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AI in Legal: 11 real deployments

Named Legal organisations and what they run, grouped by business function.

11deployments
6in production or with results
4with a reported outcome
0halted or reversed
Oct 12, 2026last updated

Legal work 11 deployments

TeddyHoldings.AI

AI-powered compliance and client-oriented legal services platform providing back-office operations for niche B2B law firms

Reported: surpassed $25M in 2026 revenue

Results reported Oct 7, 2026 Source: yahoo.com
Harvey

launched in-house AI model post-trained on Moonshot's Kimi K3 to replace OpenAI and Anthropic APIs for legal AI services

Reported: gross margins collapsed from ~50% to -50% by June as token usage jumped 20x; margins swung positive after launching in-house model in August

Results reported Sep 21, 2026 Kimi K3 Source: bloomberg.com
Cooley

Early adopter of OpenAI's Astra for Law, a GPT-6-powered legal research tool with a proprietary search index spanning more than 230 million URLs of US case law, statutes, regulations, and court rules

Pilot Sep 18, 2026 Astra for Law Source: artificiallawyer.com
Ropes & Gray

Early adopter of OpenAI's Astra for Law, a GPT-6-powered legal research tool with a proprietary search index spanning more than 230 million URLs of US case law, statutes, regulations, and court rules

Pilot Sep 18, 2026 Astra for Law Source: artificiallawyer.com
Sullivan & Cromwell

Early adopter of OpenAI's Astra for Law, a GPT-6-powered legal research tool with a proprietary search index spanning more than 230 million URLs of US case law, statutes, regulations, and court rules

Pilot Sep 18, 2026 Astra for Law Source: artificiallawyer.com
Latham & Watkins

Early adopter of OpenAI's Astra for Law, a GPT-6-powered legal research tool with a proprietary search index spanning more than 230 million URLs of US case law, statutes, regulations, and court rules

Pilot Sep 18, 2026 Astra for Law Source: artificiallawyer.com
Cleary Gottlieb

piloting Gemini Enterprise for Legal with contract-review and regulatory-scanning skills and pre-built agents

Pilot Aug 25, 2026 Gemini Enterprise for Legal Legal and document work Source: unite.ai
Thomson Reuters

Deployed proprietary Thomson LLM trained on Westlaw, Practical Law, Checkpoint and Reuters content inside CoCounsel Legal's Tabular Analysis feature for law firms and corporate legal departments

In production Aug 24, 2026 Thomson, CoCounsel Grounded knowledge assistants Source: thomsonreuters.com
Harvey

Deployed Harvey II legal AI platform featuring Memory that learns individual lawyer drafting style across Harvey, Word and Outlook, and Tenet, an in-house proprietary legal model trained on mock disputes and case files using a version of Moonshot's Kimi K3

In production Aug 18, 2026 Harvey II, Tenet Legal and document work Source: artificiallawyer.com
Knighthawk Engineering

Expert witness Josh Autenrieth used ChatGPT to produce approximately 85-90% of an expert report defending 3M in the Watson Grinding fatal explosion lawsuit, prompting it to show 3M is at zero fault

Reported: Jury awarded plaintiffs $61M assigning 30% fault to 3M; 350 pages of ChatGPT prompts entered discovery and were used to impeach the expert witness at trial

Results reported Aug 17, 2026 ChatGPT Legal and document work Source: 404media.co
Thomson Reuters

Thomson Reuters is deploying AI across legal, tax and regulatory workflows while reshaping its engineering organization.

Reported: The company confirmed up to 500 engineering layoffs and plans to hire more than 250 net-new, mostly senior AI-native engineers over two years.

Results reported Jul 14, 2026 Legal and document work Source: The Next Web

Every entry names the organisation and links its source. Outcome figures are quoted as reported, never estimated. Vendor announcements without a named customer are excluded. Halted and reversed deployments are kept on purpose.