Subcategory · AI Citation Index
Legal Tech
The legal tech landscape demonstrates robust evaluator agreement on core platforms—practice.do and Clio lead with 54% and 52% shortlist rates respectively, while all top brands achieve maximum model diversity (4/4). However, 0% prompt coverage exposes a critical gap: AI models recommend these tools without grounding in actual legal practice scenarios. The 79 consensus brands against only 12 evaluated suggest broad market awareness but shallow comparative analysis, likely driven by brand recognition rather than nuanced understanding of legal workflows like matter management, billing, or document automation.
158 discovery queries · 318 head-to-heads · refreshed Jun 29, 2026
Discovery stage
The shortlist
Across 158 buyer-style "Legal Tech" queries
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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 13/100
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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
practice.do
Leads shortlist rate at 54% with full model diversity, indicating strong cross-evaluator consensus as a practice management solution despite zero prompt-based validation.
Read brand profile →Clio
Commands 52% shortlist rate with maximum model diversity, reflecting its position as the dominant cloud-based practice management platform for small to mid-size firms.
Read brand profile →ironclad.com
Achieves 35% shortlist rate as the sole contract lifecycle management specialist in top brands, signaling evaluator awareness of legal tech's shift beyond traditional practice management.
Read brand profile →Citation sources
Where AI pulls citations from
695 citations captured across Legal Tech prompt runs.
Vendor pages
181Product, help, and marketing pages from tracked vendors
Independent sources
174Reviews, encyclopedias, forums, press — not vendor-owned
Buyer questions
What AI cites for top Legal Tech 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
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