUse": "When relative underperformance is the core argument", "confidence": null, "extraction": { "at": "2026-04-29 12:07:50.073129+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "pageNumber": null, "whyItWorks": "- It's the **most credible claim in the deck** because it's arithmetic, not\n opinion.\n- It's immediately **actionable** — close this gap and value accrues.\n- It **pre-empts the \"context is different\" defence** by pitting the target\n against direct peers in the same category.", "antipattern": null, "cardinality": null, "narrativePurpose": null }, { "tool": { "name": "Sum of parts", "slug": "sum-of-parts", "status": "active", "bestFor": "For breakup / spin-off theses", "canonId": "019dd9e1-51e5-73ad-9d1e-e77d4afe3125", "version": 1, "bodyDocId": "019df22a-9ecd-71db-8fa1-5f5eff36697f", "description": "You break the target into its constituent businesses or asset classes, value\neach separately against its own peer set, and show that the total is\nmaterially greater than the current market capitalisation. 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An individual can be removed; an abstraction\n cannot.\n- It **forces the target to respond personally** — and their defensive\n response usually generates more attention for your thesis.", "antipattern": null, "cardinality": null, "narrativePurpose": null }, { "tool": { "name": "Villain slide", "slug": "villain-slide", "status": "active", "bestFor": "In activist decks where the personality matters", "canonId": "019dd9e1-518c-7404-976a-5be5a517b659", "version": 1, "bodyDocId": null, "description": "A dedicated slide presenting the named villain visually", "familyLabel": null, "categoryName": null, "categorySlug": null }, "agent": null, "layer": "document", "agents": null, "matchId": "76ff50bd-21c8-4cbc-9471-d52633802f32", "evidence": null, "pageRefs": null, "priority": null, "whenToUse": "In activist decks where the personality matters", "confidence": null, "extraction": { "at": "2026-04-29 12:07:50.073129+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": 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"narrativePurpose": null }, { "tool": { "name": "Section divider", "slug": "section-divider", "status": "active", "bestFor": null, "canonId": "019dd9e1-4c66-707d-8d1f-6e14547134c7", "version": 1, "bodyDocId": null, "description": "A transitional slide marking the start of a new section.", "familyLabel": null, "categoryName": null, "categorySlug": null }, "agent": null, "layer": "slide", "agents": null, "matchId": "9f685392-6256-4a39-89da-15fb9e60e467", "evidence": "The slide serves as a section divider, clearly separating topics.", "pageRefs": null, "priority": null, "whenToUse": null, "confidence": 0.9, "extraction": { "at": "2026-07-16 23:03:55.80341+00", "model": "or:meta-llama/llama-4-scout", "runId": null, "seconds": null, "promptVersion": null }, "pageNumber": 12, "whyItWorks": null, "antipattern": null, "cardinality": "common", "narrativePurpose": null } ], "frameworks": [ { "matchId": "a6d593bc-f523-4b9e-951d-b4f83363e498", "evidence": "Uses a table to compare past successful short targets with the current target to build credibility.", "framework": null, "confidence": 0.9, "extraction": { "at": "2026-05-02 20:33:22.395+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "pageNumber": 3, "frameworkName": "comparison-frame" }, { "matchId": "cdf44425-6f30-4c57-a23a-912ac082d889", "evidence": "The slide explicitly frames the CEO and CFO as untrustworthy figures to support the short thesis.", "framework": null, "confidence": 0.9, "extraction": { "at": "2026-05-02 20:33:23.083+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "pageNumber": 6, "frameworkName": "antagonist-introduction" }, { "matchId": "21fec94d-4bb5-4e89-9498-f75dfe845842", "evidence": "The slide systematically lists missing disclosures and cherry-picked data to build a case for investment risk.", "framework": null, "confidence": 0.9, "extraction": { "at": "2026-05-02 20:33:22.702+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "pageNumber": 7, "frameworkName": "fraud-exposure" }, { "matchId": "ab61ff20-aeac-4903-8e38-a3f6d637edf7", "evidence": "The slide systematically lists accounting irregularities and disclosure failures to justify a short thesis.", "framework": null, "confidence": 0.9, "extraction": { "at": "2026-05-02 20:33:22.342+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "pageNumber": 8, "frameworkName": "fraud-exposure" }, { "matchId": "ced526e0-ba35-49c3-8575-130ed3b55cb5", "evidence": "The slide explicitly links current company behavior to historical fraud patterns (Satyam).", "framework": null, "confidence": 0.95, "extraction": { "at": "2026-05-02 20:33:22.567+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "pageNumber": 9, "frameworkName": "fraud-exposure" }, { "matchId": "dcabe847-3f14-4f77-b44d-77190b9d0e2d", "evidence": "The slide uses a vertical arrow to link 'Signs of Problems' to 'Falling Margins' to 'Overvaluation'.", "framework": null, "confidence": 0.8, "extraction": { "at": "2026-05-02 20:33:25.493+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "pageNumber": 10, "frameworkName": "causal-chain" }, { "matchId": "c34c8dac-801f-4fd0-ada4-823fa8bb93a0", "evidence": "Highlights conflicting educational claims by the CEO across different public documents.", "framework": null, "confidence": 0.9, "extraction": { "at": "2026-05-02 20:33:23.142+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "pageNumber": 13, "frameworkName": "ceo-quote-contradiction" }, { "matchId": "362ce3b7-38c4-4532-bd0e-17535ddc85cc", "evidence": "Framing the CEO's past blog posts as evidence of character flaws to undermine credibility.", "framework": null, "confidence": 0.8, "extraction": { "at": "2026-05-02 20:33:24.422+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "pageNumber": 14, "frameworkName": "antagonist-introduction" }, { "matchId": "59398bb0-98dd-4c72-9b51-5159ccf2d697", "evidence": "Contrasting multiple conflicting revenue claims to suggest financial misrepresentation.", "framework": null, "confidence": 0.95, "extraction": { "at": "2026-05-02 20:33:24.34+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "pageNumber": 15, "frameworkName": "fraud-exposure" }, { "matchId": "ca6f57a6-005d-40a9-a293-28d92c664cec", "evidence": "The slide explicitly frames the data as a 'History of Overpromising And Underdelivering' to undermine management credibility.", "framework": null, "confidence": 0.95, "extraction": { 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Cover is a stylized rat-and-cockroach photo with a WARNING/Objectionable Content framing — memorable but gimmicky. Deck leans heavily on forensic-accounting pattern matching (Satyam/Sify parallel, unbilled receivables, ASU 842 non-adoption, ACV opacity, ~46% estimated churn). Pairs the short with relative-value longs (CNXC, MAJ) and discloses existing long positions in both — unusually explicit. Villain list extends beyond CEO to CFO (Satyam-linked via Sify) and Principal Accounting Officer (no CPA, DWI). No SOP; valuation is pure multiple-comparison. Classified as initial_thesis since this is Spruce Point's first public report on TASK post-June 2021 IPO.", "kpisCited": [ { "detail": "$18-$27 vs. $35.60 spot on 1/18/22, i.e. 25%-50% downside", "metric": "Implied share price (downside)" }, { "detail": "TASK at 4.4x vs peer average 2.7x; Spruce Point target 2.5x-3.4x", "metric": "EV / 2022E Sales" }, { "detail": "TASK at 20.0x vs peer average 12.5x; Spruce Point target 13x-14x", "metric": "EV / 2022E EBITDA" }, { "detail": "~28% of sales to Facebook, largely fixed-price contracts", "metric": "Facebook customer concentration" }, { "detail": "Facebook receivables +112% YTD vs revenue +34% through 9M 2021", "metric": "Unbilled receivables growth" }, { "detail": "Estimated ~46% actual vs 15% reported and ~30% industry norm", "metric": "Employee churn" }, { "detail": "Q2 24.5% → Q3 23.9% → Q4E 22.0%-23.3% (guidance range widening)", "metric": "EBITDA margin trajectory" }, { "detail": "620 in March 2021 vs >1,000 promised in 2019 (~40% below plan)", "metric": "Mexico headcount vs plan" }, { "detail": "TASK assumes 15 years vs implied 5-7 years; understates amortization by $37-$51m/yr", "metric": "Customer amortization life" }, { "detail": "~$32m of off-balance-sheet debt from non-adoption of ASU 2016-02 (Topic 842)", "metric": "Operating lease adjustment" } ], "closingAsk": "Sell TASK and rotate into Concentrix (CNXC) and Majorel (MAJ NA) as relative-value long hedges.", "extraction": { "at": "2026-04-22 21:33:57+00", "model": "unknown-legacy", "runId": null, "seconds": 114.20007, "promptVersion": null }, "scqaReward": "Re-rating to peer multiples of 2.5x-3.4x sales and 13x-14x 2022E EBITDA implies a $18-$27 share price, or 25%-50% downside from $35.60; the Concentrix/Majorel longs offer 20%-70% upside.", "thesisTypes": [ "fraud_exposure", "multiple_rerating" ], "top3Reasons": [ "Forensic review finds embellished credentials, Satyam-linked CFO, and Satyam-style unbilled receivables", "28% of sales tied to Facebook under fixed-price contracts with margins and cash flow set to contract", "Premium 4.4x sales / 20x EBITDA multiple is irrational vs peers; fair value is $18-$27" ], "scqaSituation": "TaskUs is a Blackstone-backed, human-capital-intensive BPO providing content moderation and digital customer experience to social-media and tech clients, IPO'd June 2021 and trading at a steep premium to BPO peers.", "thesisSummary": "Spruce Point argues TaskUs (Nasdaq: TASK), a Blackstone-backed content-moderation and digital-CX outsourcer, is a 'Strong Sell' with 25%-50% downside to $18-$27 per share. A forensic review finds CEO Bryce Maddock embellished his NYU credentials, a CFO groomed at a Satyam-controlled entity, and a Principal Accounting Officer without a CPA and with a DWI record. TASK allegedly cherry-picks market data to claim leadership, obscures ACV, churn and unit-labor economics, reports unbilled receivables up 112% YTD against +34% Facebook revenue, and delays ASC 842 lease adoption. With 28% of sales to Facebook under fixed-price contracts, Spruce Point sees margins and growth set to disappoint a 4.4x sales / 20x 2022E EBITDA premium, and pairs the short with long positions in Concentrix (CNXC) and Majorel (MAJ NA).", "primaryDemands": [ "Strong Sell TASK based on 25%-50% downside ($18-$27 per share)", "Scrutinize TASK's disclosures, accounting, and Facebook/Content Security exposure", "Rotate into underfollowed BPO peers Concentrix (CNXC) and Majorel (MAJ NA) as relative value longs" ], "scqaResolution": "Short TASK and pair with long positions in underfollowed BPO peers Concentrix (CNXC) and Majorel (MAJ NA), which trade at discounts and have lower customer concentration and stronger governance.", "thesisOneLiner": "TaskUs is a Blackstone-promoted BPO with embellished disclosures, Satyam-linked accounting tics, and eroding Facebook unit economics; fair value is 25-50% below spot, or $18-$27.", "precedentsCited": [ "Bazaarvoice (BV, May 2012 Spruce Point short)", 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However, much of the historical content is no longer available on the website. By using the Wayback Machine we find that it was used as a blog to reflect on himself and his path toward building TaskUs. We find commentary where he admits to exaggerating and embellishing comments that insulted his Philippines workers. Furthermore, he has blogged about being called “cocky” and “arrogant”. 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Over the years I've been called pretty much everyone of the thesaurus' alternatives for arrogant. — Bryce Maddock, BryceMaddock.com", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": { "name": "Authority citation", "slug": "authority-citation", "status": "active", "bestFor": null, "canonId": "019dd9e1-49ae-7557-89ad-3fca70469b45", "version": 1, "bodyDocId": null, "description": "Quoting an authority figure, study, or precedent to lend weight.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:19:50+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-14dd-72ca-b981-81cc27bfc35d", "parentComponentId": null }, { "bbox": { "h": 0.05, "w": 0.42, "x": 0.08, "y": 0.88 }, "kind": "source-note", "text": "Source: BryceMaddock.com “An Apology” via Wayback Machine. Note: Original post with the insulting commentary has been deleted", "attrs": null, "canon": { "kind": { "name": "Source note", "slug": "source-note", "status": "active", "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948", "version": 1, "description": "Attribution / source / caveat placed at the slide footer. 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We are implementing a new order to cash process as we onboard, new clients and expect to reduce our DSO in 2022.", "attrs": null, "canon": { "kind": { "name": "Callout", "slug": "callout", "status": "active", "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2", "version": 1, "description": "Highlighted callout box." }, "tool": null, "subkind": { "name": "Primary callout", "slug": "primary", "status": "active", "canonId": "019de52c-fbd1-70eb-a9ce-8997f8674c1d", "version": 1, "description": null }, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:25.361+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "687b8e5e-f34d-4f70-8e3b-c8de6c1a2838", "parentComponentId": null }, { "bbox": { "h": 0.22, "w": 0.45, "x": 0.02, "y": 0.4 }, "kind": "callout", "text": "There are other oddities in Satyam's books, like fluctuations in the amount of unbilled revenue the company recorded. Unbilled revenue is work done for a customer but not yet invoiced. Analysts who follow outsourcing companies like to see unbilled revenue because it represents future earnings. But there is little documentation associated with the number, so unbilled revenue is easy to fudge.", "attrs": null, "canon": { "kind": { "name": "Callout", "slug": "callout", "status": "active", "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2", "version": 1, "description": "Highlighted callout box." }, "tool": null, "subkind": { "name": "Primary callout", "slug": "primary", "status": "active", "canonId": "019de52c-fbd1-70eb-a9ce-8997f8674c1d", "version": 1, "description": null }, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:25.361+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "ba7e4200-970e-4350-b5d8-ce81368ac85a", "parentComponentId": null }, { "bbox": null, "kind": "callout", "text": "Although TASK's CFO didn't work directly at Satyam where the fraud occurred, he worked at a Satyam-controlled entity under its CFO.", "attrs": null, "canon": { "kind": { "name": "Callout", "slug": "callout", "status": "active", "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2", "version": 1, "description": "Highlighted callout box." }, "tool": { "name": "Visual emphasis", "slug": "visual-emphasis", "status": "active", "bestFor": null, "canonId": "019dd9e1-474b-736b-a8eb-a794dd88241c", "version": 1, "bodyDocId": null, "description": "Drawing the eye to one element above the rest of the slide.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:19:51+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-14dd-72ca-b982-44a3583db0a5", "parentComponentId": null }, { "bbox": null, "kind": "metric", "text": "Unbilled Receivables: 63.8%", "attrs": null, "canon": { "kind": { "name": "Metric", "slug": "metric", "status": "active", "canonId": "019de52c-f923-73bf-8081-d0b1a8c5264d", "version": 1, "description": "Big-number or KPI value." }, "tool": { "name": "Quantification", "slug": "quantification", "status": "active", "bestFor": null, "canonId": "019dd9e1-47ab-72ce-a079-aab1f5299e88", "version": 1, "bodyDocId": null, "description": "Translating a claim into numbers, charts, or tables.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:19:51+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-14dd-72ca-b982-4e704363c794", "parentComponentId": null }, { "bbox": { "h": 0.12, "w": 0.96, "x": 0.02, "y": 0.16 }, "kind": "paragraph", "text": "Although TASK's CFO didn't work directly at Satyam where the fraud occurred, he worked at a Satyam-controlled entity under its CFO. A financial commentator at the NY Times pointed out oddities in Satyam's fluctuations of unbilled revenue, and warnings about an increase in the collection period for credit sales. Ironically, Spruce Point observes similar unbilled receivable anomalies and warnings about cash collections at TASK.", "attrs": null, "canon": { "kind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4", "version": 1, "description": "Single prose block in the body of a slide." }, "tool": null, "subkind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433", "version": 1, "description": null }, "framework": null }, "subkind": "paragraph", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:25.361+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "7ba507e8-6be0-4243-8140-faeec755574a", "parentComponentId": null }, { "bbox": null, "kind": "quote", "text": "\"There are other oddities in Satyam's books, like fluctuations in the amount of unbilled revenue the company recorded. Unbilled revenue is work done for a customer but not yet invoiced. Analysts who follow outsourcing companies like to see unbilled revenue because it represents future earnings. But there is little documentation associated with the number, so unbilled revenue is easy to fudge.\" — NY Times, Jan 2009", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": { "name": "Authority citation", "slug": "authority-citation", "status": "active", "bestFor": null, "canonId": "019dd9e1-49ae-7557-89ad-3fca70469b45", "version": 1, "bodyDocId": null, "description": "Quoting an authority figure, study, or precedent to lend weight.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:19:51+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-14dd-72ca-b982-4858fdb996be", "parentComponentId": null }, { "bbox": { "h": 0.02, "w": 0.3, "x": 0.52, "y": 0.705 }, "kind": "source-note", "text": "Source: TASK financials and Spruce Point Analysis", "attrs": null, "canon": { "kind": { "name": "Source note", "slug": "source-note", "status": "active", "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948", "version": 1, "description": "Attribution / source / caveat placed at the slide footer. Numbered footnotes use attrs.numbered." }, "tool": null, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:25.361+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "7dc919b9-7e40-41e0-8987-627813c74b05", "parentComponentId": null }, { "bbox": { "h": 0.02, "w": 0.4, "x": 0.02, "y": 0.965 }, "kind": "source-note", "text": "Source: \"In India, Clues Unfold to a Fraud's Framework,\" NY Times, Jan 2009", "attrs": null, "canon": { "kind": { "name": "Source note", "slug": "source-note", "status": "active", "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948", "version": 1, "description": "Attribution / source / caveat placed at the slide footer. Numbered footnotes use attrs.numbered." }, "tool": null, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:25.361+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "dfa719f8-48d3-4df0-ae36-b6bce8277ef8", "parentComponentId": null }, { "bbox": { "h": 0.35, "w": 0.46, "x": 0.52, "y": 0.365 }, "kind": "table", "text": "Table comparing Unbilled Receivables, Total Receivables, Unbilled %, LTM Sales, and Unbilled Receivables % LTM Sales across 2019, 2020, Q1 2021, Q2 2021, Q3 2021.", "attrs": null, "canon": { "kind": { "name": "Table", "slug": "table", "status": "active", "canonId": "019de52c-f9c8-7148-8119-eaac9594cd28", "version": 1, "description": "Tabular data layout." }, "tool": null, "subkind": { "name": "Data table", "slug": "data", "status": "active", "canonId": "019de52d-02d5-75b8-8abf-88e92bf63569", "version": 1, 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20:33:25.361+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "3d33b222-db30-4005-a2c3-5ff990dfbf73", "parentComponentId": null } ], "metrics": [], "tools": [], "frameworks": [ { "matchId": "a37e9f95-57bc-4ec1-91e2-6a1c1bf96166", "evidence": "Side-by-side comparison of historical fraud indicators vs current company statements", "framework": null, "confidence": 0.9, "extraction": { "at": "2026-05-02 20:33:25.361+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "pageNumber": 20, "frameworkName": "expose_contradiction" } ], "arcBeats": [ { "to": 80, "arc": { "name": "Overcoming the Monster", "slug": "overcoming-monster", "status": "active", "bestFor": "Competitive positioning, rallying teams", "canonId": "019dd956-6339-76ac-9cbf-4b377c3aa89e", "version": 1, "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49", "structure": "The Monster 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0.066, "y": 0.165 }, "kind": "callout", "text": "Steven Amaya is TaskUs' VP of Finance and Principal Accounting Officer. He is responsible for signing the Company's SEC filings. Records indicate that he does not hold a CPA designation. Despite his importance in representing the Company's financials and accounting, he is not listed amongst the management team. A background check reveals that he was charged with a Driving While Intoxicated (\"DWI\") offense while in college. In addition, two days prior to the charge, he was also charged with disorderly conduct.", "attrs": null, "canon": { "kind": { "name": "Callout", "slug": "callout", "status": "active", "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2", "version": 1, "description": "Highlighted callout box." }, "tool": null, "subkind": { "name": "Primary callout", "slug": "primary", "status": "active", "canonId": "019de52c-fbd1-70eb-a9ce-8997f8674c1d", "version": 1, "description": null }, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-07-17 03:52:07.454+00", "model": "google/gemini-3.5-flash", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "c0f67660-0727-4c3b-9871-65a62901a449", "parentComponentId": null }, { "bbox": null, "kind": "callout", "text": "Steven Amaya is TaskUs' VP of Finance and Principal Accounting Officer. He is responsible for signing the Company's SEC filings. Records indicate that he does not hold a CPA designation.", "attrs": null, "canon": { "kind": { "name": "Callout", "slug": "callout", "status": "active", "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2", "version": 1, "description": "Highlighted callout box." }, "tool": { "name": "Visual emphasis", "slug": "visual-emphasis", "status": "active", "bestFor": null, "canonId": "019dd9e1-474b-736b-a8eb-a794dd88241c", "version": 1, "bodyDocId": null, "description": "Drawing the eye to one element above the rest of the slide.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:19:52+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-14dd-72ca-b982-831ffab860de", "parentComponentId": null }, { "bbox": { "h": 0.51, "w": 0.4, "x": 0.025, "y": 0.325 }, "kind": "list", "text": "Amaya's Biography No Longer Appears on the TaskUs website\nSince joining TaskUs in August of 2015 Steven has leaned on his experience in operational finance and accounting to help improve processes and gain efficiencies...", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Comparison list", "slug": "comparison", "status": "active", "canonId": "019de52c-fce7-733e-99d3-030a104727bf", "version": 1, "description": null }, "framework": null }, "subkind": "comparison", "groupRole": null, "confidence": null, "extraction": { "at": "2026-07-17 03:52:07.454+00", "model": "google/gemini-3.5-flash", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "b2928368-e9a8-4388-b293-13b824fcafb7", "parentComponentId": null }, { "bbox": { "h": 0.59, "w": 0.525, "x": 0.438, "y": 0.325 }, "kind": "list", "text": "Amaya Charged With DWI and Disorderly Conduct In School\nOneonta city police charged Hartwick College men's soccer player Steven Amaya with driving while intoxicated Sunday morning...", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Comparison list", "slug": "comparison", "status": "active", "canonId": "019de52c-fce7-733e-99d3-030a104727bf", "version": 1, "description": null }, "framework": null }, "subkind": "comparison", "groupRole": null, "confidence": null, "extraction": { "at": "2026-07-17 03:52:07.454+00", "model": "google/gemini-3.5-flash", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "b53c2f09-a9e5-4e66-a2c3-14250dc6c23e", "parentComponentId": null }, { "bbox": null, "kind": "quote", "text": "\"He hasn't been convicted,\" she said of Amaya, a starter for Hartwick's Division I program since his MAC All-Star season as a freshman in 2007. \"If he is found responsible, then he will be held accountable as far as our student code of conduct and appropriate action will be taken. If he's found responsible, we have sanctions and they will be imposed.\" — The Daily Star", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": { "name": "Authority citation", "slug": "authority-citation", "status": "active", "bestFor": null, "canonId": "019dd9e1-49ae-7557-89ad-3fca70469b45", "version": 1, "bodyDocId": null, "description": "Quoting an authority figure, study, or precedent to lend weight.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:19:52+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-14dd-72ca-b982-8450080358c3", "parentComponentId": null }, { "bbox": { "h": 0.02, "w": 0.277, "x": 0.025, "y": 0.95 }, "kind": "source-note", "text": "Source: TaskUs Team via Wayback Machine", "attrs": null, "canon": { "kind": { "name": "Source note", "slug": "source-note", "status": "active", "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948", "version": 1, "description": "Attribution / source / caveat placed at the slide footer. Numbered footnotes use attrs.numbered." }, "tool": null, "subkind": null, "framework": null }, "subkind": "source-note", "groupRole": null, "confidence": null, "extraction": { "at": "2026-07-17 03:52:07.454+00", "model": "google/gemini-3.5-flash", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "631b64d8-af37-452e-b1df-4ab28c613b31", "parentComponentId": null }, { "bbox": { "h": 0.02, "w": 0.455, "x": 0.45, "y": 0.95 }, "kind": "source-note", "text": "Source: Hartwick's Amaya charged with DWI, Dec 7, 2009, The Daily Star", "attrs": null, "canon": { "kind": { "name": "Source note", "slug": "source-note", "status": "active", "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948", "version": 1, "description": "Attribution / source / caveat placed at the slide footer. 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In fact, we expect TASK to face accelerated cost pressures due to wage increases in key markets where it is adding headcount at the fastest pace; notably the Philippines (68%) and India (13%). 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Employee: $12,977", "attrs": null, "canon": { "kind": { "name": "Metric", "slug": "metric", "status": "active", "canonId": "019de52c-f923-73bf-8081-d0b1a8c5264d", "version": 1, "description": "Big-number or KPI value." }, "tool": { "name": "Quantification", "slug": "quantification", "status": "active", "bestFor": null, "canonId": "019dd9e1-47ab-72ce-a079-aab1f5299e88", "version": 1, "bodyDocId": null, "description": "Translating a claim into numbers, charts, or tables.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:19:53+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-14dd-72ca-b983-25eaea2cd200", "parentComponentId": null }, { "bbox": { "h": 0.06, "w": 0.65, "x": 0.04, "y": 0.0091 }, "kind": "paragraph", "text": "1) “Salary Hikes in the Philippines Might Reach 5.6 Percent Next Year,” Esquire Philippines, Oct 2021\n2) “India to see higher salaries at 9.3% increase in 2022,” The Economic Times, Oct 20, 2021\n3) “Companies plan to give biggest raises in more than a decade,” Washington Post, Dec 8, 2021", "attrs": null, "canon": { "kind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4", "version": 1, "description": "Single prose block in the body of a slide." }, "tool": null, "subkind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433", "version": 1, "description": null }, "framework": null }, "subkind": "paragraph", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:30.364+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "b87b1db6-8ee4-4b51-8ea0-66153d671a2c", "parentComponentId": null }, { "bbox": null, "kind": "quote", "text": "Salary Hikes in the Philippines Might Reach 5.6 Percent Next Year — Esquire Philippines, Oct 2021; India to see higher salaries at 9.3% increase in 2022 — The Economic Times, Oct 20, 2021; Companies plan to give biggest raises in more than a decade — Washington Post, Dec 8, 2021", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": { "name": "Authority citation", "slug": "authority-citation", "status": "active", "bestFor": null, "canonId": "019dd9e1-49ae-7557-89ad-3fca70469b45", "version": 1, "bodyDocId": null, "description": "Quoting an authority figure, study, or precedent to lend weight.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:19:53+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-14dd-72ca-b983-231872e92e24", "parentComponentId": null }, { "bbox": { "h": 0.03, "w": 0.45, "x": 0.22, "y": 0.00625 }, "kind": "source-note", "text": "Source: TASK financials and press releases, Spruce Point Analysis. 1) Annual average except LTM period which is average of last 4 quarters", "attrs": null, "canon": { "kind": { "name": "Source note", "slug": "source-note", "status": "active", "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948", "version": 1, "description": "Attribution / source / caveat placed at the slide footer. 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company’s pivotal growth years and still has a pulse into the Philippine market. We asked about wage pressures and received a candid response.", "attrs": null, "canon": { "kind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4", "version": 1, "description": "Single prose block in the body of a slide." }, "tool": null, "subkind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433", "version": 1, "description": null }, "framework": null }, "subkind": "paragraph", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:26.185+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "236aabb7-80c9-4d62-8573-6a39dfa0d5ce", "parentComponentId": null }, { "bbox": { "h": 0.08, "w": 0.875, "x": 0.105, "y": 0.28 }, "kind": "quote", "text": "What are you seeing or hearing in terms of wage inflation in the Philippines were TASK has a big labor force? There’s been some headline figures of approximately 5.6% for the economy.", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": null, "subkind": { "name": "Pull quote", "slug": "pull-quote", "status": "active", "canonId": "019de52c-fbf9-76fe-97e1-a0b7540445c9", "version": 1, "description": null }, "framework": null }, "subkind": "pull-quote", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:26.185+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "27455da4-f50e-4ea8-9d6a-bc24de8c2ccb", "parentComponentId": null }, { "bbox": { "h": 0.35, "w": 0.875, "x": 0.105, "y": 0.38 }, "kind": "quote", "text": "So I, I'm pretty in tune with, with what's happening in the Philippines, and we're seeing massive wage inflation... I'd argue its double [the 5.6% headline figure].", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": null, "subkind": { "name": "Pull quote", "slug": "pull-quote", "status": "active", "canonId": "019de52c-fbf9-76fe-97e1-a0b7540445c9", "version": 1, "description": null }, "framework": null }, "subkind": "pull-quote", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:26.185+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "b3471faf-aa0c-404e-a0dd-1a56ff3d34b7", "parentComponentId": null }, { "bbox": null, "kind": "quote", "text": "\"So I, I'm pretty in tune with, with what's happening in the Philippines, and we're seeing massive wage inflation... I'd argue its double. There's two different sides of the Philippine economy.\" — Former TASK Executive", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": { "name": "Authority citation", "slug": "authority-citation", "status": "active", "bestFor": null, "canonId": "019dd9e1-49ae-7557-89ad-3fca70469b45", "version": 1, "bodyDocId": null, "description": "Quoting an authority figure, study, or precedent to lend weight.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:19:53+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-14dd-72ca-b983-3e59571ce620", "parentComponentId": null }, { "bbox": { "h": 0.05, "w": 0.65, "x": 0.305, "y": 0.025 }, "kind": "title", "text": "Former TASK Executive Interviewed By Spruce Point", "attrs": null, "canon": { "kind": { "name": "Title", "slug": "title", "status": "active", "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4", "version": 1, "description": "Slide title or headline." }, "tool": null, "subkind": { "name": "Headline", "slug": "headline", "status": "active", "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d", "version": 1, "description": null }, "framework": null }, "subkind": "headline", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:26.185+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "c19d657f-8b02-4ac3-b8a8-eed4965412ea", "parentComponentId": null } ], "metrics": [], "tools": [], "frameworks": [ { "matchId": "d9aaebdb-5db5-4d32-aa5a-d7cac906fde2", "evidence": "Uses a direct quote from an industry insider to contradict public economic data.", "framework": null, "confidence": 0.95, "extraction": { "at": "2026-05-02 20:33:26.185+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "pageNumber": 32, "frameworkName": "ceo-quote-contradiction" } ], "arcBeats": [ { "to": 80, "arc": { "name": "Overcoming the Monster", "slug": "overcoming-monster", "status": "active", "bestFor": "Competitive positioning, rallying teams", "canonId": "019dd956-6339-76ac-9cbf-4b377c3aa89e", "version": 1, "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49", "structure": "The Monster -> The Call -> The Struggle -> The Victory -> The New Order", "description": null, "familyLabel": null }, "from": 6, "name": "Expose Contradiction", "beatId": "aaba061d-8594-4dac-999c-686f29277072", "matchId": "70a5b361-e85b-4d24-9ede-5801650c0870", "beatType": null, "evidence": "The majority of the presentation is dedicated to exposing contradictions and concerns about TASK's financials, management, and market position.", "position": 1, "isPrimaryArc": true, "parentBeatType": null, "alignedBlockIds": null, "matchConfidence": 0.8 } ], "loops": [], "locked": true }, { "page": 33, "type": "tension", "title": "The slide uses a red flag icon to signal a warning/contradiction.", "function": "expose_contradiction", "rawType": "expose_contradiction", "block": null, "metadata": { "slideType": "expose_contradiction", "slideTypeCanon": { "name": "Expose contradiction", "slug": "expose_contradiction", "status": "active", "canonId": "019de52d-124c-75aa-984a-0a3d0d8fc8df", "version": 1, "description": null }, "function": "expose_contradiction", "functionCanon": { "name": "Expose contradiction", "slug": "expose_contradiction", "status": "active", "canonId": "019de52d-171f-776f-887c-73edaff4cf9c", "version": 1, "description": null }, "density": "overcrowded", "densityScore": 80, "componentCount": 8, "textChars": 1812, "nDataPoints": 8, "notes": "The slide uses a red flag icon to signal a warning/contradiction.", "elementsJson": [ "headline_text", "callout_box", "data_table", "paragraph" ], "confidence": 1, "extraction": { "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "at": "2026-05-02 20:33:30.164+00", "seconds": 7.217, "promptVersion": "v2-canon-conditioned" } }, "links": { "slide": "/slides/019dd923-622c-750b-8b99-2905b0287b60/33", "deck": "/decks/019dd923-622c-750b-8b99-2905b0287b60", "deckAnchor": "/decks/019dd923-622c-750b-8b99-2905b0287b60#slide-33", "deckJson": "/decks/019dd923-622c-750b-8b99-2905b0287b60.json" }, "components": [ { "bbox": { "h": 0.12, "w": 0.85, "x": 0.075, "y": 0.185 }, "kind": "callout", "text": "Annual contract value (“ACV”) was a key operational metric reported by TASK ahead of its IPO. Between January and March 2021, the Company dropped ACV from its draft IPO prospectus. When questioned by the SEC, it claimed that it removed ACV reporting to the risk of misinterpretation by investors. 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Thus, we removed the metric as we do not consider it to be meaningful to investors given the risk of misinterpretation.”", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": null, "subkind": { "name": "Pull quote", "slug": "pull-quote", "status": "active", "canonId": "019de52c-fbf9-76fe-97e1-a0b7540445c9", "version": 1, "description": null }, "framework": null }, "subkind": "pull-quote", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:30.164+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "f4302197-18b8-41a0-9dd0-a2c89cfcb9a8", "parentComponentId": null }, { "bbox": null, "kind": "quote", "text": "While the Registrant still believes ACV is a leading indicator of revenue opportunity in existing clients and new clients, we believe the disclosure of the metric may imply a certainty in our actual results that does not correspond to the level of estimation inherent in the metric. Thus, we removed the metric as we do not consider it to be meaningful to investors given the risk of misinterpretation. — SEC Response Letter", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": { "name": "Authority citation", "slug": "authority-citation", "status": "active", "bestFor": null, "canonId": "019dd9e1-49ae-7557-89ad-3fca70469b45", "version": 1, "bodyDocId": null, "description": "Quoting an authority figure, study, or precedent to lend weight.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:19:53+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-14dd-72ca-b983-979a9f36dcd3", "parentComponentId": null }, { "bbox": { "h": 0.15, "w": 0.75, "x": 0.13, "y": 0.5 }, "kind": "table", "text": "Key Operational Metrics: ACV signings, in thousands(1) $ 178,943 $ 205,664 Headcount (approx. at period end)(2) 18,400 13,800 Net revenue retention rate(3) 139% 118%", "attrs": null, "canon": { "kind": { "name": "Table", "slug": "table", "status": "active", "canonId": "019de52c-f9c8-7148-8119-eaac9594cd28", "version": 1, "description": "Tabular data layout." }, "tool": null, "subkind": { "name": "Data table", "slug": "data", "status": "active", "canonId": "019de52d-02d5-75b8-8abf-88e92bf63569", "version": 1, "description": null }, "framework": null }, "subkind": "data", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:30.164+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "39e2eb98-75f2-40ff-a93f-1ad791933e65", "parentComponentId": null }, { "bbox": { "h": 0.08, "w": 0.65, "x": 0.305, "y": 0.03 }, "kind": "title", "text": "Annual 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"densityScore": 25, "componentCount": 4, "textChars": 643, "nDataPoints": 0, "notes": "The slide uses a Q&A format to expose potential accounting/reporting manipulation regarding employee attrition.", "elementsJson": [ "headline_text", "paragraph", "callout_box", "quote_block" ], "confidence": 1, "extraction": { "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "at": "2026-05-02 20:33:26.475+00", "seconds": 2.916, "promptVersion": "v2-canon-conditioned" } }, "links": { "slide": "/slides/019dd923-622c-750b-8b99-2905b0287b60/36", "deck": "/decks/019dd923-622c-750b-8b99-2905b0287b60", "deckAnchor": "/decks/019dd923-622c-750b-8b99-2905b0287b60#slide-36", "deckJson": "/decks/019dd923-622c-750b-8b99-2905b0287b60.json" }, "components": [ { "bbox": { "x": 0.02, "y": 0.27 }, "kind": "callout", "text": "Spruce Point Question: \"What do you make of the Company's claims of attrition being below the industry standard of 30% and how they qualify it to include only employees greater than 180 days?\"", "attrs": null, "canon": { "kind": { "name": "Callout", "slug": "callout", "status": "active", "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2", "version": 1, "description": "Highlighted callout box." }, "tool": null, "subkind": { "name": "Primary callout", "slug": "primary", "status": "active", "canonId": "019de52c-fbd1-70eb-a9ce-8997f8674c1d", "version": 1, "description": null }, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:26.475+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "ff441465-2acf-4afc-ac2d-d708ac09b58a", "parentComponentId": null }, { "bbox": { "x": 0.02, "y": 0.17 }, "kind": "paragraph", "text": "Spruce Point interviewed a former TASK executive who was with the Company through the company's pivotal growth years. He cautioned about company attrition claims that can be manipulated in many ways.", "attrs": null, "canon": { "kind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4", "version": 1, "description": "Single prose block in the body of a slide." }, "tool": null, "subkind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433", "version": 1, "description": null }, "framework": null }, "subkind": "paragraph", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:26.475+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "47343de1-a901-471a-b338-1d4bf5946f87", "parentComponentId": null }, { "bbox": { "x": 0.02, "y": 0.37 }, "kind": "quote", "text": "Former TASK Executive: \"Attrition is first off, a tricky business in BPO... They would not include 180 days... They would remove internal promotions... I think that the attrition is significantly worse.\"", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": null, "subkind": { "name": "Testimonial", "slug": "testimonial", "status": "active", "canonId": "019de52c-fc21-71b6-9ac3-8266a64945e8", "version": 1, "description": null }, "framework": null }, "subkind": "testimonial", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:26.475+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "8e6dbb5d-f556-4624-81d7-ddf57a3dc2bb", "parentComponentId": null }, { "bbox": { "x": 0.305, "y": 0.06 }, "kind": "title", "text": "Former TASK Executive Interviewed By Spruce Point", "attrs": null, "canon": { "kind": { "name": "Title", "slug": "title", "status": "active", "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4", "version": 1, "description": "Slide title or headline." }, "tool": null, "subkind": { "name": "Headline", "slug": "headline", "status": "active", "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d", "version": 1, "description": null }, "framework": null }, "subkind": "headline", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:26.475+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "1ab06457-4049-4143-b388-9376bfebf67a", "parentComponentId": null } ], "metrics": [], "tools": [], "frameworks": [ { "matchId": "d0d81d06-4efc-47f0-a966-b698834d3551", "evidence": "The slide uses an expert interview to allege manipulation of key performance metrics (attrition).", "framework": null, "confidence": 0.9, "extraction": { "at": "2026-05-02 20:33:26.475+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "pageNumber": 36, "frameworkName": "fraud-exposure" } ], "arcBeats": [ { "to": 80, "arc": { "name": "Overcoming the Monster", "slug": "overcoming-monster", "status": "active", "bestFor": "Competitive positioning, rallying teams", "canonId": "019dd956-6339-76ac-9cbf-4b377c3aa89e", "version": 1, "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49", "structure": "The Monster -> The Call -> The Struggle -> The Victory -> The New Order", "description": null, "familyLabel": null }, "from": 6, "name": "Expose Contradiction", "beatId": "aaba061d-8594-4dac-999c-686f29277072", "matchId": "70a5b361-e85b-4d24-9ede-5801650c0870", "beatType": null, "evidence": "The majority of the presentation is dedicated to exposing contradictions and concerns about TASK's financials, management, and market position.", "position": 1, "isPrimaryArc": true, "parentBeatType": null, "alignedBlockIds": null, "matchConfidence": 0.8 } ], "loops": [], "locked": true }, { "page": 37, "type": "tension", "title": "Uses a 'before-after' style comparison of prospectus language to highlight a shift in disclosure transparency.", "function": "expose_contradiction", "rawType": "expose_contradiction", "block": null, "metadata": { "slideType": "expose_contradiction", "slideTypeCanon": { "name": "Expose contradiction", "slug": "expose_contradiction", "status": "active", "canonId": "019de52d-124c-75aa-984a-0a3d0d8fc8df", "version": 1, "description": null }, "function": "expose_contradiction", "functionCanon": { "name": "Expose contradiction", "slug": "expose_contradiction", "status": "active", "canonId": "019de52d-171f-776f-887c-73edaff4cf9c", "version": 1, "description": null }, "density": "overcrowded", "densityScore": 85, "componentCount": 9, "textChars": 1551, "nDataPoints": 12, "notes": "Uses a 'before-after' style comparison of prospectus language to highlight a shift in disclosure transparency.", "elementsJson": [ "headline_text", "callout_box", "quote_block", "data_table", "footnote" ], "confidence": 1, "extraction": { "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "at": "2026-05-02 20:33:30.434+00", "seconds": 6.668, "promptVersion": "v2-canon-conditioned" } }, "links": { "slide": "/slides/019dd923-622c-750b-8b99-2905b0287b60/37", "deck": "/decks/019dd923-622c-750b-8b99-2905b0287b60", "deckAnchor": "/decks/019dd923-622c-750b-8b99-2905b0287b60#slide-37", "deckJson": "/decks/019dd923-622c-750b-8b99-2905b0287b60.json" }, "components": [ { "bbox": { "h": 0.15, "w": 0.86, "x": 0.07, "y": 0.16 }, "kind": "callout", "text": "TASK removed its only mention of gross hires from its early prospectus. In subsequent filings, it made vague mention of hiring “thousands of employees.” On its conference calls and earnings releases it references “net new” additions. Given its 2019 disclosure of 12,000 new employees, we estimate 7,400 employees departed. Therefore, we estimate employee attrition at 46.0% or significantly higher than the 26.6% figure cited by management. Industry bellwether Cognizant Technology is calling out rising voluntary attrition to 33% and increased costs.(1) Is TASK immune from industry trends?", "attrs": null, "canon": { "kind": { "name": "Callout", "slug": "callout", "status": "active", "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2", "version": 1, "description": "Highlighted callout box." }, "tool": null, "subkind": { "name": "Primary callout", "slug": "primary", "status": "active", "canonId": "019de52c-fbd1-70eb-a9ce-8997f8674c1d", "version": 1, "description": null }, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:30.434+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "26e50b06-4ca2-4791-8e5a-a93e336cf356", "parentComponentId": null }, { "bbox": null, "kind": "callout", "text": "Given its 2019 disclosure of 12,000 new employees, we estimate 7,400 employees departed. Therefore, we estimate employee attrition at 46.0% or significantly higher than the 26.6% figure cited by management.", "attrs": null, "canon": { "kind": { "name": "Callout", "slug": "callout", "status": "active", "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2", "version": 1, "description": "Highlighted callout box." }, "tool": { "name": "Visual emphasis", "slug": "visual-emphasis", "status": "active", "bestFor": null, "canonId": "019dd9e1-474b-736b-a8eb-a794dd88241c", "version": 1, "bodyDocId": null, "description": "Drawing the eye to one element above the rest of the slide.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:19:57+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-14dd-72ca-b985-eedcd5daa842", "parentComponentId": null }, { "bbox": { "h": 0.25, "w": 0.86, "x": 0.07, "y": 0.33 }, "kind": "list", "text": "Comparison of 2019 Draft Prospectus (12,000 hires) vs 2020 IPO Prospectus (thousands of hires).", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Comparison list", "slug": "comparison", "status": "active", "canonId": "019de52c-fce7-733e-99d3-030a104727bf", "version": 1, "description": null }, "framework": null }, "subkind": "comparison", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:30.434+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "981cc0ca-cd95-4956-b10c-ac08c8d69099", "parentComponentId": null }, { "bbox": null, "kind": "metric", "text": "turnover rate: 46%", "attrs": null, "canon": { "kind": { "name": "Metric", "slug": "metric", "status": "active", "canonId": "019de52c-f923-73bf-8081-d0b1a8c5264d", "version": 1, "description": "Big-number or KPI value." }, "tool": { "name": "Quantification", "slug": "quantification", "status": "active", "bestFor": null, "canonId": "019dd9e1-47ab-72ce-a079-aab1f5299e88", "version": 1, "bodyDocId": null, "description": "Translating a claim into numbers, charts, or tables.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:19:57+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-14dd-72ca-b985-f4a7af0a4085", "parentComponentId": null }, { "bbox": null, "kind": "quote", "text": "Employee Experience and Employer Brand: At TaskUs, we hired approximately 12,000 new employees in 2019. Many of our larger competitors hire tens or even hundreds of thousands of people each year. To deliver to this number of hires many companies in our industry use \"push\" tactics like sign-on bonuses. — Draft Prospectus, p. 122", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": { "name": "Authority citation", "slug": "authority-citation", "status": "active", "bestFor": null, "canonId": "019dd9e1-49ae-7557-89ad-3fca70469b45", "version": 1, "bodyDocId": null, "description": "Quoting an authority figure, study, or precedent to lend weight.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:19:57+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-14dd-72ca-b985-f0e67be4895a", "parentComponentId": null }, { "bbox": { "h": 0.02, "w": 0.2, "x": 0.02, "y": 0.97 }, "kind": "source-note", "text": "1) CTSH Q3 Conf Call, Oct 27, 2021", "attrs": null, "canon": { "kind": { "name": "Source note", "slug": "source-note", "status": "active", "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948", "version": 1, "description": "Attribution / source / caveat placed at the slide footer. Numbered footnotes use attrs.numbered." }, "tool": null, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:30.434+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "6a86a0dd-28b3-4cef-bee5-4ba8f3010f39", "parentComponentId": null }, { "bbox": { "h": 0.08, "w": 0.86, "x": 0.07, "y": 0.63 }, "kind": "table", "text": "Spruce Point Analysis 2019 Implied Departures table showing 13,800 beginning, 12,000 hires, 7,400 departures, 18,400 ending.", "attrs": null, "canon": { "kind": { "name": "Table", "slug": "table", "status": "active", "canonId": "019de52c-f9c8-7148-8119-eaac9594cd28", "version": 1, "description": "Tabular data layout." }, "tool": null, "subkind": { "name": "Data table", "slug": "data", "status": "active", "canonId": "019de52d-02d5-75b8-8abf-88e92bf63569", "version": 1, "description": null }, "framework": null }, "subkind": "data", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:30.434+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "22df0b72-3bfb-4ee2-9a44-417d973b3ef6", "parentComponentId": null }, { "bbox": { "h": 0.12, "w": 0.86, "x": 0.07, "y": 0.78 }, "kind": "table", "text": "Spruce Point 2019 Estimated Turnover table showing 46% turnover rate.", "attrs": null, "canon": { "kind": { "name": "Table", "slug": "table", "status": "active", "canonId": "019de52c-f9c8-7148-8119-eaac9594cd28", "version": 1, "description": "Tabular data layout." }, "tool": null, "subkind": { "name": "Data table", "slug": "data", "status": "active", "canonId": "019de52d-02d5-75b8-8abf-88e92bf63569", "version": 1, "description": null }, "framework": null }, "subkind": "data", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:30.434+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "5b775ae3-54f8-40e0-b4b1-acd5dc5a6f7d", "parentComponentId": null }, { "bbox": { "h": 0.08, "w": 0.65, "x": 0.31, "y": 0.03 }, "kind": "title", "text": "Key Data Point Later Omitted Gives Insight To Significantly Higher Employee Attrition", "attrs": null, "canon": { "kind": { "name": "Title", "slug": "title", "status": "active", "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4", "version": 1, "description": "Slide title or headline." }, "tool": null, "subkind": { "name": "Headline", "slug": "headline", "status": "active", "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d", "version": 1, "description": null }, "framework": null }, "subkind": "headline", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:30.434+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "3bc92e8d-3e4b-4e3b-a893-dcb0cf15bb44", "parentComponentId": null } ], "metrics": [], "tools": [], "frameworks": [ { "matchId": "0f9c941f-10f4-44f1-8b1f-133b2119ad8b", "evidence": "Exposing the omission of specific hiring data to hide high attrition rates.", "framework": null, "confidence": 0.9, "extraction": { "at": "2026-05-02 20:33:30.434+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "pageNumber": 37, "frameworkName": "fraud-exposure" } ], "arcBeats": [ { "to": 80, "arc": { "name": "Overcoming the Monster", "slug": "overcoming-monster", "status": "active", "bestFor": "Competitive positioning, rallying teams", "canonId": "019dd956-6339-76ac-9cbf-4b377c3aa89e", "version": 1, "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49", "structure": "The Monster -> The Call -> The Struggle -> The Victory -> The New Order", "description": null, "familyLabel": null }, "from": 6, "name": "Expose Contradiction", "beatId": "aaba061d-8594-4dac-999c-686f29277072", "matchId": "70a5b361-e85b-4d24-9ede-5801650c0870", "beatType": null, "evidence": "The majority of the presentation is dedicated to exposing contradictions and concerns about TASK's financials, management, and market position.", "position": 1, "isPrimaryArc": true, "parentBeatType": null, "alignedBlockIds": null, "matchConfidence": 0.8 } ], "loops": [], "locked": true }, { "page": 38, "type": "tension", "title": "Uses a red flag icon to denote the activist critique.", "function": "expose_contradiction", "rawType": "expose_contradiction", "block": null, "metadata": { "slideType": "expose_contradiction", "slideTypeCanon": { "name": "Expose contradiction", "slug": "expose_contradiction", "status": "active", "canonId": "019de52d-124c-75aa-984a-0a3d0d8fc8df", "version": 1, "description": null }, "function": "expose_contradiction", "functionCanon": { "name": "Expose contradiction", "slug": "expose_contradiction", "status": "active", "canonId": "019de52d-171f-776f-887c-73edaff4cf9c", "version": 1, "description": null }, "density": "dense", "densityScore": 72, "componentCount": 8, "textChars": 997, "nDataPoints": 15, "notes": "Uses a red flag icon to denote the activist critique.", "elementsJson": [ "headline_text", "paragraph", "callout_box", "data_table" ], "confidence": 1, "extraction": { "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "at": "2026-05-02 20:33:31.143+00", "seconds": 6.998, "promptVersion": "v2-canon-conditioned" } }, "links": { "slide": "/slides/019dd923-622c-750b-8b99-2905b0287b60/38", "deck": "/decks/019dd923-622c-750b-8b99-2905b0287b60", "deckAnchor": "/decks/019dd923-622c-750b-8b99-2905b0287b60#slide-38", "deckJson": "/decks/019dd923-622c-750b-8b99-2905b0287b60.json" }, "components": [ { "bbox": { "h": 0.12, "w": 0.91, "x": 0.07, "y": 0.16 }, "kind": "callout", "text": "Referral rates contracted materially ahead of TASK's IPO. We found a quote from a senior employee in early 2019 (likely referencing 2018 figures) at a 61% referral rate. In 2019, that metric declined to 48% and to 38% in 2020.", "attrs": null, "canon": { "kind": { "name": "Callout", "slug": "callout", "status": "active", "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2", "version": 1, "description": "Highlighted callout box." }, "tool": null, "subkind": { "name": "Primary callout", "slug": "primary", "status": "active", "canonId": "019de52c-fbd1-70eb-a9ce-8997f8674c1d", "version": 1, "description": null }, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:31.143+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "f9525899-df77-4957-828e-90cee422e552", "parentComponentId": null }, { "bbox": null, "kind": "callout", "text": "Referral rates contracted materially ahead of TASK's IPO.", "attrs": null, "canon": { "kind": { "name": "Callout", "slug": "callout", "status": "active", "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2", "version": 1, "description": "Highlighted callout box." }, "tool": { "name": "Visual emphasis", "slug": "visual-emphasis", "status": "active", "bestFor": null, "canonId": "019dd9e1-474b-736b-a8eb-a794dd88241c", "version": 1, "bodyDocId": null, "description": "Drawing the eye to one element above the rest of the slide.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:19:54+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-14dd-72ca-b983-c950413401b9", "parentComponentId": null }, { "bbox": { "h": 0.35, "w": 0.81, "x": 0.17, "y": 0.33 }, "kind": "list", "text": "2018: 61% referral rate; 2019: 48% referral rate; 2020: 38% referral rate.", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Bullet list", "slug": "bullet", "status": "active", "canonId": "019de52c-fc98-7169-a083-5cab805076ca", "version": 1, "description": null }, "framework": null }, "subkind": "bullet", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:31.143+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "ff543a88-2cb5-49a2-a868-395259c5f477", "parentComponentId": null }, { "bbox": null, "kind": "metric", "text": "Incremental Cost Per Headcount: $9,951", "attrs": null, "canon": { "kind": { "name": "Metric", "slug": "metric", "status": "active", "canonId": "019de52c-f923-73bf-8081-d0b1a8c5264d", "version": 1, "description": "Big-number or KPI value." }, "tool": { "name": "Quantification", "slug": "quantification", "status": "active", "bestFor": null, "canonId": "019dd9e1-47ab-72ce-a079-aab1f5299e88", "version": 1, "bodyDocId": null, "description": "Translating a claim into numbers, charts, or tables.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:19:54+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-14dd-72ca-b983-d0b67aea1e44", "parentComponentId": null }, { "bbox": null, "kind": "quote", "text": "\"We also have an exceptional referral rate at 61%, compared to the industry average in the 30% range. It shows that our employees not only want to work for TaskUs, but they want their friends and families to also.\" — Nearshore Americas, Feb 4, 2019", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": { "name": "Authority citation", "slug": "authority-citation", "status": "active", "bestFor": null, "canonId": "019dd9e1-49ae-7557-89ad-3fca70469b45", "version": 1, "bodyDocId": null, "description": "Quoting an authority figure, study, or precedent to lend weight.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:19:54+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-14dd-72ca-b983-cda5acca2d8d", "parentComponentId": null }, { "bbox": { "h": 0.02, "w": 0.45, "x": 0.17, "y": 0.97 }, "kind": "source-note", "text": "Source: MD&A for Cost of Service changes, prospectus, Q2 and Q3 10-Q", "attrs": null, "canon": { "kind": { "name": "Source note", "slug": "source-note", "status": "active", "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948", "version": 1, "description": "Attribution / source / caveat placed at the slide footer. Numbered footnotes use attrs.numbered." }, "tool": null, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:31.143+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "4b10ee6d-905b-46de-8892-4e3e948cbb06", "parentComponentId": null }, { "bbox": { "h": 0.25, "w": 0.81, "x": 0.17, "y": 0.7 }, "kind": "table", "text": "Estimating Cost Pressure From Incremental Headcount table showing Total Headcount, Incremental Headcount, Increase In Personnel Cost, and Incremental Cost Per Headcount from Dec 2020 to Sept 2021.", "attrs": null, "canon": { "kind": { "name": "Table", "slug": "table", "status": "active", "canonId": "019de52c-f9c8-7148-8119-eaac9594cd28", "version": 1, "description": "Tabular data layout." }, "tool": null, "subkind": { "name": "Data table", "slug": "data", "status": "active", "canonId": "019de52d-02d5-75b8-8abf-88e92bf63569", "version": 1, "description": null }, "framework": null }, "subkind": "data", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:31.143+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "10a5b40c-a94c-4eab-8a4a-68fae437cd1c", "parentComponentId": null }, { "bbox": { "h": 0.08, "w": 0.65, "x": 0.31, "y": 0.03 }, "kind": "title", "text": "TASK Obscures Trend of Declining Referral Rates Which Contribute To Rising Personnel Costs", "attrs": null, "canon": { "kind": { "name": "Title", "slug": "title", "status": "active", "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4", "version": 1, "description": "Slide title or headline." }, "tool": null, "subkind": { "name": "Headline", "slug": "headline", "status": "active", "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d", "version": 1, "description": null }, "framework": null }, "subkind": "headline", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:31.143+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "c24f4e8b-ce88-4d1f-a413-80d90f106f50", "parentComponentId": null } ], "metrics": [], "tools": [], "frameworks": [ { "matchId": "99dc02ed-fe4d-4935-bf6d-d8a35704eaa8", "evidence": "Contrasts historical company quotes about referral rates with the actual declining trend and rising costs.", "framework": null, "confidence": 0.95, "extraction": { "at": "2026-05-02 20:33:31.143+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "pageNumber": 38, "frameworkName": "ceo-quote-contradiction" } ], "arcBeats": [ { "to": 80, "arc": { "name": "Overcoming the Monster", "slug": "overcoming-monster", "status": "active", "bestFor": "Competitive positioning, rallying teams", "canonId": "019dd956-6339-76ac-9cbf-4b377c3aa89e", "version": 1, "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49", "structure": "The Monster -> The Call -> The Struggle -> The Victory -> The New Order", "description": null, "familyLabel": null }, "from": 6, "name": "Expose Contradiction", "beatId": "aaba061d-8594-4dac-999c-686f29277072", "matchId": "70a5b361-e85b-4d24-9ede-5801650c0870", "beatType": null, "evidence": "The majority of the presentation is dedicated to exposing contradictions and concerns about TASK's financials, management, and market position.", "position": 1, "isPrimaryArc": true, "parentBeatType": null, "alignedBlockIds": null, "matchConfidence": 0.8 } ], "loops": [], "locked": true }, { "page": 39, "type": "tension", "title": "Uses a red flag icon and red boxes to highlight specific text in the screenshots.", "function": "expose_contradiction", "rawType": "expose_contradiction", "block": null, "metadata": { "slideType": "expose_contradiction", "slideTypeCanon": { "name": "Expose contradiction", "slug": "expose_contradiction", "status": "active", "canonId": "019de52d-124c-75aa-984a-0a3d0d8fc8df", "version": 1, "description": null }, "function": "expose_contradiction", "functionCanon": { "name": "Expose contradiction", "slug": "expose_contradiction", "status": "active", "canonId": "019de52d-171f-776f-887c-73edaff4cf9c", "version": 1, "description": null }, "density": "sparse", "densityScore": 21, "componentCount": 4, "textChars": 393, "nDataPoints": 2, "notes": "Uses a red flag icon and red boxes to highlight specific text in the screenshots.", "elementsJson": [ "headline_text", "callout_box", "screenshot", "footnote" ], "confidence": 1, "extraction": { "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "at": "2026-05-02 20:33:27.16+00", "seconds": 2.722, "promptVersion": "v2-canon-conditioned" } }, "links": { "slide": "/slides/019dd923-622c-750b-8b99-2905b0287b60/39", "deck": "/decks/019dd923-622c-750b-8b99-2905b0287b60", "deckAnchor": "/decks/019dd923-622c-750b-8b99-2905b0287b60#slide-39", "deckJson": "/decks/019dd923-622c-750b-8b99-2905b0287b60.json" }, "components": [ { "bbox": { "h": 0.08, "w": 0.86, "x": 0.07, "y": 0.168 }, "kind": "callout", "text": "In late December 2021, it appears that TaskUs just increased incentives for referrals by offering a $500 sign-on bonus to new recruits. In addition, $750 is paid to the individual who sources the new hire.", "attrs": null, "canon": { "kind": { "name": "Callout", "slug": "callout", "status": "active", "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2", "version": 1, "description": "Highlighted callout box." }, "tool": null, "subkind": { "name": "Primary callout", "slug": "primary", "status": "active", "canonId": "019de52c-fbd1-70eb-a9ce-8997f8674c1d", "version": 1, "description": null }, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:27.16+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "1f351440-61bd-4baa-951b-ba6bec27ba0a", "parentComponentId": null }, { "bbox": { "h": 0.55, "w": 0.82, "x": 0.09, "y": 0.35 }, "kind": "image", "text": "Screenshot of a job advertisement and a Facebook post regarding TaskUs referral bonuses.", "attrs": null, "canon": { "kind": { "name": "Image", "slug": "image", "status": "active", "canonId": "019de52c-f978-701f-a720-51d029d769e7", "version": 1, "description": "Photo, illustration, screenshot or icon." }, "tool": null, "subkind": { "name": "Screenshot", "slug": "screenshot", "status": "active", "canonId": "019de52c-fd87-7509-8391-3d79fb339379", "version": 1, "description": null }, "framework": null }, "subkind": "screenshot", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:27.16+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "459bd746-0a13-4aaf-af2d-4d0e5aceeb52", "parentComponentId": null }, { "bbox": { "h": 0.02, "w": 0.35, "x": 0.1, "y": 0.95 }, "kind": "source-note", "text": "Source: Facebook, search “TaskUs $500” – Spruce Point red emphasis", "attrs": null, "canon": { "kind": { "name": "Source note", "slug": "source-note", "status": "active", "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948", "version": 1, "description": "Attribution / source / caveat placed at the slide footer. Numbered footnotes use attrs.numbered." }, "tool": null, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:27.16+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "35a48e9f-e408-43bb-881f-4b231a00a8c7", "parentComponentId": null }, { "bbox": { "h": 0.038, "w": 0.385, "x": 0.307, "y": 0.058 }, "kind": "title", "text": "Evidence Referral Costs Are Rising", "attrs": null, "canon": { "kind": { "name": "Title", "slug": "title", "status": "active", "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4", "version": 1, "description": "Slide title or headline." }, "tool": null, "subkind": { "name": "Headline", "slug": "headline", "status": "active", "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d", "version": 1, "description": null }, "framework": null }, "subkind": "headline", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:27.16+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "5651ca46-4859-44ba-b472-642adb30598c", "parentComponentId": null } ], "metrics": [], "tools": [], "frameworks": [ { "matchId": "5a9bd75f-79bb-4e8a-9200-aaf45f2fb89b", "evidence": "Uses social media screenshots to contradict company narrative on recruitment costs.", "framework": null, "confidence": 0.85, "extraction": { "at": "2026-05-02 20:33:27.16+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "pageNumber": 39, "frameworkName": "fraud-exposure" } ], "arcBeats": [ { "to": 80, "arc": { "name": "Overcoming the Monster", "slug": "overcoming-monster", "status": "active", "bestFor": "Competitive positioning, rallying teams", "canonId": "019dd956-6339-76ac-9cbf-4b377c3aa89e", "version": 1, "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49", "structure": "The Monster -> The Call -> The Struggle -> The Victory -> The New Order", "description": null, "familyLabel": null }, "from": 6, "name": "Expose Contradiction", "beatId": "aaba061d-8594-4dac-999c-686f29277072", "matchId": "70a5b361-e85b-4d24-9ede-5801650c0870", "beatType": null, "evidence": "The majority of the presentation is dedicated to exposing contradictions and concerns about TASK's financials, management, and market position.", "position": 1, "isPrimaryArc": true, "parentBeatType": null, "alignedBlockIds": null, "matchConfidence": 0.8 } ], "loops": [], "locked": true }, { "page": 40, "type": "resolution", "title": "The slide uses a red flag icon to highlight the negative trend in hiring data.", "function": "analyze_data", "rawType": "key_takeaways", "block": null, "metadata": { "slideType": "key_takeaways", "slideTypeCanon": { "name": "Key takeaways", "slug": "key_takeaways", "status": "active", "canonId": "019de52d-06e7-7674-a891-9f7de3b11b6d", "version": 1, "description": null }, "function": "analyze_data", "functionCanon": { "name": "Analyze data", "slug": "analyze_data", "status": "active", "canonId": "019de52d-1590-7413-8c82-cc218cff40b4", "version": 1, "description": null }, "density": "dense", "densityScore": 57, "componentCount": 8, "textChars": 477, "nDataPoints": 16, "notes": "The slide uses a red flag icon to highlight the negative trend in hiring data.", "elementsJson": [ "headline_text", "callout_box", "bar_chart_stacked", "data_table", "footnote" ], "confidence": 1, "extraction": { "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "at": "2026-05-02 20:33:27.88+00", "seconds": 3.295, "promptVersion": "v2-canon-conditioned" } }, "links": { "slide": "/slides/019dd923-622c-750b-8b99-2905b0287b60/40", "deck": "/decks/019dd923-622c-750b-8b99-2905b0287b60", "deckAnchor": "/decks/019dd923-622c-750b-8b99-2905b0287b60#slide-40", "deckJson": "/decks/019dd923-622c-750b-8b99-2905b0287b60.json" }, "components": [ { "bbox": { "h": 0.11, "w": 0.83, "x": 0.085, "y": 0.193 }, "kind": "callout", "text": "Using LinkedIn premium data as an indicator of TASK's workforce expansion, we find a material slow down in the last quarter of 2021. 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I'm seeing from my perspective there's some nice fat clients at TaskUs that are hitting those limitations and we're going to be making a switch.", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": null, "subkind": { "name": "Testimonial", "slug": "testimonial", "status": "active", "canonId": "019de52c-fc21-71b6-9ac3-8266a64945e8", "version": 1, "description": null }, "framework": null }, "subkind": "testimonial", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:26.977+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "2072dfc2-f4ae-4fc1-83b5-e8a8006122e8", "parentComponentId": null }, { "bbox": null, "kind": "quote", "text": "I knew TaskUs was getting ready to go public, but I'd had some, disillusionment and frustration there and thought, you know, certain aspects of even going public, aren't gonna change this. Of course, yes, it's been breaking down. So they went from a people first statement to frontline first statement (chuckle). They've had a real difficult time with their sales team. Lots of turnover. I think the longest tenure now they have is like somebody who's been there three years, so they've gone through many teams. Because, I think Jaspar did a lot of sales and didn't really like sales people and sort of thought, (Hey, we've done a little hard work to bringing you on so all you're gonna do is be an order taker. So we're not gonna really esteem you here and you gotta get up at 3:00 AM to take a call and even though you live in America and even though every other BPO has their support teams work in American hours because most of India or the Philippines works, you know, during the night during American hours). So you had a lot of people get turned off by that in sales. 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They're hot but as a long-term buy and hold that's a different evaluation.", "attrs": null, "canon": { "kind": { "name": "Callout", "slug": "callout", "status": "active", "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2", "version": 1, "description": "Highlighted callout box." }, "tool": { "name": "Visual emphasis", "slug": "visual-emphasis", "status": "active", "bestFor": null, "canonId": "019dd9e1-474b-736b-a8eb-a794dd88241c", "version": 1, "bodyDocId": null, "description": "Drawing the eye to one element above the rest of the slide.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:19:54+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-14dd-72ca-b984-244e2a1f8e0f", "parentComponentId": null }, { "bbox": null, "kind": "quote", "text": "TASK has tried to raise people form within that are young, teachable and ignorant. Put them in comp plans they don't really know any better until they start having success and others start recruiting them. — Fmr Business Dev. 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So I think I, you know, there's no secret that they have stumbled with new offices and, and that, that would be an ongoing concern is, you know, they're hiring people from bigger BPOs who have seen that and wanna put that into place. 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It's not uncommon for BPOs to take a haircut or even a loss for the first year or two for a long-term relationship. Now with wages increasing, it throws a bomb in the middle of everyone's strategic plan.", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": null, "subkind": { "name": "Testimonial", "slug": "testimonial", "status": "active", "canonId": "019de52c-fc21-71b6-9ac3-8266a64945e8", "version": 1, "description": null }, "framework": null }, "subkind": "testimonial", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:28.166+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "52508043-46b5-4171-b853-244831427791", "parentComponentId": null }, { "bbox": { "h": 0.08, "w": 0.88, "x": 0.1, "y": 0.6 }, "kind": "quote", "text": "What do you think of the Facebook business with TASK?", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": null, "subkind": { "name": "Testimonial", "slug": "testimonial", "status": "active", "canonId": "019de52c-fc21-71b6-9ac3-8266a64945e8", "version": 1, "description": null }, "framework": null }, "subkind": "testimonial", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:28.166+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "71de43d1-4843-4b8b-be82-a9c0b3764774", "parentComponentId": null }, { "bbox": null, "kind": "quote", "text": "\"So if you go anywhere in the world and you order McDonald hamburger is gonna taste like a McDonald hamburger, right? And the reason behind that is they have an infrastructure and an ingredients and a process that they've really dialed in so they can get predictable results wherever they go... there's no secret that they have stumbled with new offices and, and that, that would be an ongoing concern is, you know, they're hiring people from bigger BPOs who have seen that and wanna put that into place. Um, but it's tricky.\" — Fmr Business Dev. Employee. \"All the BPOs servicing Facebook, and I'm not sure but probably at least a dozen, are doing low margins just to have the name, to learn, and leverage that name in their sales efforts. It's not uncommon for BPOs to take a haircut or even a loss for the first year or two for a long-term relationship. Now with wages increasing, it throws a bomb in the middle of everyone's strategic plan.\" — Fmr Business Dev. 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And so there's always, always the most stressful part as a part of the team, as a leadership team because you always want to have good client reviews. And so that's kind of what drives the performance up over time because the expectations of clients always change. And then when it's not good for a particular week, then everyone just kind of panics and does what they need to do to get it up for the next business review, which is a week later. So over time, it usually gets better or else, we get fired — Former Executive. They would leave TaskUs because we weren't able to meet the performance that they required, or usually, clients come to TaskUs, when they start off with TaskUs, TaskUs is the only vendor, and that's good for us. But then, eventually, they would want to get another vendor for business continuity purposes, right? Because you don't want to put all your eggs in one basket. We get fired in some cases because the new vendor outperformed us. 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There is clear evidence that either TASK has historically embellished the size and scale of its business or made careless mistakes. 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I am so proud of what the team has accomplished.\"", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": null, "subkind": { "name": "Testimonial", "slug": "testimonial", "status": "active", "canonId": "019de52c-fc21-71b6-9ac3-8266a64945e8", "version": 1, "description": null }, "framework": null }, "subkind": "testimonial", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:36.161+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "b03f886a-cea2-470a-ac87-391ab2af6a8b", "parentComponentId": null }, { "bbox": null, "kind": "quote", "text": "\"2018 was the best year in TaskUs history,\" said CEO Bryce Maddock. \"Jaspar and I started this company with $20,000 and a one room office in the Philippines; so, I am a bit awestruck by the accomplishments of our team this year, which include the Blackstone investment, being named one of the world's 100 best places to work by Glassdoor and growing to over 15,000 people worldwide. I am so proud of what the team has accomplished.\" — TaskUs Announces Meteoric Growth in 2018, Jan 24, 2019, Businesswire", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": { "name": "Authority citation", "slug": "authority-citation", "status": "active", "bestFor": null, "canonId": "019dd9e1-49ae-7557-89ad-3fca70469b45", "version": 1, "bodyDocId": null, "description": "Quoting an authority figure, study, or precedent to lend weight.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:19:58+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-14dd-72ca-b986-6d905a3eeeb1", "parentComponentId": null }, { "bbox": { "x": 0.113, "y": 605 }, "kind": "source-note", "text": "Source: IPO Prospectus, p. 23", "attrs": null, "canon": { "kind": { "name": "Source note", "slug": "source-note", "status": "active", "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948", "version": 1, "description": "Attribution / source / caveat placed at the slide footer. 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Numbered footnotes use attrs.numbered." }, "tool": null, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:36.161+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "eb67192b-3640-4eba-bbb8-b4722f343b2a", "parentComponentId": null }, { "bbox": { "x": 0.113, "y": 408 }, "kind": "table", "text": "Key Operational Metrics: Headcount (approx. at period end)(1) 23,600 18,400 13,800 Net revenue retention rate(2) 117% 139% 121%", "attrs": null, "canon": { "kind": { "name": "Table", "slug": "table", "status": "active", "canonId": "019de52c-f9c8-7148-8119-eaac9594cd28", "version": 1, "description": "Tabular data layout." }, "tool": null, "subkind": { "name": "Data table", "slug": "data", "status": "active", "canonId": "019de52d-02d5-75b8-8abf-88e92bf63569", "version": 1, "description": null }, "framework": null }, "subkind": "data", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:36.161+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "624d3c58-9207-43d6-9661-14cb40249d6d", "parentComponentId": null }, { "bbox": { "x": 0.307, "y": 0.058 }, "kind": "title", "text": "Problematic Workforce Claims: Part 2", "attrs": null, "canon": { "kind": { "name": "Title", "slug": "title", "status": "active", "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4", "version": 1, "description": "Slide title or headline." }, "tool": null, "subkind": { "name": "Headline", "slug": "headline", "status": "active", "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d", "version": 1, "description": null }, "framework": null }, "subkind": "headline", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:36.161+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "db73e8ef-a7f8-4063-bc62-b7ade6eb9cf5", "parentComponentId": null } ], "metrics": [], "tools": [], "frameworks": [ { "matchId": "6b107799-ecf6-4d0b-9d9e-3bd51f694656", "evidence": "Direct comparison of CEO public statement vs official financial filing data.", "framework": null, "confidence": 1, "extraction": { "at": "2026-05-02 20:33:36.161+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "pageNumber": 65, "frameworkName": "ceo-quote-contradiction" } ], "arcBeats": [ { "to": 80, "arc": { "name": "Overcoming the Monster", "slug": "overcoming-monster", "status": "active", "bestFor": "Competitive positioning, rallying teams", "canonId": "019dd956-6339-76ac-9cbf-4b377c3aa89e", "version": 1, "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49", "structure": "The Monster -> The Call -> The Struggle -> The Victory -> The New Order", "description": null, "familyLabel": null }, "from": 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troubling inconsistencies regarding the employee size of TASK's workforce in the 2016 period. Two sources confirm that TASK had between 4,500 and 5,000 employees at the end of 2015. Later, TASK said it hired 5,300 in 2016 to grow to 7,000 employees. However, this would have implied it started with 1,700 employees in 2015, well below the 4,500 – 5,000 claimed earlier. Did TASK experience sizeable turnover?", "attrs": null, "canon": { "kind": { "name": "Callout", "slug": "callout", "status": "active", "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2", "version": 1, "description": "Highlighted callout box." }, "tool": null, "subkind": { "name": "Primary callout", "slug": "primary", "status": "active", "canonId": "019de52c-fbd1-70eb-a9ce-8997f8674c1d", "version": 1, "description": null }, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:31.757+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "fb190792-82a8-4402-8b93-9b9963af72de", "parentComponentId": null }, { "bbox": { "h": 0.135, "w": 0.185, "x": 0.048, "y": 0.585 }, "kind": "list", "text": "If TaskUs Hired 5,300 in 2016, It Would Have Had ~1,700 Employees in 2015 with No Turnover", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": null, "subkind": { "name": "Bullet list", "slug": "bullet", "status": "active", "canonId": "019de52c-fc98-7169-a083-5cab805076ca", "version": 1, "description": null }, "framework": null }, "subkind": "bullet", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:31.757+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "af4f0e68-9c22-4484-a8a4-0aa862f29427", "parentComponentId": null }, { "bbox": { "h": 0.115, "w": 0.185, "x": 0.048, "y": 0.325 }, "kind": "list", "text": "Multiple References of 4,500 - 5,000 employees in 2015", "attrs": null, "canon": { "kind": { "name": "List", "slug": "list", "status": "active", "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2", "version": 1, "description": "Bullet or numbered list." }, "tool": 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For the majority of its history, TASK has been a US client-based business primarily delivered from the Philippines. In 2016, the company opened its first operation outside the Philippines (in the US) after realizing many early-stage US companies wanted to outsource somewhere closer to home (i.e., near-shore). Since then, the company has started building a global delivery footprint in order to expand its business internationally (the main reason TASK loses business is a lack of local talent and/or specific language support). To counter this, we have seen recent expansion in Taiwan for Southeast Asian languages, in Colombia and Mexico for Spanish, and in Greece and Ireland for other European languages. 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For the majority of its history, TASK has been a US client-based business primarily delivered from the Philippines. In 2016, the company opened its first operation outside the Philippines (in the US) after realizing many early-stage US companies wanted to outsource somewhere closer to home (i.e., near-shore). Since then, the company has started building a global delivery footprint in order to expand its business internationally (the main reason TASK loses business is a lack of local talent and/or specific language support). To counter this, we have seen recent expansion in Taiwan for Southeast Asian languages, in Colombia and Mexico for Spanish, and in Greece and Ireland for other European languages. As a result of these near-shore expansions, TASK’s business in EMEA, APAC, and LatAm has greatly improved, but is just starting to scratch the surface of a massive global opportunity — BTIG, Dec 20, 2021", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": { "name": "Authority citation", "slug": "authority-citation", "status": "active", "bestFor": null, "canonId": "019dd9e1-49ae-7557-89ad-3fca70469b45", "version": 1, "bodyDocId": null, "description": "Quoting an authority figure, study, or precedent to lend weight.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:19:58+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-14dd-72ca-b986-36c2f65a8899", "parentComponentId": null }, { "bbox": { "h": 0.08, "w": 0.3, "x": 0.68, "y": 0.8 }, "kind": "source-note", "text": "Source: “Call With Mgmt. 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I think revenue is going to be pretty easy for them to drive, but I think margin is the one that I really question, if they don't have a significant differentiator.”", "attrs": null, "canon": { "kind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4", "version": 1, "description": "Single prose block in the body of a slide." }, "tool": null, "subkind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433", "version": 1, "description": null }, "framework": null }, "subkind": "paragraph", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:37.347+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "0c86d18a-b2e2-442a-a999-857379a0016a", "parentComponentId": null }, { "bbox": { "h": 0.185, "w": 0.771, "x": 0.162, "y": 0.318 }, "kind": "paragraph", "text": "Durable growth plus margin expansion. Mgmt. is confident it can maintain growth of 25% over the medium term (3-5 years)... In 2021, EBITDA margin should be ~24%, dipping to 23% in 2022...", "attrs": null, "canon": { "kind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4", "version": 1, "description": "Single prose block in the body of a slide." }, "tool": null, "subkind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433", "version": 1, "description": null }, "framework": null }, "subkind": "paragraph", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:33:37.347+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "6879b7d8-544c-46b4-b1a6-3653cf686909", "parentComponentId": null }, { "bbox": null, "kind": "quote", "text": "I guess the question to really ask is what's the continuing value proposition in the world that has significantly changed? ... 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Most companies have adopted ASU 2016-02, Leases (Topic 842) and recorded leases on balance sheet, while TASK still says it is evaluating the impact of adoption. 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