Every claim this publication has made appears here as a row. Each row carries an ID (AM-NNN, OPS-NNN, or AM-CANON-NNN), a verdict (Holding, Partial, or Not holding), and a next-review date. The cadence is 30–90 days. When the evidence moves, the verdict moves with it — and the correction appends, dated, never quietly. The original claim text is preserved forever; retractions are events, not silent edits. The full operating model is at the accountability architecture for AI-written publications (AM-CANON-001).
How verdicts are assigned
Every article asserts exactly one primary claim, created at publish with its own ID and review dates. Enterprise claims (AM) are re-reviewed every 30–90 days; operators claims (OPS) every 30–45 days, because SMB tooling and pricing shift faster. A re-review checks the claim against the primary sources it rests on — verify first, then judge.
Three verdicts exist. Holding: the claim is still supported; the review date updates and a new next-review date is set. Partial: one substantive part has been revised; a dated correction appends. Not holding: the claim has been falsified or overtaken; the article stays up with its correction log at the foot. The claim text itself is never edited — corrections append, status changes, nothing is quietly removed. Each row below shows the published, last-reviewed, and next-review dates.
The full editorial charter is at /standards/ and the production model at /how-its-written/.
Every claim this publication has made, and whether it still holds.
The point of writing about enterprise AI is to be right for longer than a news cycle. This page tracks every argument this publication has made, reviewed on a 30–90 day rhythm. If something stops holding, it's marked and the piece is annotated. Nothing is quietly removed. Claims made by others — vendors, analysts, regulators — are tracked separately at /archive/.
| Status | Claim | Next review |
|---|---|---|
| Holding | OPS-099 · pub 9 Jun 2026 · rev 9 Jun 2026 Anchored on Notion's Developer Platform release notes (13 May 2026, notion.com/releases/2026-05-13 — Workers launch, Sam Lambert CEO PlanetScale customer quote) and Notion's 'Understand pricing for Workers' help page (free during beta on Business/Enterprise; billing starts 11 Aug 2026; $0.0023 per run via credits ≈ 4,348 runs per $10). Business plan $15/user/month annual (consistent with OPS-092's verified figure). VERIFIED 2026-06-09 via direct fetch of both Notion pages. PRECISION: monthly cost figures in the body's table (daily ≈$0.07, hourly ≈$1.66, 5-min ≈$19.87) are arithmetic on the published per-run rate, labeled as such. Differentiation from OPS-092 is editorially load-bearing and stated up front: Custom Agents = conversational AI at $10/1,000 credits metered from 4 May; Workers = code runtime per-run metered from 11 Aug — different product, meter, and date. Operator-register advisory; the claim is the build-and-measure-in-the-free-window stance. 30-day cadence timed to land one re-review before the 11 Aug billing start. Triggers: (1) Notion shifts the billing date or the $0.0023 rate; (2) a bundled run allowance lands in the Business plan; (3) beta reliability limits make Workers unfit for scheduled glue work. Siblings: OPS-092 (Custom Agents credit pricing), OPS-098 (Zapier MCP two-task billing — co-published), OPS-083 (bill-rising), the bootstrapped-SaaS cost-discipline read. | +27dnext review |
| Holding | OPS-098 · pub 9 Jun 2026 · rev 9 Jun 2026 Anchored on Zapier Help Center 'How Zapier MCP usage works' (article 45645738385805, updated 4 Jun 2026 — fetched directly): two tasks per successful tool call, fixed rate, no separate billing, no session cap, failed calls don't bill; and zapier.com/pricing (Professional from $19.99/month annual billing, 750 tasks). VERIFIED 2026-06-09. The capacity figures (375 actions; 100 calls/day exhausts in under 4 days; 20 calls/day = 1,200 tasks/month) are arithmetic on the cited rates, labeled as such in the body's table caption. Quote is institutional (Zapier documentation), attributed as such — no named individual exists for it; no person invented. Operator-register advisory; the claim is the budget-at-double + actions-not-monitoring discipline, not a recommendation against Zapier MCP. 30-day cadence, automation-platform billing moves fast. Triggers: (1) Zapier changes the two-task rate, caps or itemises MCP usage; (2) an MCP-specific plan/pool decouples agent calls from tasks; (3) a competing platform prices MCP calls at task-parity, changing the new-build comparison. Siblings: OPS-092 (Notion Custom Agents credit pricing), OPS-083 (ai-cheaper-but-your-bill-rising), OPS-099 (Notion Workers free window — co-published), the bootstrapped-SaaS cost-discipline read. | +27dnext review |
| Holding | OPS-097 · pub 9 Jun 2026 · rev 9 Jun 2026 Anchored on Google's fraud and scams advisory of 8 Jun 2026 (blog.google, Laurie Richardson, VP Trust and Safety — fetched directly): names calendar phishing (malicious links via event invites) and ClickFix (fake fix-it pages soliciting terminal paste) as active patterns; cites ~$580B estimated global fraud losses for 2025; carries the verbatim QR-code line quoted in the body. VERIFIED 2026-06-09 via direct fetch of the advisory. The AI-tooling connection (trust habits raised by schedulers/notetakers) is the publication's own analytical frame, not a Google claim — framed as observation in the body. Calendar-settings guidance described functionally (restrict auto-add, report phishing) rather than menu-path-exact, because Google moves UI paths; the body says 'Settings, Event settings' at the functional level only. Operator-register advisory. 30-day cadence, scam waves shift fast. Triggers: (1) Google ships default platform-wide protections closing calendar auto-add abuse; (2) the named patterns are supplanted by a materially different wave; (3) AI-scheduling tools add mitigations making manual settings unnecessary. Siblings: OPS-086 (meeting notetakers), OPS-088 (coding-CLI security), OPS-078 (agent kill-switch), the operators shadow-AI capability read. | +27dnext review |
| Holding | AM-210 · pub 9 Jun 2026 · rev 9 Jun 2026 Anchored on three Gartner artifacts. (1) Hype Cycle for Agentic AI, published 2 Apr 2026 (Kandaswamy, Ramos, Olliffe, Coshow, den Hamer, Brethenoux; gartner.com/en/articles/hype-cycle-for-agentic-ai + document 7671861): agent-washing definition quoted verbatim; 17% deployed; 42% within 12 months; +22% the following year (the body states 'more than 80% within two years' per the fact-check correction — the scout's original '60%+' UNDERSTATED Gartner's own data); ~130 of thousands of vendors assessed as delivering real capability. (2) Standing prediction, 25 Jun 2025 (Anushree Verma, Sr Director Analyst): 'Over 40% of agentic AI projects will be canceled by the end of 2027, due to escalating costs, unclear business value or inadequate risk controls' — deliberately cited as a JUNE 2025 prediction, not new 2026 research, per fact-check. (3) Supply-chain agent-washing release, 20 May 2026 (Barcelona Symposium): Jan Snoeckx (Senior Director Analyst) two-sentence quote verbatim-confirmed; the 'end-to-end autonomous planning before 2027 = overstating' line presented as the RELEASE'S finding, not a Snoeckx verbatim quote, per fact-check (secondaries carry it as paraphrase). Gartner pages 403 to crawlers; figures corroborated via 2+ named secondaries each; canonical newsroom/article URLs verified via search. The four-property capability test (goal-directed sequencing, tool action, state, deviation handling) is the publication's operationalisation of Gartner's described capability bar — framed as ours, not as a Gartner framework. VERIFIED 2026-06-09 by hostile fact-check. 90-day cadence. Triggers: (1) a subsequent Gartner assessment materially revising the ~130 count or intent figures; (2) certification/standards making capability claims independently verifiable; (3) market data showing label-bought deployments succeed at the same rate as test-bought ones. Siblings: AM-187 (car-wash test — model maturity counterpart), AM-041 (procurement playbook), AM-113 (vendor contract gotchas), AM-192 (ISO 42001 checkpoint), the McKinsey 23% read. | +87dnext review |
| Holding | AM-209 · pub 9 Jun 2026 · rev 9 Jun 2026 Anchored on the FIS press release (4 May 2026, fisglobal.com canonical URL verified): Financial Crimes AI Agent built with Anthropic; AML alert/case investigations days-or-hours to minutes; BMO + Amalgamated Bank named in active development; GA H2 2026; carries the industry-estimated $35-40B US AML operations spend and the UN ~$2T illicit-flows figure (both present in the release, attributed there); full two-sentence Stephanie Ferris (CEO and President, FIS) quote used UNTRUNCATED per fact-check guidance. Second anchor: Microsoft UK story (4 Jun 2026, ukstories.microsoft.com — Lloyds rolls out M365 Frontier Suite/E7): 40,000 Copilot licences, 97% of licensed colleagues active, more than 10,000 engineers on GitHub Copilot (June 2026 figures only; the older ~5,000-engineer Oct 2025 figure and the separate 21M-mobile-customers figure deliberately NOT used per fact-check precision warnings). BCG retail-banking figures from scouting deliberately omitted (root-verify confidence only). Carries an explicit production-model disclosure line (the piece analyses an Anthropic deployment; Claude writes the publication). VERIFIED 2026-06-09 by hostile fact-check. 90-day cadence, set to land after the FIS agent's planned H2 2026 GA begins. Triggers: (1) the FIS agent misses GA or the named banks step back; (2) a regulator objects to the decision-preserving configuration; (3) a documented production deployment moves the filing decision itself to the agent, falsifying the pattern half. Siblings: AM-202 (Microsoft 365 E7 — Lloyds runs it), AM-185 (frontier labs as integrators), the Wall Street agents cross-industry read, the McKinsey 23% scaling-gap read. | +87dnext review |
| Holding | AM-208 · pub 9 Jun 2026 · rev 9 Jun 2026 Anchored on the SpaceX S-1 (filed 20 May 2026, SEC reg 333-296070; amendments 1 Jun and 3 Jun; $135/share, ~$75B raise, ~$1.75T target, first trade targeted 12 Jun 2026 on Nasdaq) and the 5 Jun 2026 Rule 433 free writing prospectus. AI-segment figures (PRECISION: the segment combines xAI + X + AI data centers post the Feb 2026 merger — stated as such in the body, NOT pure-xAI): 2025 revenue $3.201B / operating loss $6.355B; Q1 2026 revenue $818M / operating loss $2.469B. Leases (DIRECTION VERIFIED — money flows INTO xAI): Anthropic ~$1.25B/month for ~325,000 NVIDIA GPUs (Colossus, through May 2029, 90-day cancellation; disclosed in the S-1; TechCrunch + Axios 20 May 2026); Google ~$920M/month for ~110,000 GPUs (Oct 2026–Jun 2029 with ramp through Sep 2026, 90-day cancellation active after 31 Dec 2026; disclosed via FWP; TechCrunch + CNBC 5 Jun 2026, with the verbatim Google Cloud spokesperson Gemini-Enterprise bridge-capacity quote). The ~$26B/year total is arithmetic on the two monthly figures, labeled as such. VERIFIED 2026-06-09 by hostile fact-check (the original scout framing had the payment direction INVERTED — corrected before drafting; logged here per no-silent-fixes). 45-day cadence: IPO completes 12 Jun and the Google ramp dates land in the window. Triggers: (1) either lease cancelled, renegotiated or materially expanded; (2) post-IPO disclosures contradicting the S-1 segment picture; (3) capacity loosening (falling lease pricing, idle-capacity disclosures) falsifying the supply-constraint reading. Siblings: AM-203 (Anthropic valuation), AM-191 (Big Four concentration), the Maia-chip infrastructure read, the AI energy read. | +42dnext review |
| Holding | OPS-096 · pub 8 Jun 2026 · rev 8 Jun 2026 Anchored on Google's I/O 2026 subscriptions announcement (19 May 2026, blog.google/products-and-platforms/products/google-one/google-ai-subscriptions/, fetched directly): 'We're launching a $100/month AI Ultra plan' and 'reducing the monthly price of our top-tier AI Ultra plan from $250 to $200'; both Ultra tiers include full YouTube Premium individual, AI Pro includes YouTube Premium Lite; models Gemini Omni + Gemini 3.5 Flash. Pichai quote from blog.google/innovation-and-ai/sundar-pichai-io-2026/ (19 May 2026). Gemini 3.5 Flash API $1.50 input / $9.00 output per M tokens (Google AI pricing docs, corroborated devtk.ai verified 24 May 2026). VERIFIED 2026-06-08 via direct WebFetch of the blog.google subscriptions page. PRECISION: the canonical Google blog states '$100' and '$200/$250' (NOT '$99.99/$199.99/$249.99' — those rounded forms come from secondaries); the AI Pro exact monthly price is NOT stated on the subscriptions page, so the body deliberately does NOT assert a Pro dollar figure (the widely-cited '$19.99' is secondary-only) and refers to 'the cheaper AI Pro tier'. Operator-register advisory; claim is the most-operators-should-stay-cheaper stance, NOT a recommendation to buy Ultra. 30-day cadence, consumer AI pricing moves fast. Triggers: (1) Google changing AI Pro pricing/limits in a way that narrows the gap; (2) the $100 Ultra's usage limits or model access changing materially; (3) the Gemini API price moving. Siblings: OPS-003 (Claude Pro vs ChatGPT Plus), the anthropic-vs-openai-vs-gemini SMB read, the bootstrapped-SaaS AI cost read. | +26dnext review |
| Holding | OPS-095 · pub 8 Jun 2026 · rev 8 Jun 2026 Anchored on OpenAI's 'Codex for every role, tool, and workflow' announcement (2 Jun 2026, openai.com/index/codex-for-every-role-tool-workflow/): six plugins (Sales, Data Analytics, Creative Production, Product Design, Public Equity Investing, Investment Banking); Codex on Free(limited)/Go/Plus $20/Pro/Business/Enterprise; role plugins + Codex Sites rolling out to Business and Enterprise first; Denise Dresser (CRO, OpenAI) quote via TechCrunch 2 Jun 2026. VERIFIED 2026-06-08: openai.com 403s to crawlers, slug confirmed via TechCrunch + 9to5Mac; plugin names + Plus $20 + Business/Enterprise-first gating + Sales (Salesforce/HubSpot/Slack) + Creative (Figma/Canva/Shutterstock/Picsart) corroborated; Dresser quote confirmed in TechCrunch (fetched). PRECISION: the '62 apps / 110 skills' figure is OpenAI's own (originates in the 403'd blog body, one secondary corroboration) — attributed as 'per OpenAI' in the body, not asserted as independently verified; additional Sales/Creative integrations (Outreach/Clay/Rox/Actively/Fal) deliberately left out as M-confidence. Operator-register advisory; claim is the use-Codex-now/watch-the-plugins stance for Plus teams, NOT an endorsement of upgrading to Business. 30-day cadence, tier availability still moving. Triggers: (1) the role plugins reaching Plus; (2) OpenAI changing Codex tier availability or Plus pricing; (3) a competitor shipping comparable role bundles at the $20 tier. Siblings: OPS (AI cold-sales), the anthropic-vs-openai-vs-gemini SMB read, AI client proposals. | +26dnext review |
| Holding | OPS-094 · pub 8 Jun 2026 · rev 8 Jun 2026 Anchored on the Canva + Perplexity joint announcement (4 Jun 2026, canva.com/newsroom/news/perplexity/): Perplexity Computer builds editable Canva assets from research; available to Perplexity Pro/Max/Enterprise Pro/Enterprise Max; 11 languages; Emily Jorgens (Head of Business Development & Partnerships, Perplexity) quote. Perplexity Pro price $20/month from perplexity.ai/pricing. VERIFIED 2026-06-08: Canva newsroom URL 403s to crawlers, slug confirmed via 9to5Mac + Storyboard18 reproductions; tiers + 11 languages + Jorgens quote corroborated across multiple syndications; Perplexity Pro $20/mo confirmed. PRECISION: Canva has NOT specified a plan requirement on its side — the body says so explicitly and does not assert one (one non-authoritative secondary inferred a Canva Pro/Teams requirement; not in the official announcement). Operator-register advisory; claim is the workflow-shortcut-for-Pro-subscribers stance + the starting-draft caveat, not an endorsement over ChatGPT/Claude/Gemini. 30-day cadence, SMB tooling moves fast. Triggers: (1) Perplexity changes Pro pricing or which tiers get the connector; (2) Canva adds a plan gate; (3) a competing assistant ships a comparable one-prompt research-to-design path. Siblings: OPS-003 (Claude Pro vs ChatGPT Plus), the solopreneur stack-consolidation read. | +26dnext review |
| Holding | AM-207 · pub 8 Jun 2026 · rev 8 Jun 2026 Anchored on the White House executive order 'Promoting Advanced Artificial Intelligence Innovation and Security' (signed 2 Jun 2026; whitehouse.gov presidential-actions + fact sheet + Federal Register 2026-11415 published 5 Jun 2026): CISA binding operational directives within 30 days; Treasury with NSA and CISA AI cybersecurity clearinghouse within 30 days; voluntary frontier-model pre-release access up to 30 days; OPM cyber-specialist hiring within 60 days. Named quote: Nick Andersen, Acting Director CISA, AFCEA TechNet Cyber 4 Jun 2026 (Cybersecurity Dive). EU AI Act contrast (fines up to 7% of global turnover) cited via artificialintelligenceact.eu. VERIFIED 2026-06-08 via whitehouse.gov EO + fact sheet (fetched). PRECISION: the frontier-model 30-day pre-release access is VOLUNTARY ('may'), not a submission mandate — stated as such throughout the body. Distinct from AM-197 (us-ai-regulation-federal-state-standoff, the landscape) — this piece is the specific 2 Jun EO's operational requirements + the de-facto-baseline argument. 45-day cadence (the 30/60-day deadlines land within the window). Triggers: (1) CISA's binding operational directives arriving materially narrower or broader than the order implies; (2) the labs declining the voluntary review window, neutralising that mechanism; (3) subsequent federal action converting a voluntary element into a mandate. Siblings: AM-197 (US regulation standoff), AM-184 (EU AI Act Digital Omnibus), AM-195 (AI coding agents attack surface). | +41dnext review |
| Holding | AM-206 · pub 8 Jun 2026 · rev 8 Jun 2026 Anchored on three primary moves: Zscaler intent to acquire Symmetry Systems (21 May 2026, access graph mapping which identities access which data; Jay Chaudhry Chairman/CEO quote; zscaler.com/press/ai-announcement + ir.zscaler.com + GlobeNewswire); Snowflake intent to acquire Natoma (27 May 2026, enterprise MCP gateway enforcing identity/policy/audit at the tool-call level; Sridhar Ramaswamy CEO quote; BusinessWire 20260527677399); Microsoft Agent 365 GA (1 May 2026, $15/user/month agent control plane with unified registry + shadow-agent detection; microsoft.com/en-us/security/blog/2026/05/01/...). VERIFIED 2026-06-08 via Zscaler press page, Snowflake/BusinessWire release, Microsoft Security Blog. FRAMING NOTE: Agent 365 is a governance/control-plane product that includes security capabilities, framed as such not as a pure security product; no named Microsoft exec quote on the GA was located, so the piece does not attribute one. Deal terms for both acquisitions undisclosed; both are intent-to-acquire (not closed). 90-day cadence, market dynamics. Triggers: (1) the announced deals fail to close or fail to integrate the access-graph capability; (2) a competing layer (e.g. runtime network controls) proves to be what incidents/audits turn on; (3) the access graph becomes a commodity feature, weakening it as a deciding factor. Siblings: AM-204 (NHI governance vacuum), AM-203 (Anthropic valuation / vendor lock-in), AM-176 (Okta vs specialist NHI vendors), AM-191 (Big Four model concentration). | +86dnext review |
| Holding | AM-205 · pub 8 Jun 2026 · rev 8 Jun 2026 Anchored on the CSA + Token Security survey 'Autonomous but Not Controlled: AI Agent Incidents Now Common in Enterprises' (published 21 Apr 2026, n=418 IT/security professionals, fielded Jan 2026): 82% found at least one unknown AI agent in the past year, 68% believe they have strong visibility, 65% had an AI agent security incident, of those incidents 61% involved data exposure, 21% run a formal decommissioning process; Itamar Apelblat (CEO/Co-Founder, Token Security) quote. Scale anchored on CrowdStrike press release (23 Mar 2026): 1,800+ distinct AI applications across ~160 million unique instances, Shadow AI Discovery for Endpoint capability; Michael Sentonas (President) quote. VERIFIED 2026-06-08 via cloudsecurityalliance.org press release/artifact and crowdstrike.com press release. PRECISION: the 61% data-exposure figure is of the incident group (65%), not all 418 respondents — stated as such in the body. Distinct from AM-204 (NHI governance vacuum — machine-identity scale/lifecycle) and AM-168/shadow-ai-discovery-playbook (broad shadow AI): this piece's core is the believed-vs-actual visibility gap and discovery-as-first-control. 90-day cadence. Triggers: (1) a later large-sample survey showing find-rate and believed-visibility converging; (2) discovery tooling becoming a default in major endpoint/cloud platforms; (3) incident data showing policy maturity, not discovery, separates breached from unbreached. Siblings: AM-204 (NHI governance vacuum), the shadow-AI discovery playbook, approved-tool-unapproved-capability. | +86dnext review |
| Holding | OPS-061 · pub 7 May 2026 · rev 10 Jun 2026 Operators register pillar piece. Anchor for the entire register — every operator-section piece can link 'see the delegation framework here.' Cadence 45-day (operators tooling cadence + framework refinement). Trigger conditions: significant capability shift in any of the six 'AI works' classes (e.g. multi-step reliability moving above 60%); regulatory clarification on disclosure obligations under EU AI Act Article 50; emerging consensus across operator-cohort surveys on the six 'AI fails' classes. Sister claims: OPS-024 (when not to use AI for small business — inverse), OPS-009 (picking first AI agent), OPS-018 (1-page AI policy). | +43dnext review |
| Holding | OPS-060 · pub 7 May 2026 · rev 10 Jun 2026 Dutch SMB e-commerce piece. NL-language hook (Dutch metaDescription with English body) targeting AVG-aware searchers. Cadence 45-day (EU AI Act Article 50 enforcement window approaching; bol.com policy shifts move quarterly). Trigger conditions: Bol.com seller policy changes on AI imagery or listing-quality scoring; Shopify Magic feature shifts; AVG enforcement actions by Autoriteit Persoonsgegevens against Dutch SMBs deploying AI; new Dutch hosting providers reaching production-scale data-residency posture. Sister claims: OPS-019 (NL bookkeeping Moneybird/eBoekhouden/Exact), OPS-052 (ZZP AI displacement). External sources: bol.com/verkopen, shopify.com/magic, autoriteitpersoonsgegevens.nl, eur-lex EU AI Act Article 50. | +43dnext review |
| Holding | OPS-059 · pub 7 May 2026 · rev 10 Jun 2026 SMB-specific procurement piece. Lead-magnet pair with RES-005 (AI MSA Red-Team Checklist downloadable). Cadence 45-day (vendor MSA template revisions + EU AI Act enforcement guidance both move at this cadence). Trigger conditions: major AI vendor MSA template revision (Microsoft, OpenAI, Anthropic, Google all publish public MSAs); new EU AI Act Article 16 implementation guidance affecting deployer obligations; SMB-tier consumer protection rulings on auto-renewal / data-portability. Sister claims: AM-145 (enterprise-tier exit clauses), OPS-014 (vendor due diligence small business), RES-005 (MSA red-team checklist). | +43dnext review |
| Holding | OPS-058 · pub 7 May 2026 · rev 10 Jun 2026 Voice-agent emerging-category piece. Low competition relative to query-volume growth in 2025-2026 (Twilio + LLM streaming, sub-500ms latency). Cadence 45-day (regulatory volatility + emerging-vendor space). Trigger conditions: FCC TCPA enforcement guidance on AI-voice; new platform entrants reaching production maturity (e.g. ElevenLabs Conversational AI scale); pricing model shifts (currently per-minute usage); voice-cloning IP litigation outcomes. Sister claims: OPS-007 (solo founder customer-service stack), OPS-029 (local service business appointment-driven). External sources: vapi.ai pricing, bland.ai pricing, retellai.com, fcc.gov TCPA, eur-lex GDPR Article 22. | +43dnext review |
| Holding | OPS-057 · pub 7 May 2026 · rev 10 Jun 2026 Etsy SMB segment piece. Largest single underserved cohort in the marketplace cluster. Cadence 45-day (operators register default + tooling-volatility signal). Trigger conditions: Etsy policy changes on AI imagery or seller categorisation; new pricing tiers from Claude Pro / ChatGPT Plus / Midjourney; Etsy-specific tool consolidation (eRank-Sale Samurai-Alura competitive shifts); EU AI Act Article 50 enforcement guidance affecting marketplace sellers. Sister claims: OPS-022 (marketplace resellers Etsy/Marktplaats/Vinted), OPS-037 (Claude Pro vs ChatGPT Plus). External sources: etsy.com/legal/sellers, claude.ai/pricing, midjourney.com pricing, helpwithselling.com Etsy IR data. | +43dnext review |
| Holding | AM-145 · pub 7 May 2026 · rev 7 May 2026 Procurement-anxiety lead-magnet piece, paired with RES-005 (AI MSA Red-Team Checklist downloadable). Cadence 60-day. Trigger conditions: further major AI vendor M&A activity changing change-of-control clauses; new EU AI Act enforcement guidance on Article 16 audit-evidence retention; first major published settlement under model-deprecation clauses; SaaS-industry MSA template revisions. Sister claims: AM-027 (vendor contract gotchas), AM-085 (RFP 60 questions), RES-005 (MSA red-team). External sources cited inline: ServiceNow Q1 2026 10-Q, Automation Anywhere Aisera press, Klarna Bloomberg reversal, OpenAI deprecation page, Anthropic model lifecycle, EU AI Act Articles 12 and 16. | +24dnext review |
| Holding | AM-144 · pub 7 May 2026 · rev 7 May 2026 Microsoft-stack reader piece. No prior dedicated coverage of M365 Copilot Agent Mode in the corpus despite ~60% of target audience running Microsoft-heavy stacks. Cadence 60-day. Trigger conditions: Microsoft expanding Foundry Agent Service capabilities materially; pricing changes to Copilot for M365 (currently $30/user/month); BAA/data-residency posture shifts; new MCP-server integration that closes the multi-vendor gap. Sister claims: AM-141 (Agent Mode pillar), AM-003 (GPT-5 Pro), AM-125 (ServiceNow Now Assist). Inline sources: Microsoft 365 Copilot pricing page, MS Learn agents documentation, EU Data Boundary. | +24dnext review |
| Holding | AM-143 · pub 7 May 2026 · rev 7 May 2026 Procurement-compliance pillar. Captures 'ai bom' / 'aibom' search volume currently at GSC positions 80-95 (~21 imp/month combined). Cadence 60-day. Trigger conditions: EU AI Act 2 August 2026 enforcement window opening; NIST AI RMF v2 publication; CycloneDX-AI specification milestones; first major enterprise AI vendor publishing an audit-ready AI BOM that resets vendor expectations. Sister claims: AM-018 (EU AI Act compliance scope), AM-038 (Article 12 audit evidence), AM-064 (supply-chain disclosure existing piece). External sources cited inline: artificialintelligenceact.eu, EO 14028 archives, NIST AI RMF site, cyclonedx.org, Datenschutzkonferenz Muss-Liste. | +24dnext review |
| Holding | AM-142 · pub 7 May 2026 · rev 7 May 2026 Site-wide pillar piece. Captures the 'ai agent vs ai assistant' query family (currently 16+4 imp/month at GSC positions 57-85). Cadence 60-day. Trigger conditions: foundation-model providers reframing categories (e.g. OpenAI redefining 'agent' more narrowly or broadly); new benchmark families that change the multi-step-reliability ceiling cited inline (CRMArena-Pro 35%, TheAgentCompany 30%); regulatory categorisations under EU AI Act guidance that distinguish or merge these classes. Sister claims: AM-141 (What is Agent Mode), AM-029 (Not holding since 10 Jun 2026 — its Stanford 12/88 figure failed primary-source verification), AM-122 (agent eval frameworks). | +24dnext review |
| Holding | AM-141 · pub 7 May 2026 · rev 7 May 2026 Brand-collision pillar piece. Captures the ~358 imp/month 'agent mode' query family currently spread across Google positions 5-69 (per GSC 2026-05-06 28-day pull). Cadence 60-day. Trigger conditions: any of the four vendors materially changing what 'Agent Mode' includes in their product; new entrant adopting the same brand label; pricing-model shift on M365 Copilot or Cursor that changes the procurement read. Sister claims: AM-003 (GPT-5 Pro pricing-tier signal), AM-125 (ServiceNow Now Assist procurement). Sources cited inline include Microsoft 365 Copilot agents page, Cursor.com pricing, GitHub Copilot features, OpenAI Agents page. | +24dnext review |
| Holding | OPS-056 · pub 5 May 2026 · rev 5 May 2026 Cohort: bootstrapped SaaS founder under €30K MRR with AI features in production. Cadence 60-day. Trigger conditions: foundation-model provider releasing tier that materially changes cost-per-user math; aggregate published data on bootstrapped SaaS AI cost-per-user that benchmarks the 30-40% threshold; regulatory or platform-economic changes altering vendor cost structure. Indicative pricing figures marked source:our-estimate. Sister claims: AM-136 (foundation-model uptime + pricing), OPS-014 (AI vendor due diligence). Note: published as OPS-056 (not OPS-051 as originally drafted) because OPS-051 was already taken by an unrelated AI client-proposals claim. | +22dnext review |
| Holding | OPS-055 · pub 5 May 2026 · rev 5 May 2026 DE-specific sister to OPS-045 NL. Cohort: Kleinunternehmer, Einzelunternehmer, GmbH-Geschäftsführer, freiberuflich. Cadence 60-day. Trigger conditions: vendor product changes at DATEV, sevDesk, or Lexware affecting the AI-bookkeeping integration; ELSTER-side changes affecting USt-Voranmeldung filing flows; Bundesfinanzministerium guidance on AI-assisted bookkeeping under GoBD. Sister claims: OPS-045 (NL bookkeeping), OPS-031 (jurisdiction-neutral DIY case), OPS-049 (Mittelstand BetrVG/DSGVO deployment), OPS-037 (VAT). Note: published as OPS-055 (not OPS-050 as originally drafted) because OPS-050 was already taken by an unrelated local-SEO claim. | +22dnext review |
| Holding | OPS-054 · pub 5 May 2026 · rev 5 May 2026 Reframed from saturated Cursor-vs-Copilot comparison to the EU client-code-residency angle that the saturated category misses. Cohort: solo developer / freelance contractor doing EU client work, particularly with regulated-sector clients (financial services under DORA, healthcare under EHDS, public sector, legal). Cadence 60-day. Trigger conditions: AI Office or national supervisory authority publication of specific guidance on AI coding tools and EU residency; landmark enforcement action establishing GDPR Article 28 precedent for AI-tool processing chains; product-tier changes at GitHub Copilot, Cursor, or Claude Code that materially change residency-configuration landscape. Sister claims: OPS-014 (vendor due diligence), OPS-052 (NL solo legal — parallel professional-services case), OPS-056 (bootstrapped SaaS cost discipline). | +22dnext review |
| Holding | OPS-053 · pub 5 May 2026 · rev 5 May 2026 Image-specific sister to OPS-046 (listing-copy workflow). Marktplaats-led ordering (NL/EU underserved cohort) per competitive-landscape review. Cohort: marketplace resellers across Etsy crafts, Marktplaats secondhand, Vinted clothing. Cadence 60-day. Trigger conditions: platform-level policy change at Marktplaats, Vinted, or Etsy on AI imagery; EU AI Act Article 50 transparency obligations imposing watermarking requirements on marketplace listings; industry-standards convergence on AI-image provenance signals (C2PA Content Credentials adoption at platform level). Sister claims: OPS-046 (listing-copy workflow), OPS-041 (broader platform-algorithm-AI-content piece). | +22dnext review |
| Holding | OPS-052 · pub 5 May 2026 · rev 5 May 2026 NL-only solo legal piece (narrowed from tri-jurisdiction NL/DE/FR scope per buyer-journey expert review — DE/FR become future sister pieces). In Dutch (register-aware scanner pass). Cadence 60-day pegged to EU AI Act Artikel 50 enforcement. Trigger conditions: NOvA-Hof van Discipline uitspraak markerend specifieke AI-werkstroom als wel/niet toegestaan; EU AI Act Artikel 50 enforcement-action tegen NL advocatenkantoor; published NL-tuchtrechtelijke klacht over AI-gegenereerde citaten zonder verificatie (Mata v. Avianca-equivalent). Sister claims: OPS-014 (vendor due diligence), OPS-035 (when not to use AI), RES-002 (DPIA template), AM-135 (Article 50). | +53dnext review |
| Holding | AM-139 · pub 5 May 2026 · rev 5 May 2026 Bridge piece between AM-* enterprise register and OPS-* operator register. Replaces the earlier abstract asymmetric-instrument framing that the four-expert review cut. Concrete proof points already in corpus: AM-128 (MIT 95% misread), AM-130 (2024-2025 retrospective with four classes of evidence), AM-138 (post-enforcement MSA carrying the asymmetric-instrument insert), OPS-051 (cancellation-trigger discipline), OPS-052 (solo-legal cross-cohort pattern), OPS-014 (vendor due diligence). Cadence 60-day. Trigger conditions: industry-wide convention on case-study formatting with operational-substrate disclosure; procurement-buyer industry-wide convention on case-study verification protocols; regulatory development imposing case-study substantiation requirements on AI vendors. | +53dnext review |
| Holding | AM-138 · pub 5 May 2026 · rev 5 May 2026 Companion to RES-005 update v1.1 scheduled August-September 2026 after the first 30-60 days of enforcement reveal which clause additions are operationally load-bearing. Cadence 60-day with first review immediately after enforcement window opens. Carries the asymmetric-instrument bridge insert that was originally a standalone bridge piece. Sister claims: AM-135 (Article 50), AM-136 (uptime), AM-026 (60-question RFP), AM-046 (Article 12 audit substrate), RES-005 (MSA red-team checklist), AM-139 (vendor case-study citation chain bridge). | +53dnext review |
| Holding | AM-137 · pub 5 May 2026 · rev 5 May 2026 Cluster-gap piece between AM-122 (eval-tooling decision) and the MTTD-for-Agents framework. Cadence 60-day. Trigger conditions: foundation-model provider releasing a model that materially changes the eval-set noise floor; OpenTelemetry GenAI semantic conventions extending to evaluation events with industry-standards-grade adoption; landmark customer incident attributable to evaluation-discipline failure with published learning. Sister claims: AM-122 (eval procurement), AM-123 (observability), AM-126 (red-team), MTTD-for-Agents framework. | +22dnext review |
| Holding | AM-136 · pub 5 May 2026 · rev 30 May 2026 30-day Holding-up cadence — the operational record ages monthly, not quarterly. Trigger conditions: a foundation-model provider publishing sustained 99.99% across 12 consecutive months; regulatory development requiring multi-provider provisioning for high-risk deployments; landmark vendor outage with material customer harm and follow-on litigation. Indicative procurement-fee figures in the body marked source:our-estimate. Sister claims: AM-026 (60-question RFP), AM-138 (post-enforcement MSA), AM-123 (observability), RES-005 (MSA red-team checklist). | +17dnext review |
| Holding | AM-135 · pub 5 May 2026 · rev 5 May 2026 Deadline-anchored claim pegged to 2 August 2026 enforcement window. Cadence 60-day with the first review immediately after enforcement opens (4 Aug 2026). Trigger conditions: AI Office detailed implementing guidance on Article 50 with named UX patterns endorsed or rejected; national supervisory authority enforcement actions in the first 12 months; industry-standards convergence on Article 50(2) marking for text-based generative AI. Sister claims: AM-046 (Article 12 audit substrate), AM-138 (post-enforcement MSA red-team), OPS-052 (NL solo legal Article 50 application). | +53dnext review |
| Holding | AM-134 · pub 5 May 2026 · rev 5 May 2026 Implementation extension of AM-029 (the conceptual case for NHI for AI agents). Decision-tree piece mapping deployment topology to control plane. Cadence 60-day. Trigger conditions: material vendor product release across the six options; EU AI Act / NIST AI RMF / ISO 42001 regulatory development imposing specific NHI requirements; industry-standards convergence on cross-platform NHI federation. Sister claims: AM-029, AM-126 (red-team), AM-043 (OWASP Agentic Top 10), AM-046 (Article 12 audit substrate). | +22dnext review |
| Partial | AM-132 · pub 5 May 2026 · rev 10 Jun 2026 Re-review 10 Jun 2026: the Stanford DEL leg failed primary-source verification — the playbook contains no 12/88 ROI distribution (see correction below and AM-029). The Gartner Q1 2026 (28% fully paying off), McKinsey State of AI 2025 (23% scaling, 17% EBIT-attribution, n=1,993), and MIT NANDA (95% no measurable P&L impact) legs verify and support a small high-performing tail with a large struggling body; no verified source documents a two-peak bimodal distribution. History: URL-equity restoration of /why-73-of-agentic-ai-projects-fail-and-how-the-27-generate-312-roi/ — previously retired with claim AM-014 status:down on 28 Apr 2026 because the original WordPress-era body used composite case studies that did not survive editorial-standard scrutiny; restored 5 May 2026 per Peter's Option A decision 2026-05-04, slug warning (clickbait metric '312-roi') accepted as the AI-citation preservation trade-off. Original AM-014 claim remains status:down per Holding-up rule that retracted claims do not return. Sister claims: AM-029 (Not holding 10 Jun 2026 — Stanford 12/88 attribution failed verification), AM-053 (McKinsey 17%), AM-128 (MIT 95%), AM-129 (mid-market ROI), AM-130 (2024-2025 retrospective), AM-131 (AI Training Lead). Follow-up review after the article body is restated on the three verified legs. Trigger conditions: new Stanford DEL update with refreshed deployment cohort; Gartner I&O Q3/Q4 2026 update; McKinsey State of AI 2026 mid-year refresh; MIT NANDA follow-up. | +33dnext review |
| Holding | AM-131 · pub 5 May 2026 · rev 5 May 2026 URL-equity restoration of /from-it-pro-to-ai-training-lead-the-180k-career-path-nobodys-talking-about/ — previously retired, but Bing Webmaster AI Performance data 2026-04-21 → 2026-05-02 showed continued AI-citation activity on the URL across the GSC follow-up window. The retraction broke the citation chain for the 'AI hiring playbook for CIOs' query family. The piece had already been rewritten 27 Apr 2026 from the original careers/personal-development register to a CIO hiring/budget playbook anchored to Stanford HAI 2026 AI Index, WEF Future of Jobs Report 2025, and BLS occupational data, but never moved out of content/archived/. New editorial-standard piece at the original slug preserves the URL while replacing the original $180K-career-path framing with stat-anchored hiring guidance. Slug warning (clickbait specificity '180k career path nobodys talking about') is accepted as the intentional AI-citation preservation trade-off per Peter's Option A decision 2026-05-04. Sister claims: AM-129 (mid-market ROI), AM-130 (2024-2025 retrospective). Cadence 60-day. Trigger conditions: published Stanford AI Index, McKinsey State of AI, or WEF Future of Jobs update with explicit breakouts on the AI evaluation/training role; published case study from a named enterprise comparing outcomes between domain-expert vs pure-ML evaluation leads; vendor (Anthropic, OpenAI, Microsoft, Databricks) shipping evaluation-as-a-service that changes the build-vs-buy calculus on the role; EU AI Act or comparable regulatory development specifying qualifications for human oversight of high-risk agent deployments. | +22dnext review |
| Holding | OPS-093 · pub 5 Jun 2026 · rev 5 Jun 2026 Anchored on Microsoft's 2 Dec 2025 Microsoft 365 blog (Copilot Business GA, $21/user/month annual commitment, up to 300 seats, Jared Spataro CMO-AI-at-Work quote naming Word/Excel/PowerPoint/Outlook/Teams) and Microsoft's Tech Community deadline notice (existing M365 Business customers hold a promotional $18/user/month through 30 Jun 2026, first year). VERIFIED 2026-06-05 via microsoft.com/en-us/microsoft-365/blog (2 Dec 2025 GA post, $21 standard, 300-seat cap, Spataro quote) and techcommunity.microsoft.com (30 Jun 2026 deadline notice). Precision caveat carried in the body: the $18 standalone add-on offer is distinct from an earlier, now-expired Dec 2025 to 31 Mar 2026 bundle promotion (do not conflate). The $36/year/seat figure is arithmetic on the cited $3/user/month difference, not a Microsoft statistic. Operator-register advisory; the claim is decide-before-the-deadline-but-on-usage, NOT a blanket endorsement of Copilot. 30-day cadence, set to land just after the deadline. Triggers: (1) Microsoft extends the $18 rate past 30 Jun 2026; (2) Microsoft changes the $21 standard price or the 300-seat cap; (3) a packaging change folds Copilot into the base Business plans (as E7 did for enterprise tiers). Siblings: OPS-003 (Claude Pro vs ChatGPT Plus for a solo founder); the solopreneur stack-consolidation read; AM-202 (Microsoft 365 E7 enterprise tier read). | +23dnext review |
| Holding | OPS-092 · pub 5 Jun 2026 · rev 5 Jun 2026 Anchored on Notion's 4 May 2026 beta-wrap blog post (Custom Agents left free beta, usage-based pricing went live, Akshay Kothari over-1-million-agents quote), Notion's Custom Agents help page (credits $10 per 1,000 monthly, no rollover, Business or Enterprise plan required, no published per-action rate, billing starts each workspace's first billing date on or after 4 May 2026), and Notion's 24 Feb 2026 release notes (Custom Agents launch). Business plan $15/user/month figure is the annual-billing rate (monthly billing is higher; stated as annual in the body). VERIFIED 2026-06-05 via notion.com/help/custom-agent-pricing, notion.com/blog/what-we-learned-during-the-custom-agents-beta, notion.com/releases/2026-02-24, corroborated by TechCrunch 13 May 2026. Per-run dollar range deliberately omitted from the body: Notion does not publish a per-action rate, so the piece stays qualitative (run-frequency framing) rather than citing an analyst-derived range as if it were vendor-stated. 30-day cadence, SMB AI pricing moves fast. Triggers: (1) Notion changes the $10-per-1,000 rate or introduces rollover; (2) Notion publishes a clearer per-action cost making budgeting precise; (3) a bundled credit allowance lands inside the Business plan, changing break-even. Siblings: OPS-077 (no-code agent building), the Notion agents hub operator-upgrade read. | +23dnext review |
| Holding | OPS-091 · pub 5 Jun 2026 · rev 5 Jun 2026 Anchored on HubSpot's 14 Apr 2026 company-news announcement (Customer Agent $0.50 per resolved conversation down from $1.00 per conversation; Prospecting Agent $1.00 per lead recommended for outreach; 28-day free trial; Pro and Enterprise plans) and HubSpot's Customer Agent knowledge-base article (the resolved definition: content source shared or action taken, no human handoff within 72 hours of last message, resolution locked at 72 hours, reopen after 72 hours resets the window). VERIFIED 2026-06-05 via hubspot.com/company-news (pricing, trial, plan requirement, Jon Dick CCO quote) and knowledge.hubspot.com/customer-agent/understand-the-customer-agent (resolved definition). Operator-register advisory; the claim is the trial-it-and-measure-resolution-rate stance plus the read-the-definition caveat, NOT an endorsement of HubSpot over alternatives. The 200-conversations example in the body is illustrative arithmetic on the cited unit price, not a HubSpot statistic. 30-day cadence, SMB AI pricing moves fast. Triggers: (1) HubSpot raises the $0.50 rate or narrows the 72-hour resolution window; (2) HubSpot extends the agents below the Pro plan, widening the audience; (3) a competing help desk ships a comparable outcome-priced agent a small team on that platform should weigh instead. Siblings: OPS-043 (solo-founder customer-service stack); the agentic-AI cost-governance enterprise read. | +23dnext review |
| Holding | AM-204 · pub 5 Jun 2026 · rev 5 Jun 2026 Anchored on three May 2026 datasets: CSA AI Safety Initiative whitepaper 'The Non-Human Identity Governance Vacuum' (20 May 2026 — 45:1 average / 144:1 cloud-native NHI-to-human ratio, 78% no policy to create/retire AI identities, 51% no clear ownership, 20% formal API-key offboarding); Sophos 'State of Identity Security 2026' (12 May 2026, n=5,000 across 17 countries — 71% suffered an identity breach in the past year, $1.64M mean recovery cost, weak NHI management a factor in 41% of incidents, CISO Ross McKerchar quote); Gartner 'Six Steps to Manage AI Agent Sprawl' press release (28 Apr 2026 — over 150,000 agents per average Fortune 500 firm by 2028 vs <15 in 2025, only 13% believe they have adequate agent governance, six-step sequence starting with governance policy then centralised inventory). VERIFIED 2026-06-05: CSA labs page, Sophos press release, Gartner newsroom press release (Gartner page 403s to crawlers; figures and URL confirmed via WebSearch returning the canonical newsroom URL verbatim). Distinct from CSA's earlier 26 Jan 2026 'State of NHI and AI Security' survey — the 45:1/78%/20%/51% figures are exclusively from the 20 May 2026 whitepaper. 90-day cadence. Triggers: (1) a later large-sample dataset showing the ratio or policy-gap figures compressing materially; (2) a standards or platform shift (e.g. broadly adopted workload-identity attestation) making lifecycle governance a default; (3) breach data showing perimeter controls, not inventory, separate affected from unaffected. Siblings: AM-167 (NHI procurement clause gap), AM-176 (Okta vs specialist NHI vendors), the agent-identity IAM architecture read. | +83dnext review |
| Holding | AM-203 · pub 5 Jun 2026 · rev 5 Jun 2026 Anchored on Anthropic's 28 May 2026 Series H announcement ($65B raised, $965B post-money, run-rate revenue crossed $47B, leads Altimeter/Dragoneer/Greenoaks/Sequoia, $15B hyperscaler tranche incl $5B Amazon, CFO Krishna Rao quote) and OpenAI's most recent round ($122B raised, $852B post-money, closed 31 Mar 2026). VERIFIED 2026-06-05: anthropic.com/news/series-h (primary, all Anthropic figures + Rao quote); OpenAI valuation via OpenAI's own accelerating-the-next-phase-ai post ($122B) and CNBC 31 Mar 2026 ($852B post-money) — OpenAI does not publish valuations on-site, so the comparison rests on contemporaneous financial press. Both figures are private-market marks, not public valuations; framed as such in the body. The claim is the market-structure read (consolidation to a hyperscaler-backed top two) and its procurement consequence (negotiate exit, not benchmark), NOT a prediction of either vendor's IPO outcome. 90-day cadence, market dynamics. Triggers: (1) a credible third frontier vendor or open-weight option taking material enterprise share; (2) enterprise AI prices falling rather than holding, indicating pricing power did not materialise; (3) a vendor offering structurally cheaper enterprise terms that re-open price as the deciding variable. Siblings: AM-191 (Big Four model concentration), AM-185 (frontier labs as systems integrators), the Karpathy-to-Anthropic vendor-trajectory read. | +83dnext review |
Each claim links to the piece it came from and the review cadence Peter set when publishing it. How this works →
Moving this week
5 claims have moved off Holding in the last 60 days. The full correction log is on the ledger.
- AM-021PartialDMAIC for agentic AI deployment: why the 87% / 27% success gap reflects measurement discipline, not methodologyMoved 10 Jun 2026Read article →
- AM-024PartialThe unverified citation chain: where enterprise AI decisions actually come fromMoved 10 Jun 2026Read article →
- AM-029Not holdingWhy 88% of agentic AI deployments failMoved 10 Jun 2026Read article →
- AM-031PartialThe CMU 30.3%: the enterprise agent capability gapMoved 10 Jun 2026Read article →
- AM-035PartialThe EU AI Act and agentic AI: what August 2026 actually requiresMoved 10 Jun 2026Read article →
What we've pulled
14 pieces retracted since launch. Pulled when the claim cannot be defended — fabricated sources, unfixable factual errors, claims that do not survive review. Nothing is quietly removed; every retraction stays on the public record below.
- 28 Apr 2026Mid-market agentic AI: what the 50-500 employee bracket actually ships
- 28 Apr 2026Multi-agent document processing in pharma: the FDA-submission workflow that's actually shipping
- 28 Apr 2026Why your agentic-AI deployment needs an AI Training Lead
Cite the ledger
The ledger is structured for citation. Every claim has a stable ID, a permanent URL, and a public verdict log. Use any of the three forms below depending on how granular your reference needs to be.
- 1 · Inline reference to a single claim
Use the claim ID with the as-of date. Reviewed claims keep their ID forever; the verdict line carries the time-sensitive part.
Agent Mode AI, claim AM-024 (Holding as of 17 Apr 2026): https://agentmodeai.com/holding/?claim=AM-024 - 2 · Dataset citation (APA-shaped)
Reference the ledger as a whole — for survey work, briefs, or academic citation of the corpus rather than a single argument.
Agent Mode AI (2026). Holding-up: every published claim with verdict and review history [Dataset]. https://agentmodeai.com/holding/ - 3 · Permanent identifier proposed
Publication-internal permanent identifier (not a real DOI; scheme proposed in the framework registry, final lock pending). Resolves to the ledger URL above.
amai:holding-up:v1.0
How often do these claims still hold?
Holding rate, verdict distribution, cadence health, recent corrections, and upcoming reviews — the aggregate trust signal across every claim above.
Vendors we will and won't affiliate-link
The publication earns affiliate commission from a subset of vendors it covers. The rule: never affiliate-link a vendor whose tracked claim has been Partial or Not holding. The rule is enforced in code — the build fails if a blocked vendor link slips through. This panel is the public face of that firewall. See /disclosures/ for the full editorial framework.
| Vendor | Status | Why |
|---|---|---|
| n8n ai-tooling-subscription · operators | Eligible (no audited claim) | No tracked claims about "n8n" yet. Affiliate program not yet enrolled — no commission earned today. |
| Anthropic ai-tooling-subscription · enterprise / operators | Eligible | All tracked claims about "Anthropic" are positive. Affiliate program not yet enrolled — no commission earned today. |