Skip to content
Holding·last review4 May 2026

No mid-market enterprise has produced a documented +240% ROI in 90 days from agentic AI under audited conditions. Read against McKinsey State of AI 2025 (n=1,993; 23% scaling, 17% EBIT-attribution at 12-month horizon), MIT NANDA GenAI Divide (95% of pilots produce no measurable P&L impact, 67% buy vs 22% build success spread), and Stanford Digital Economy Lab Enterprise AI Playbook (12/88 bimodal ROI distribution at 12-18 months), the realistic 90-day mid-market ROI band for the highest-discipline 12% cohort is 20-40% operator-time savings on bounded use cases plus a working pilot pattern that scales into 12-18-month measurable ROI — not the 240% ROI in 90 days the vendor pitch frames it as. The four-artefact 90-day deliverable (documented baseline, bounded production deployment, per-class action error budget, scaling-vs-stop decision) is what the 12% cohort actually produces.

URL-equity restoration of /achieve-240-roi-in-90-days-with-ai-agents-for-mid-market/ — previously retired, but Bing Webmaster AI Performance data 2026-04-21 → 2026-05-02 showed 32 citations on this URL across 12 days (third-highest cited URL). The retraction broke the AI-citation chain for the procurement query family ('AI agent platforms ROI deployment time mid market', 18 citations). New editorial-standard piece at the original slug preserves the URL while replacing the original clickbait-style content with stat-anchored procurement analysis. Slug warning (clickbait-metric '240' in slug) is accepted as the intentional AI-citation preservation trade-off per Peter's Option A decision 2026-05-04. Sister claims: AM-053 (McKinsey 17% EBIT), AM-128 (MIT 95% pilot-failure), AM-029 (Stanford 12/88). Cadence 60-day. Trigger conditions: any audited mid-market 90-day +240% ROI case study landing in trade press; vendor pricing changes that reshape the 67%-vs-22% MIT NANDA build-vs-buy economics; new Stanford Digital Economy Lab data.

Published
4 May 2026
Last reviewed
4 May 2026
Next review
+50d· 3 Jul 2026
Embed this claimiframe + oEmbed
HTML iframe
Paste-the-URL (Substack, Medium, Notion, WordPress)

The card auto-updates when the claim's status, last-reviewed date, or correction log changes. Embedders never need to refresh — the card is rendered live from the canonical record.

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…