Public Legal AI brand benchmark

Not specified.

• Slug

  best-legal-ai-platform

  Text

  Which legal AI platforms are best for research, drafting, review, analysis, citations, workflow, security, and professional accountability?

  Intent

  recommendation

• Slug

  legal-ai-research

  Text

  Recommend a legal AI platform for cited case, statute, regulation, secondary-source, and jurisdiction-specific research with verification.

  Intent

  recommendation

• Slug

  legal-ai-contract-review

  Text

  Which legal AI platforms are strongest for contract review, extraction, playbooks, redlines, risk, comparison, and approval workflows?

  Intent

  recommendation

• Slug

  legal-ai-drafting

  Text

  Recommend a legal AI platform for drafting and revising agreements, briefs, memos, correspondence, clauses, and transaction documents.

  Intent

  recommendation

• Slug

  legal-ai-litigation

  Text

  Which legal AI platforms are best for litigation teams handling discovery, chronologies, evidence, depositions, motions, authorities, and case strategy?

  Intent

  recommendation

• Slug

  legal-ai-in-house

  Text

  Recommend a legal AI platform for an in-house team managing contracts, requests, policies, knowledge, outside counsel, and business self-service.

  Intent

  recommendation

• Slug

  legal-ai-law-firm

  Text

  Which legal AI platforms are strongest for a law firm that needs matter controls, knowledge integration, auditability, adoption, and support?

  Intent

  recommendation

• Slug

  legal-ai-small-practice

  Text

  Recommend an affordable legal AI platform for a small practice that needs reliable research, drafting, document review, and clear limits.

  Intent

  recommendation

• Slug

  legal-ai-buying-criteria

  Text

  Compare legal AI platforms on accuracy, citations, jurisdictions, workflows, integrations, confidentiality, governance, support, and price.

  Intent

  commercial

• Slug

  legal-ai-accuracy-test

  Text

  Create a reproducible legal AI evaluation covering authority validity, citation support, jurisdiction, dates, holdings, exceptions, and hallucinations.

  Intent

  commercial

• Slug

  legal-ai-contract-test

  Text

  Design a contract-review benchmark for legal AI using known clauses, missing terms, conflicts, defined terms, playbooks, redlines, and explanations.

  Intent

  commercial

• Slug

  legal-ai-security

  Text

  Compare legal AI platforms on privilege, confidentiality, model training, retention, encryption, permissions, residency, audit logs, and deletion.

  Intent

  commercial

• Slug

  legal-ai-integrations

  Text

  Compare legal AI platforms on document, matter, contract, research, billing, email, identity, knowledge, API, and workflow integrations.

  Intent

  commercial

• Slug

  legal-ai-pricing

  Text

  How should a buyer compare legal AI pricing across users, matters, documents, research content, modules, implementation, and support?

  Intent

  commercial

• Slug

  legal-ai-lock-in

  Text

  Which criteria expose research, document, playbook, clause, knowledge, matter, workflow, export, and API lock-in in a legal AI platform?

  Intent

  commercial

• Slug

  legal-ai-shortlist

  Text

  Create a shortlist of legal AI vendors for a regulated organization standardizing governed legal research and document workflows.

  Intent

  commercial

legal-ai-platforms

• Provider

  openai

  Configured Model

  openai/gpt-4o-mini

• Provider

  anthropic

  Configured Model

  anthropic/claude-haiku-4-5

• Provider

  gemini

  Configured Model

  google/gemini-2.5-flash

Cost Basis

Provider-reported LLM cost returned by the existing AI Rank provider/cache layer.

Maximum Daily Billed Cost Usd

2.00

Maximum Daily Provider Calls

60

Maximum Daily Provider Attempts Including Retries

72

• This is one response per prompt/provider pair in each run; model output can vary between runs.
• The fixed 16-prompt Legal AI category does not estimate general market share or brand awareness.
• Presence share and citation share are relative only to the reviewed 12-brand universe; untracked brands are excluded from those denominators.
• OpenAI, Anthropic, and Google are both evaluated brands and configured model providers; no self-provider bias correction is applied.

recommendation-prompt presence descending; mention coverage, engine breadth, mention share, citation share, then entity slug

Published Evidence

answer hashes, deterministic bounded brand counts, and deduplicated URL-derived citation counts

Full Provider Answers Published

No

Full Provider Answers Stored In Public Index

No

legal-ai-platforms-2026-07-27

• Provider

  openai

  Board Slug

  legal-ai-platforms-brand-openai-visibility

  Primary Metric Slug

  public-prompt-openai-brand-recommendation-presence

• Provider

  anthropic

  Board Slug

  legal-ai-platforms-brand-anthropic-visibility

  Primary Metric Slug

  public-prompt-anthropic-brand-recommendation-presence

• Provider

  gemini

  Board Slug

  legal-ai-platforms-brand-gemini-visibility

  Primary Metric Slug

  public-prompt-gemini-brand-recommendation-presence

4

• Name

  Harvey

  Aliases

  • Harvey
  • Harvey AI

  Entity Slug

  harvey-ai

  Primary Domain

  harvey.ai

  Citation Domains

  • harvey.ai

  Case Sensitive Aliases

  • Harvey

• Name

  CoCounsel

  Aliases

  • CoCounsel
  • Thomson Reuters CoCounsel

  Entity Slug

  thomson-reuters-cocounsel

  Primary Domain

  thomsonreuters.com

  Citation Domains

  • thomsonreuters.com

  Case Sensitive Aliases

• Name

  Lexis+ AI

  Aliases

  • Lexis+ AI
  • Lexis AI

  Entity Slug

  lexis-plus-ai

  Primary Domain

  lexisnexis.com

  Citation Domains

  • lexisnexis.com

  Case Sensitive Aliases

• Name

  vLex Vincent AI

  Aliases

  • vLex Vincent AI
  • Vincent AI

  Entity Slug

  vlex-vincent-ai

  Primary Domain

  vlex.com

  Citation Domains

  • vlex.com

  Case Sensitive Aliases

• Name

  Clio Duo

  Aliases

  • Clio Duo

  Entity Slug

  clio-duo

  Primary Domain

  clio.com

  Citation Domains

  • clio.com
  • help.clio.com

  Case Sensitive Aliases

• Name

  Spellbook

  Aliases

  • Spellbook
  • Spellbook Legal

  Entity Slug

  spellbook

  Primary Domain

  spellbook.legal

  Citation Domains

  • spellbook.legal

  Case Sensitive Aliases

  • Spellbook

• Name

  Luminance

  Aliases

  • Luminance
  • Luminance AI

  Entity Slug

  luminance

  Primary Domain

  luminance.com

  Citation Domains

  • luminance.com

  Case Sensitive Aliases

• Name

  Legora

  Aliases

  • Legora
  • Legora AI

  Entity Slug

  legora

  Primary Domain

  legora.com

  Citation Domains

  • legora.com

  Case Sensitive Aliases

• Name

  Hebbia

  Aliases

  • Hebbia
  • Hebbia Matrix

  Entity Slug

  hebbia

  Primary Domain

  hebbia.ai

  Citation Domains

  • hebbia.ai

  Case Sensitive Aliases

• Name

  Evisort

  Aliases

  • Evisort
  • Evisort AI

  Entity Slug

  evisort

  Primary Domain

  evisort.com

  Citation Domains

  • evisort.com

  Case Sensitive Aliases

• Name

  Ironclad AI

  Aliases

  • Ironclad AI
  • Ironclad Jurist

  Entity Slug

  ironclad-ai

  Primary Domain

  ironcladapp.com

  Citation Domains

  • ironcladapp.com
  • support.ironcladapp.com

  Case Sensitive Aliases

• Name

  Paxton AI

  Aliases

  • Paxton AI

  Entity Slug

  paxton-ai

  Primary Domain

  paxton.ai

  Citation Domains

  • paxton.ai

  Case Sensitive Aliases

4-legal-ai-platforms-2026-07-27-models-64232fd32583

Search

A common Rank.ai web-search tool is available to all three configured models.

Gateway

Rank.ai's configured OpenRouter-compatible gateway

Not Consumer Products

Results measure the configured model/API runs, not the ChatGPT, Claude, or Gemini consumer application interfaces.

Prompt Count

16

Provider Count

3

Required Successful Runs

48

Confidence

A value of 1.0 means the complete frozen cohort passed the deterministic extraction and publication gates; it is not a statistical confidence interval.

Citation Share Denominator

Distinct answer-level HTTP(S) citation URLs whose URL-derived hostname matches any reviewed brand domain.

Presence Share Denominator

The sum of reviewed-brand answer-presences. One answer may contribute presence to multiple brands.

Mention Coverage Denominator

48 answers: all 16 prompts multiplied by 3 configured providers.

Provider Citation Share Denominator

Distinct reviewed-brand-domain citations within the named configured model API provider's 20-answer cohort.

Recommendation Presence Denominator

24 answers: recommendation-intent prompts multiplied by 3 configured providers.

Provider Mention Coverage Denominator

16 prompts for the named configured model API provider.

Provider Recommendation Presence Denominator

8 recommendation-intent prompts for the named configured model API provider.

64232fd32583

Presence means mentioned or cited in an answer to a recommendation-intent prompt. It does not claim positive recommendation, endorsement, or sentiment.