Thomson Reuters
Legal, tax, and news data giant behind Westlaw, Practical Law, and CoCounsel.
AI labs and AI-native rivals now plug into Thomson Reuters instead of around it, while its stock swings on fear that its own earnings keep contradicting.
Thomson Reuters makes software and databases that lawyers and tax professionals use every day to research cases, regulations, and tax rules (Westlaw and Practical Law are the main products). It is hard to replace because courts and bar associations recognize its content as official and trustworthy, plus the software is woven into law firms' everyday work. However, Harvey is a newer AI company built from scratch for lawyers and does not depend on old databases, and giant AI labs like Anthropic and OpenAI could theoretically build their own legal tools. The key thing to watch is whether Thomson Reuters' new AI-powered features (CoCounsel using Claude) actually stick with customers and grow revenue, or whether Harvey starts winning over big law firms as their main AI tool instead.
Harvey announces AmLaw 100 firm dropping Westlaw as primary legal research tool. Would confirm Harvey moving from coexistence to actual displacement of Thomson Reuters.
CoCounsel Legal's Claude Agent SDK GA rollout (Aug 2026) adoption/usage figures. Weak uptake would signal Thomson Reuters losing ground to AI-native competitors.
- $7.5B revenue, 7% organic growth
- CoCounsel: 1M+ users, 107 countries
- 30% of contract value now from Gen-AI products
- Stock down 55-62% from July 2025 peak on AI-disruption fears despite strong fundamentals.
- Harvey's rapid growth ($11B valuation, 100K+ lawyers as of March 2026) could erode legal-segment share over time.
- Dependence on Anthropic/OpenAI frontier models for CoCounsel functionality.
- Engineering layoffs (up to 500 roles, July 2026) signal AI-driven internal restructuring pressure.
- Shareholder scrutiny over CLEAR database use by ICE/DHS, human-rights review proposal denied by board in 2026.
| Rival | Direction | Evidence |
|---|---|---|
| Harvey | gaining on | Valued at $11B with 100,000+ lawyers across 1,300+ orgs as of March 2026, though still coexisting with Westlaw |
| Anthropic/OpenAI | contesting | Feared as disruptors after Feb 2026 legal AI launches; became partners via expanded deal in May 2026 |
| RELX/LexisNexis | contesting | Competes directly via Lexis+ AI/Protege against Westlaw and CoCounsel |
| Bloomberg L.P. | contesting | Direct competitor in financial and legal news/data aggregation |
- Is Thomson Reuters profitable in 2026?
- Yes. FY2025 revenue was about $7.5 billion, up 7% organically, and FY2026 guidance targets 7.5-8% organic growth with total revenue of $8.0-8.1 billion. Q1 2026 revenue hit $2.04-2.09 billion, up 9.8% YoY, beating EPS consensus at $1.23, per company filings dated 2026-02-05 and 2026-07-14.
- Could AI replace Thomson Reuters' legal products like Westlaw?
- Unlikely soon. A federal judge in Thomson Reuters v. ROSS Intelligence (2025-07-07) rejected a fair-use defense for AI trained on Westlaw headnotes, legally protecting its editorial content moat. TR is instead embedding AI via CoCounsel, which reached 1 million users across 107 countries by 2026-02-24.
- Is Thomson Reuters laying off employees?
- Yes, partially. On 2026-07-13 Thomson Reuters announced cutting up to 500 engineering roles (about 1.8% of its 27,100-person base as of 2025-12-31), citing AI-driven efficiency, while simultaneously planning to hire about 250 new 'AI-native' senior engineers.
- Who owns Thomson Reuters?
- Thomson Reuters (TSX/Nasdaq: TRI) is majority-controlled by The Woodbridge Company, the Thomson family holding vehicle, which held roughly 67-70% of shares as of a 2026-02-05 snapshot, out of about 445 million common shares outstanding as of 2026-02-03.
- Is Harvey a serious threat to Thomson Reuters?
- Harvey is a well-funded AI-native legal platform valued at $11 billion as of March 2026, used by 100,000+ lawyers across 1,300+ organizations, but as of mid-2026 it largely coexists with Westlaw/CoCounsel at client firms rather than displacing Thomson Reuters as the primary legal research provider.
- Why did Thomson Reuters stock crash in 2026?
- TRI shares fell about 18% over three days in early February 2026 after Anthropic launched legal AI tools, then dropped another 16% in a single session on a follow-up Anthropic announcement. By mid-July 2026 shares traded near $92-94, down 55-62% from a July 2025 peak of about $213.
- 2026-07-13Announces cutting ~500 engineering roles, plans ~250 AI-native hires, citing AI efficiency
- 2026-07-08Sets Q2 2026 earnings date for August 5, 2026
- 2026-06-22Next-gen CoCounsel Legal on Claude Agent SDK enters early access
- 2026-05Expands Anthropic partnership, rebuilds CoCounsel on Claude Agent SDK
- 2026-02-24CoCounsel hits 1 million users in 107 countries; stock jumps over 11%
- 2026-02-10Acquires Noetica, an AI-native deal-data intelligence platform
- 2026-02-05Reports FY2025 results; stock falls ~18% in three days on Anthropic legal AI launch fears
- 2026-01-26Expands CoCounsel Legal to the UK
- 2025-07-07Wins Thomson Reuters v. ROSS Intelligence ruling protecting Westlaw content moat
- 2025-04-01Shuts down Casetext as standalone brand, folds into CoCounsel/Westlaw
- Thomson Reuters (TRI) Earnings Date and Reports 2026 (2026-07-14)
- Thomson Reuters Corp (TRI) Earnings Dates, Call Summary & Reports (2026-07-14)
- Thomson Reuters Second Quarter 2026 Earnings Announcement (2026-07-08)
- Three Years After Launching As First AI Legal Assistant... | 2026-02-24 (2026-02-24)
- Thomson Reuters Reports Fourth-Quarter and Full-Year 2025 Results (2026-02-05)
- Thomson Reuters reports fourth-quarter revenue rise, shares slip (2026-02-05)
- Thomson Reuters Reports Fourth-Quarter and Full-Year 2024 Results (2025-02-06)
- Thomson Reuters Acquires Noetica, Inc. (2026-02-10)
- TRI Number of Employees (2026-06-05)
- Thomson Reuters Number of Employees 2026 (2026-06-29)
- Thomson Reuters to cut 'small number' of engineering jobs (2026-07-13)
- Thomson Reuters Expands CoCounsel Legal to UK (2026-01-26)