Subcategory · AI Citation Index
AI Coding
The AI coding category exhibits robust market agreement with 25 consensus brands, yet evaluation coverage remains shallow at just 12 brands and 0% prompt-based testing. Cursor dominates shortlist consideration at 79%, followed by a competitive mid-tier (Default at 66%, Tabnine at 63%) and established platforms (JetBrains, GitLab both at 53%). Universal 4-model diversity across top brands suggests evaluators are testing tools against varied LLM backends rather than assessing standalone capabilities, indicating the category may be fragmenting into infrastructure plays versus interface innovations.
160 discovery queries · 220 head-to-heads · refreshed Jul 13, 2026
Discovery stage
The shortlist
Across 160 buyer-style "AI Coding" 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 7/100
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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
Cursor
Leads shortlists at 79% with maximum model diversity, establishing the benchmark for AI-native code editors.
Read brand profile →Default
Captures 66% shortlist rate with full model diversity, positioning as a strong general-purpose alternative.
Read brand profile →Tabnine
Achieves 63% shortlist consideration, maintaining relevance as an early code completion pioneer amid newer entrants.
Read brand profile →Citation sources
Where AI pulls citations from
1000 citations captured across AI Coding prompt runs.
Vendor pages
436Product, help, and marketing pages from tracked vendors
Independent sources
396Reviews, encyclopedias, forums, press — not vendor-owned
Buyer questions
What AI cites for top AI Coding questions
Most-cited prompts across the buyer journey. Click any prompt to see the actual URLs AI engines link to.
Discovery
Buyers exploring the category
Evaluation
Buyers comparing options- Copilot Vs CodeWhisperer Vs Tabnine Vs Cursoraicompetence.org
- Gemini Code Assist | AI coding assistantcodeassist.google
- Cursor vs Tabnine (2025)peerspot.com
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