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Holding·last review29 Apr 2026

SMB owners using AI to produce marketing content are hitting platform algorithmic penalties at increasing rates in 2026, with platform-specific enforcement: Google Helpful Content system + March 2024 spam policy update target scaled-content-without-E-E-A-T; LinkedIn feed-distribution deprioritises fully-AI-generated content while tolerating AI-assist; Etsy listing-policy enforcement is heavier than either, with category-specific AI prohibitions. The defensible cross-platform posture is AI drafts + human edits + human signature with sustainable cadence.

Cross-domain: platform algorithm and seller-policy enforcement intersected with SMB marketing AI tooling. Google Search Central, LinkedIn Engineering blog, and Etsy seller handbook all carry published 2024-2026 enforcement updates. Pattern is platform-specific (not 'AI-detection in general'); per-platform posture differs.

Published
29 Apr 2026
Last reviewed
29 Apr 2026
Next review
+47d· 30 Jun 2026
Cohort
1-25p SMB owners using AI for marketing across Google / LinkedIn / Etsy
Cadence
60-day
Sample
Google Search Central blog + LinkedIn Engineering + Etsy seller handbook published 2024-2026 updates
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About this register

The Operators register tracks claims published from practitioner-advisory pieces addressed to solo founders, micro-SMB, and small businesses up to around fifty people. Claims are reviewed on a 30–45 day cadence — tooling and SMB-relevant pricing shift faster than enterprise procurement signals.

Recent corrections in Operators

  • OPS-036 · Partial · 29 Apr 2026

    Initial publication 29 Apr 2026. Status set to Partial at publication because clause 6 commentary references an order-of-magnitude remediation-cost gap derived from the IAPP 2024 AI Governance Profession Report; the report characterises the gap as material but does not publish a precise multiple, so the wording is annotated source: our-estimate. REVIEW: Peter to source a precise figure or amend the commentary.

  • OPS-035 · Holding · 29 Apr 2026

    Initial publication 29 Apr 2026. Status set to Partial at publication because category 5 lacks the same regulatory/cited-consequence anchor as categories 1-4. REVIEW: Peter to confirm category 5 evidence base and either upgrade to Holding (with strengthened citation) or amend the claim to four categories.

  • OPS-034 · Holding · 29 Apr 2026

    Initial publication 29 Apr 2026 with status=partial. Cost-side claims (vendor pricing) verifiable against the four cited pricing pages on the publication date. Time-recovery claim (90+ min compressed to ~20 min) drawn from published productivity-blogger benchmarks rather than Peter-run measurement; first-cohort replication on the publication's tracked operator cohort due by 13 Jun 2026. REVIEW: Peter.

Reviews coming up in Operators

  • OPS-005 · Holding · next +12d (26 May 2026)

    At sub-1M tokens per month (typical SMB agent volume) in 2026, the absolute dollar gap between Claude Haiku 4.5, GPT-4o…

  • OPS-003 · Holding · next +12d (26 May 2026)

    For a solo founder choosing exactly one consumer AI subscription at around $20/month in 2026, the choice between Claude…

  • OPS-002 · Holding · next +12d (26 May 2026)

    For a 5-person consultancy already on either Notion or ClickUp in 2026, the AI features alone do not justify a workspac…