For a 1-5 person business in 2026, AI consistently pays back on six task classes (drafting, summarising, scheduling, research synthesis, code generation for solo developers, image/asset production) and consistently fails on six others (high-stakes customer-facing decisions without disclosure, regulatory advice, complex multi-party negotiations, brand-distinctive creative work, anything requiring physical presence, anything requiring social proof of human authenticity). The 90-second test before delegating any new task: (a) if AI gets it wrong, what is the worst-case cost, (b) does the customer expect a human authored this, (c) is disclosure feasible without breaking the trust contract.
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).
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The claim: For a 1-5 person business in 2026, AI consistently pays back on six task classes (drafting, summarising, scheduling, research synthesis, code generation for solo developers, image/asset production) and consistently fails on six others (high-stakes customer-facing decisions without disclosure, regulatory advice, complex multi-party negotiations, brand-distinctive creative work, anything requiring physical presence, anything requiring social proof of human authenticity). The 90-second test before delegating any new task: (a) if AI gets it wrong, what is the worst-case cost, (b) does the customer expect a human authored this, (c) is disclosure feasible without breaking the trust contract.
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-002 · Partial · 28 May 2026
Price drift: Notion Business with bundled AI now about $15/seat annual ($20 monthly) vs cited $19.50; ClickUp Brain now $7/seat vs cited $9. Verdict logic unchanged; figures need updating.
- 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.
- 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.
Reviews coming up in Operators
- OPS-062 · Holding · next +2d (02 Jun 2026)
For a UK sole trader, Claude Pro and ChatGPT Plus subscriptions are allowable expenses under HMRC's wholly-and-exclusiv…
- OPS-065 · Holding · next +11d (11 Jun 2026)
A solo agency delivering AI-assisted work to a client needs four contract clauses by Aug 2026 — disclosure of AI use, I…
- OPS-064 · Holding · next +11d (11 Jun 2026)
For a freelance translator below 0.10 €/word, accepting MTPE rates at agency-standard 40–60% of full rate is rational o…