The MIT NANDA 'GenAI Divide' 95% pilot-failure statistic (August 2025) is widely cited in 2026 enterprise procurement decks as evidence that 95% of AI projects fail. The underlying methodology measures something narrower and more specific: 95% of 300 analysed AI projects delivered no measurable P&L impact, where 'no measurable impact' is largely a function of pilots not having documented pre-deployment baselines, not a function of pilots failing technically. The structurally interesting findings underneath the headline (build-vs-buy 67%-vs-22% spread, 40%-licensed / 90%-shadow-using gap, marketing-vs-back-end deployment misdirection, the static-error / learning-gap pattern) are more useful for procurement teams than the headline number, and they update against the Stanford 12/88 bimodal ROI distribution (claim AM-029) cleanly.
Third piece in the stat-correction cluster after the McKinsey 17% EBIT claim and the McKinsey 23%/39% scaling-gap piece. Verified primary sources: MIT NANDA 'The GenAI Divide: State of AI in Business 2025' (mlq.ai PDF carrying the deck); Fortune coverage 18 Aug 2025 (cover story) and 21 Aug 2025 (the methodological caveat-quote about NANDA's institutional incentive). Methodology: 150 executive interviews + 350 employee surveys + 300 AI projects analysed; the 95% applies to the 300-project layer specifically. Editorial finding: the 95% slippage in citation is structurally identical to the McKinsey 17% slippage but in the opposite direction (self-reported absence-of-measurement read as audited failure). Cluster fit: same shape as the existing two McKinsey-correction pieces. GSC-driven decision context (May 2026): the McKinsey-cluster query family was the publication's strongest organic surface (~70 imp/week at first-page positions); adding a third cluster piece doubles down on the search-intent the publication is already winning impressions for. Cadence 60-day. Trigger conditions: NANDA Q1 2026 follow-up report, named enterprise GenAI ROI audits with documented baselines that contradict or confirm the 95%, methodological pushback from other research organisations.
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About this register
The Reporting register tracks claims published from articles addressed to senior enterprise IT leaders — CIOs, IT directors, heads of platform. Claims are reviewed on a 30–90 day cadence; each review either reaffirms the claim, marks one substantive part as Partial, or marks it Not holding once the underlying evidence has been overtaken.
Recent corrections in Reporting
- AM-002 · Not holding · 06 May 2026
URL state changed. The /the-agentic-ai-revolution-real-world-success-stories-and-strategic-insights-from-2024-2025/ slug now serves a deliberately rewritten retrospective (claimId AM-130, "Agentic AI 2024-2025 retrospective", published 04 May 2026) against audited primary sources. The 28 Apr 2026 redirect to /retractions/ has been lifted to allow that. AM-002 the claim remains Not holding — the original $3.50/dollar + 70% failure-rate framing was withdrawn and is not restored. AM-130 is a separate claim with its own evidence chain. Readers arriving at /holding/AM-002 see the withdrawal here; the article link surfaces the new piece at the URL the original lived at, with this entry as the audit trail.
- AM-121 · Holding · 2 May 2026
Klarna walk-back primary-source upgrade — added Siemiatkowski verbatim quotes via Bloomberg-cited-by-Fortune (9 May 2025) and the Uber-style freelance hiring detail via Entrepreneur. Closes the highest-priority evidence gap from the source dossier.
- AM-115 · Holding · 29 Apr 2026
Initial publication 29 Apr 2026 — the first Quarterly Claim Review Bulletin. The claim itself is recursive: it asserts that the bulletin will ship quarterly, and the next review (30 Jul 2026) tests whether the Q3 bulletin actually appeared. Status starts as 'up' because the claim is currently true (the Q2 bulletin shipped). The verdict at end of July 2026 will move to Holding, Partial (bulletin shipped but on a delayed cadence), or Not holding (no bulletin shipped). REVIEW: Peter — please verify claim text + cadence wording before removing rewriteInProgress flag.
Reviews coming up in Reporting
- AM-003 · Holding · next +5d (19 May 2026)
GPT-5 Pro's tiered-subscription model forces enterprises to classify problems by computational difficulty — $200/month…
- AM-136 · Holding · next +21d (4 Jun 2026)
Across the 24-month window May 2024 to April 2026, every major foundation-model provider (Anthropic, OpenAI, Google, AW…
- AM-020 · Holding · next +35d (18 Jun 2026)
The 40-60% TCO underestimate on enterprise agentic-AI deployments is not a cost-visibility failure — it is a cross-depa…