Across the published 2026 small-law-firm AI corpus (Spellbook with named small-firm customers Westaway, KMSC Law, Polley Faith; Harvey AI with mid-size roster Thompson Hine through Lowenstein Sandler; GC AI as named Anthropic enterprise customer claiming 1,500 companies and 14 hours/week saved), AI now ships at 1-to-20 lawyer-firm scale for contract drafting, document review at scale, and legal research with citation, but privileged-content workflows still require Enterprise-tier model access with zero-data-retention contractual posture per ABA Formal Opinion 512.
Re-review 10 Jun 2026: one vendor attribution in the claim text failed verification; see corrections. Polley Faith is on Harvey's roster, not Spellbook's — the live Spellbook site names Westaway, KMSC Law, and McInnes Cooper (no Polley Faith), and the article's own body places Polley Faith with Harvey. The other legs verify verbatim: Anthropic's GC AI customer story carries 'More than 1,500 companies' and '14 hours saved per week on average ... based on a survey of more than 100 active customers'; Harvey's roster names Thompson Hine through Lowenstein Sandler; ABA Formal Opinion 512 unchanged. Spellbook rebranded spellbook.legal -> spellbook.com (301) and its aggregates grew to '4,500+ in-house teams and law firms' / 'over 10 million contracts accelerated' — article aggregate (4,000+) now slightly stale. Status Up -> Partial on the attribution error. Path B operator case-study piece, real-case-heavy because legal AI publishes more case density than other professional-services categories. Defensible 4-person firm stack: Spellbook for contracts + vLex Vincent or Westlaw/LexisNexis with AI for research + Enterprise-tier general assistant for everything outside those workflows. Consumer-tier AI explicitly out of scope for privileged work.
Correction log
- 10 Jun 2026Vendor attribution error in the claim text. The claim names Polley Faith among 'Spellbook with named small-firm customers Westaway, KMSC Law, Polley Faith'. Polley Faith LLP is a Harvey-listed law-firm customer, not a Spellbook customer: the live Spellbook site (now spellbook.com; spellbook.legal 301-redirects) names Westaway, KMSC Law, and McInnes Cooper with no Polley Faith, and the source article's own body correctly places Polley Faith on Harvey's roster — the claim text and the article excerpt bundled it with the wrong vendor at publish. The remaining legs verify against extracted source text on 10 Jun 2026: Anthropic's GC AI customer story carries 'More than 1,500 companies' and '14 hours saved per week on average ... based on a survey of more than 100 active customers' verbatim; Harvey's published roster (Thompson Hine, Fox Rothschild, Lowenstein Sandler, Polley Faith) matches; ABA Formal Opinion 512 remains the governance baseline. The corpus reading (AI ships at 1-to-20 lawyer scale; privileged work stays on Enterprise-tier zero-retention access) is unaffected. Status Up -> Partial.
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The claim: Across the published 2026 small-law-firm AI corpus (Spellbook with named small-firm customers Westaway, KMSC Law, Polley Faith; Harvey AI with mid-size roster Thompson Hine through Lowenstein Sandler; GC AI as named Anthropic enterprise customer claiming 1,500 companies and 14 hours/week saved), AI now ships at 1-to-20 lawyer-firm scale for contract drafting, document review at scale, and legal research with citation, but privileged-content workflows still require Enterprise-tier model access with zero-data-retention contractual posture per ABA Formal Opinion 512.
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-051 · Partial · 10 Jun 2026
One named member of the generation cluster was already defunct at publication: Tome shut down its presentation/narrative product (Tome Slides) in March 2025 and pivoted to sales tooling, with the brand later sold to AngelList (deckary.com shutdown timeline; signalhub.substack.com post-mortem, both checked 10 Jun 2026). The generation cluster reduces to Pitch + Gamma. The two-cluster thesis itself is unaffected and arguably strengthened — the pure AI-narrative product failed to find a sustainable business while Gamma (70M users, $100M ARR as of Nov 2025) and the assembly cluster (PandaDoc, Better Proposals, Proposify per Luniq 2026 agency comparison) both compound. Status Up → Partial for the factual error in the tool list.
- OPS-071 · Partial · 10 Jun 2026
Trigger condition (2) fired: the effective date moved. Governor Polis signed SB 26-189 on 14 May 2026 (Holland & Knight client alert, May 2026; Seyfarth; Littler). The signed law repeals and reenacts the original Colorado AI Act and its obligations take effect 1 Jan 2027 — not 30 Jun 2026 as the claim asserted. No operator obligation starts 30 Jun 2026; the only pre-2027 item is Colorado AG rulemaking due by 1 Jan 2027. The claim's structural reading holds (risk-management programmes and impact assessments dropped for a notice-and-transparency framework; consequential-decision scope covering employment, housing, credit, insurance, education, healthcare; no small-firm exemption). The urgency leg ('obligations from 30 June 2026') is overtaken. Status Up → Partial.
- OPS-063 · Partial · 10 Jun 2026
The micro-regime ceiling figure in the claim text is overtaken: the 2026-2028 triennial revalorisation raised the services/BNC plafond from 77 700 € to 83 600 € (mixed-activity global cap 203 100 €), per LégiFiscal's 2026 thresholds bulletin and the URSSAF 2026 seuils announcement; the cited impots.gouv.fr page still presents the 77 700 € figure under its 2023-2025 framing. The claim's structural analysis is unaffected — the 34% abattement forfaitaire remains fixed (BOI-BNC-DECLA-10-70), AI subscriptions remain non-deductible under micro-BNC, and the velocity-to-ceiling advice stands with the crossover forecast now running against 83 600 €. Secondary note correction: the TVA franchise for services in 2026 is 37 500 € base / 41 250 € majoré (service-public.fr F21746, extracted 10 Jun 2026: 'Pour l'année 2026, les seuils de franchise en base de TVA française applicables restent inchangés' and the single 25 000 € threshold proposal 'a été abandonnée'); the 36 800 € figure carried in the article body and prior note was the 2023-2024 value. Status Up -> Partial. Article body needs a Peter-approved threshold refresh: 77 700 € appears in the title, excerpt, supportingFigure, FAQ, and body; 36 800 € in FAQ and body; the slug carries no figure and is unaffected.
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