Reviewed legal AI platforms ranked by how often answers to the category's recommendation questions name or cite them, across three model APIs.
Legal AI
Legal AI prompt brand leaders
16 prompts ranked by how many of the three model APIs name the same leader.
100.0%
Recommend a legal AI platform for drafting and revising agreements, briefs, memos, correspondence, clauses, and transaction documents. ranks first
Leading brand engine consensus
16
Prompts ranked
Oct 8
Snapshot recorded
2026 · Rotating schedule
3
Answers behind each row
From the OpenAI, Anthropic and Google model APIs
All 16 prompts by leading brand engine consensus
Recommend a legal AI platform for drafting and revising agreements, briefs, memos, correspondence, clauses, and transaction documents. leads at 100.0%; the middle of the board sits at 66.7%.
- Ahead of second place
- 33.3%
- Held by the top three
- 28%
- Middle of the board
- 66.7%
- Below half the leader
- 6 of 16
Rank, name and leading brand engine consensusMiddle 66.7%
- 1Recommend a legal AI platform for drafting and revising agreements, briefs, memos, correspondence, clauses, and transaction documents.100.0%
- 2Which legal AI platforms are strongest for contract review, extraction, playbooks, redlines, risk, comparison, and approval workflows?66.7%
- 3Compare legal AI platforms on document, matter, contract, research, billing, email, identity, knowledge, API, and workflow integrations.66.7%
- 4Recommend a legal AI platform for an in-house team managing contracts, requests, policies, knowledge, outside counsel, and business self-service.66.7%
- 5Compare legal AI platforms on accuracy, citations, jurisdictions, workflows, integrations, confidentiality, governance, support, and price.66.7%
- 6Which legal AI platforms are best for research, drafting, review, analysis, citations, workflow, security, and professional accountability?66.7%
- 7Which legal AI platforms are best for litigation teams handling discovery, chronologies, evidence, depositions, motions, authorities, and case strategy?66.7%
- 8Create a shortlist of legal AI vendors for a regulated organization standardizing governed legal research and document workflows.66.7%
- 9Recommend a legal AI platform for cited case, statute, regulation, secondary-source, and jurisdiction-specific research with verification.66.7%
- 10Recommend an affordable legal AI platform for a small practice that needs reliable research, drafting, document review, and clear limits.66.7%
- 11Compare legal AI platforms on privilege, confidentiality, model training, retention, encryption, permissions, residency, audit logs, and deletion.33.3%
- 12Which legal AI platforms are strongest for a law firm that needs matter controls, knowledge integration, auditability, adoption, and support?33.3%
- 13How should a buyer compare legal AI pricing across users, matters, documents, research content, modules, implementation, and support?33.3%
- 14Which criteria expose research, document, playbook, clause, knowledge, matter, workflow, export, and API lock-in in a legal AI platform?33.3%
- 15Create a reproducible legal AI evaluation covering authority validity, citation support, jurisdiction, dates, holdings, exceptions, and hallucinations.0.0%
- 16Design a contract-review benchmark for legal AI using known clauses, missing terms, conflicts, defined terms, playbooks, redlines, and explanations.0.0%
The prompt boards are re-run in rotation, about one category a day, so each board refreshes every few weeks and shows the date of its snapshot.
leading brand owned citation coverage: 33.333333 on 8 of 16 rows · 3 checks behind each row · 100% confidence across rows.
Compare brands
One brand against up to three competitors, answer by answer
16 questions × 3 model APIs · recorded Oct 8, 2026
Compared 4 of 4
43.8%
of these answers name or cite Harvey
21 of 48 answers
45.7%
Its share of the compared brands' appearances
13
Answers citing its own site
14 links to its domains
3 of 3
Model APIs that name it
| Brand | Named or cited | Against primary | Share of compared | Mentions | Answers citing it | Links to its site | Model APIs |
|---|---|---|---|---|---|---|---|
| Harveyharvey.ai | 43.8%21 of 48 | Primary | 45.7% | 20 | 13 | 14 | 3 of 3 |
| Lexis+ AIlexisnexis.com | 27.1%13 of 48 | -16.7 pts | 28.3% | 10 | 5 | 7 | 2 of 3 |
| CoCounselthomsonreuters.com | 25.0%12 of 48 | -18.8 pts | 26.1% | 13 | 4 | 4 | 2 of 3 |
| vLex Vincent AIvlex.com | 0.0%0 of 48 | -43.8 pts | 0.0% | 0 | 0 | 0 | 0 of 3 |
Every answer
Which compared brands each answer names
16 questions · 48 answers · a blank cell names none of the compared brands
| Question | OpenAIopenai/gpt-4o-mini | Anthropicanthropic/claude-haiku-4-5 | Geminigoogle/gemini-2.5-flash |
|---|---|---|---|
| 01Which legal AI platforms are best for research, drafting, review, analysis, citations, workflow, security, and professional accountability?Recommendation | HarveyCoCounselLexis+ AI 7 sources da9f96ce | None named 0 sources 2349f567 | Harvey, cited 1CoCounsel, cited 1Lexis+ AI, cited 1 10 sources 1b260882 |
| 02Recommend a legal AI platform for cited case, statute, regulation, secondary-source, and jurisdiction-specific research with verification.Recommendation | Lexis+ AI, cited 3 5 sources 8a1a25fc | Harvey 0 sources 82252657 | Harvey, cited 1 9 sources 2fe357aa |
| 03Which legal AI platforms are strongest for contract review, extraction, playbooks, redlines, risk, comparison, and approval workflows?Recommendation | Harvey, cited 1 9 sources 676c1b9f | None named 0 sources 138d040c | None named 10 sources a03f60c5 |
| 04Recommend a legal AI platform for drafting and revising agreements, briefs, memos, correspondence, clauses, and transaction documents.Recommendation | Harvey, cited 1 5 sources aca9c459 | Harvey 5 sources 63d2a9fd | Harvey, cited 1 7 sources 4b4a7eb0 |
| 05Which legal AI platforms are best for litigation teams handling discovery, chronologies, evidence, depositions, motions, authorities, and case strategy?Recommendation | HarveyCoCounselLexis+ AI 6 sources 296c55c0 | None named 0 sources 2c21c0d8 | HarveyCoCounselLexis+ AI 8 sources 5803eea0 |
| 06Recommend a legal AI platform for an in-house team managing contracts, requests, policies, knowledge, outside counsel, and business self-service.Recommendation | HarveyLexis+ AI, cited 1 6 sources e6c9db56 | None named 0 sources e20a4b71 | Harvey, cited 1 10 sources a6e7c685 |
| 07Which legal AI platforms are strongest for a law firm that needs matter controls, knowledge integration, auditability, adoption, and support?Recommendation | HarveyCoCounselLexis+ AI 7 sources dd5274e7 | None named 0 sources 7353d061 | None named 7 sources 28969483 |
| 08Recommend an affordable legal AI platform for a small practice that needs reliable research, drafting, document review, and clear limits.Recommendation | CoCounsel 5 sources 3c49534d | None named 0 sources 9a5cd60b | CoCounsel 6 sources 07c02c98 |
| 09Compare legal AI platforms on accuracy, citations, jurisdictions, workflows, integrations, confidentiality, governance, support, and price.Commercial comparison | Harvey, cited 1CoCounselLexis+ AI 7 sources e9327f76 | None named 0 sources 0cd5ab8c | CoCounsel, cited 1Lexis+ AI 6 sources dd126a85 |
| 10Create a reproducible legal AI evaluation covering authority validity, citation support, jurisdiction, dates, holdings, exceptions, and hallucinations.Commercial comparison | None named 0 sources 127070b6 | None named 0 sources 4e4cfae7 | None named 5 sources 6297bdc6 |
| 11Design a contract-review benchmark for legal AI using known clauses, missing terms, conflicts, defined terms, playbooks, redlines, and explanations.Commercial comparison | None named 0 sources 5ae8358b | None named 0 sources e8c57cee | None named 0 sources d016788e |
| 12Compare legal AI platforms on privilege, confidentiality, model training, retention, encryption, permissions, residency, audit logs, and deletion.Commercial comparison | None named 9 sources 444d2e67 | None named 0 sources 6560d50f | Harvey, cited 1 4 sources 82a65673 |
| 13Compare legal AI platforms on document, matter, contract, research, billing, email, identity, knowledge, API, and workflow integrations.Commercial comparison | Harvey, cited 2 5 sources d766c864 | None named 0 sources deb88f07 | Harvey, cited 1Lexis+ AI, cited 1 7 sources 8ee8dba4 |
| 14How should a buyer compare legal AI pricing across users, matters, documents, research content, modules, implementation, and support?Commercial comparison | Harvey, cited 1CoCounsel, cited 1 6 sources 6dede2b4 | None named 0 sources d2340c0b | None named 0 sources c8e02785 |
| 15Which criteria expose research, document, playbook, clause, knowledge, matter, workflow, export, and API lock-in in a legal AI platform?Commercial comparison | Harvey, cited 1Lexis+ AI, cited 1 7 sources a6204984 | None named 0 sources 2ea6932f | None named 4 sources 139b912a |
| 16Create a shortlist of legal AI vendors for a regulated organization standardizing governed legal research and document workflows.Commercial comparison | HarveyCoCounsel, cited 1Lexis+ AI 6 sources fef2ddd3 | None named 0 sources b8f3976f | Harvey, cited 1CoCounselLexis+ AI 9 sources 99b7032d |
Sources
The sites these answers cite
Each site is read from the cited address itself.
| Site | Answers citing it | Distinct pages | Model APIs | Best position |
|---|---|---|---|---|
| harvey.ai | 13 | 9 | 2 | 1 |
| mycase.com | 9 | 1 | 2 | 1 |
| gc.ai | 8 | 6 | 3 | 1 |
| nexlaw.ai | 8 | 3 | 2 | 1 |
| ironcladapp.com | 8 | 2 | 2 | 1 |
| darrow.ai | 7 | 1 | 2 | 3 |
| lexisnexis.com | 5 | 5 | 2 | 1 |
| spellbook.com | 5 | 5 | 3 | 1 |
| youtube.com | 5 | 5 | 1 | 2 |
| reddit.com | 5 | 5 | 2 | 3 |
| rank.ai | 4 | 4 | 2 | 1 |
| clio.com | 4 | 4 | 2 | 2 |
| linkedin.com | 4 | 4 | 2 | 2 |
| americanbar.org | 4 | 2 | 2 | 2 |
| legal.thomsonreuters.com | 4 | 2 | 2 | 3 |
| streamline.ai | 3 | 3 | 2 | 2 |
| jdsupra.com | 3 | 2 | 2 | 2 |
| pro.bloomberglaw.com | 3 | 2 | 1 | 2 |
| eve.legal | 3 | 1 | 2 | 1 |
| brightflag.com | 2 | 2 | 1 | 2 |
What this report publishesThe public buying questions, the brands each answer names, the sources it cites and a fingerprint of each answer. Answer text is not published, and no customer data is in it.legal-ai-platforms-2026-07-27 / 4-legal-ai-platforms-2026-07-27-models-64232fd32583
Why this rank
Compare legal AI platforms on privilege, confidentiality, model training, retention, encryption, permissions, residency, audit logs, and deletion. on Legal AI Prompt Brand Leaders
Snapshot of Oct 8, 2026, 12:00 AM UTC · Link to this snapshot
Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.
11
Rank on this board
33.333 percent
Score
3
Answers behind the score
100% confidence · 1 of 1 components evidenced
What the score is built from
1 of 1 evidencedEvery component evidenced · 1 evidence record each
| Component | Value | Contribution |
|---|---|---|
| Leading brand consensus | 33.333333 | 33.333 |
Moved up since the previous snapshot
+3 places- Engine disagreement66.667 to 100+33.333
- Citation URLS18 to 12-6
- Presence events2 to 3+1
- Distinct reviewed brands2 to 3+1
- Leading brand consensus33.333 to 33.3330
- Leading brand owned citation coverage33.333 to 33.3330
- Leading brand owned citation gap0 to 00
Where each number comes from
7 public recordsReviewed-brand presence eventsPresence events · observed Oct 8, 2026, 12:00 AM UTC3 presence_events100% confidence
- Source
- Rank.ai Legal AI Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"legal-ai-security","corpusVersion":"legal-ai-platforms-2026-07-27","runArtifactIds":["2d38cddf-9b35-4ccd-bfff-2b46ab9b8f2c","29cca1e0-9e44-49c7-a4ef-486be2d12072","d7c11fe2-a6e3-4827-811a-b1e4bc8f2bac"],"parentSnapshotId":"6ac46c52-fc97-471a-be80-39f96828351a","providerMatrixVersion":"64232fd32583"}
Distinct citation URLsCitation URLS · observed Oct 8, 2026, 12:00 AM UTC12 urls100% confidence
- Source
- Rank.ai Legal AI Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"legal-ai-security","corpusVersion":"legal-ai-platforms-2026-07-27","runArtifactIds":["2d38cddf-9b35-4ccd-bfff-2b46ab9b8f2c","29cca1e0-9e44-49c7-a4ef-486be2d12072","d7c11fe2-a6e3-4827-811a-b1e4bc8f2bac"],"parentSnapshotId":"6ac46c52-fc97-471a-be80-39f96828351a","providerMatrixVersion":"64232fd32583"}
Distinct reviewed brands surfacedDistinct reviewed brands · observed Oct 8, 2026, 12:00 AM UTC3 brands100% confidence
- Source
- Rank.ai Legal AI Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"legal-ai-security","corpusVersion":"legal-ai-platforms-2026-07-27","runArtifactIds":["2d38cddf-9b35-4ccd-bfff-2b46ab9b8f2c","29cca1e0-9e44-49c7-a4ef-486be2d12072","d7c11fe2-a6e3-4827-811a-b1e4bc8f2bac"],"parentSnapshotId":"6ac46c52-fc97-471a-be80-39f96828351a","providerMatrixVersion":"64232fd32583"}
Cross-engine brand disagreementEngine disagreement · observed Oct 8, 2026, 12:00 AM UTC100 percent100% confidence
- Source
- Rank.ai Legal AI Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"legal-ai-security","corpusVersion":"legal-ai-platforms-2026-07-27","runArtifactIds":["2d38cddf-9b35-4ccd-bfff-2b46ab9b8f2c","29cca1e0-9e44-49c7-a4ef-486be2d12072","d7c11fe2-a6e3-4827-811a-b1e4bc8f2bac"],"parentSnapshotId":"6ac46c52-fc97-471a-be80-39f96828351a","providerMatrixVersion":"64232fd32583"}
Leading-brand engine consensusLeading brand consensus · observed Oct 8, 2026, 12:00 AM UTC33.333 percent100% confidence
- Source
- Rank.ai Legal AI Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"legal-ai-security","corpusVersion":"legal-ai-platforms-2026-07-27","runArtifactIds":["2d38cddf-9b35-4ccd-bfff-2b46ab9b8f2c","29cca1e0-9e44-49c7-a4ef-486be2d12072","d7c11fe2-a6e3-4827-811a-b1e4bc8f2bac"],"parentSnapshotId":"6ac46c52-fc97-471a-be80-39f96828351a","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation coverageLeading brand owned citation coverage · observed Oct 8, 2026, 12:00 AM UTC33.333 percent100% confidence
- Source
- Rank.ai Legal AI Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"legal-ai-security","corpusVersion":"legal-ai-platforms-2026-07-27","runArtifactIds":["2d38cddf-9b35-4ccd-bfff-2b46ab9b8f2c","29cca1e0-9e44-49c7-a4ef-486be2d12072","d7c11fe2-a6e3-4827-811a-b1e4bc8f2bac"],"parentSnapshotId":"6ac46c52-fc97-471a-be80-39f96828351a","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation opportunityLeading brand owned citation gap · observed Oct 8, 2026, 12:00 AM UTC0 percentage_points100% confidence
- Source
- Rank.ai Legal AI Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"legal-ai-security","corpusVersion":"legal-ai-platforms-2026-07-27","runArtifactIds":["2d38cddf-9b35-4ccd-bfff-2b46ab9b8f2c","29cca1e0-9e44-49c7-a4ef-486be2d12072","d7c11fe2-a6e3-4827-811a-b1e4bc8f2bac"],"parentSnapshotId":"6ac46c52-fc97-471a-be80-39f96828351a","providerMatrixVersion":"64232fd32583"}
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