Subcategory · AI Citation Index
AI Legal Assistant
The AI legal assistant category shows a clear performance divide: purpose-built AI-native platforms (Harvey, Spellbook, Ironclad) consistently outperform legacy legal research giants (LexisNexis, Westlaw, Thomson Reuters) by 15-25 percentage points in shortlist rates. With 26 consensus brands but only 12 evaluated and 0% prompt coverage, the market appears fragmented and under-tested. Model diversity of 4 across all top performers suggests evaluators are testing these tools across varied legal tasks, yet the data remains too sparse to assess specialized capabilities in contract review versus legal research versus compliance.
83 discovery queries · 281 head-to-heads · refreshed Aug 9, 2026
Discovery stage
The shortlist
Across 83 buyer-style "AI Legal Assistant" queries
Hover or click a logo to see brand details
Get weekly AI visibility changes for AI Legal Assistant sent to your inbox.
Score shifts, new entrants, citation gaps — every Monday.
Signal by intent
By topic
Top 5 most-cited brands per intent cluster. Brands with zero citations in a topic are not shown.
Evaluation stage
Head-to-head
How often AI cites each brand across uniform category evaluation prompts · median 5/100
Hover or click a logo to see brand details
Each brand's score is the share of category evaluation prompts where AI cited them across all four engines — the same prompt pool for every brand. Brands above the median citation rate have stronger presence in evaluation-stage queries.
Brands to know
In this category
Harvey
Dominates with 70% shortlist rate, establishing clear leadership in AI-native legal assistance across multiple legal workflows.
Read brand profile →Spellbook
Strong 58% shortlist rate positions it as top alternative to Harvey for contract drafting and review tasks.
Read brand profile →Ironclad
Matches Spellbook at 57%, likely leveraging contract lifecycle management expertise to compete in AI-assisted legal work.
Read brand profile →Citation sources
Where AI pulls citations from
708 citations captured across AI Legal Assistant prompt runs.
Vendor pages
254Product, help, and marketing pages from tracked vendors
Independent sources
276Reviews, encyclopedias, forums, press — not vendor-owned
Buyer questions
What AI cites for top AI Legal Assistant questions
Most-cited prompts across the buyer journey. Click any prompt to see the actual URLs AI engines link to.
Discovery
Buyers exploring the categoryEvaluation
Buyers comparing options- The 8 Best AI tools for Legal Research in 2025legalfly.com
- AI-Driven Legal Tech Trends for 2025attorneyjournals.com
- Compare Top 53 Legal AI Software by Pricingaimultiple.com
Want to know if AI cites your brand for AI Legal Assistant?
Free audit. ChatGPT, Perplexity, Gemini, Claude.
Run an audit →