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AI coding assistants

Editor copilots and agentic coding tools that write, edit and review code. Which ones do AI engines actually name when buyers ask?

Week of August 17, 2026
60 answers · 10 buyer questions · 3 engines
First snapshot — movement appears next week
Who owns the answers

Only 6 of the top 10 are sourced from their own site. The other 4 are described to buyers by third-party pages.

Third-party sources: pecollective.com (Windsurf) · augmentcode.com (Tabnine) · kilo.ai (Continue) · stork.ai (Cody)

Also named — too few answers to rank (under 6/60)
Cline4/60Kilo Code4/60Gemini Code Assist3/60Devin3/60Tabby2/60Checkmarx One Assist2/60Specship2/60v02/60
Named ≠ cited

“Named” is the share of the 60 answers that recommend the product by name, with a 95% interval — read #12 as “a handful of answers”, not a position. “Own site cited” is the share where the product’s own domain was a source. The page column is where the engines actually got their answer — attributed per product, from the citation the answer attaches to it.

How it’s measured

Every week we ask 10 buyer questions to 3 engines, multiple runs each, through their official APIs. Products are extracted from the answers themselves and folded to one row per product (plans and tiers are not separate products). Products under 6 answers sit in “also named” — their positions aren’t distinguishable on this sample.

Can’t be bought

No sponsored rows, featured slots or paid placements — ever. The only way up is to be the answer. Run the check on your domain to see which answers you’re missing from, and why.

The 10 questions asked, verbatim
  1. what's the best AI coding assistant for a solo developer in 2026?
  2. which AI pair programmer should a 10-person startup standardize on?
  3. cheapest AI coding assistant that's actually good for Python and TypeScript?
  4. best alternative to GitHub Copilot?
  5. which AI coding tool is best for large existing codebases, not greenfield?
  6. what AI coding agent can take a ticket and open a pull request on its own?
  7. Cursor vs Windsurf vs Copilot — which should I pick?
  8. best AI coding assistant that works inside JetBrains IDEs?
  9. which AI coding tool is safest for a company worried about code leaving the building?
  10. what do senior engineers actually use for AI-assisted coding?
Want to be the answer here?
The check shows the exact answers you’re missing from, why, and the sentence that fixes each one.
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