CitationDesk

Is Stack Overflow cited by AI? Its AI Visibility Score is 57/100

Stack Overflow (stackoverflow.com) is developer Q&A. CitationDesk ran one crawl and scored how ready it is to be cited by ChatGPT, Claude, Perplexity & Gemini — across three pillars. Last scored 2026-06-27.

Visibility Score

stackoverflow.com

57

PASS — solid baseline

AI Visibility

54

Search

50

Convert

70

Highest-leverage fix for Stack Overflow

Entity Coherence: Add Person schema for the author with byline + bio + sameAs.

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AI VisibilityAI wedge

54/100

GEO Readiness

0.7

Fix: Add Person schema for the author with sameAs to ≥2 public profiles.

Dual Fit

0.5

Fix: Shorten the first paragraph to ≤600 chars so LLMs can extract it cleanly.

Entity Coherence

0.4

Fix: Add Person schema for the author with byline + bio + sameAs.

Bot-Crawl Health

0.6

Fix: Create /llms.txt with a site summary + priority URLs (Anthropic + OpenAI + Perplexity convention).

Search Foundation

50/100

SEO Foundation

0.5

Fix: Write a 140-160 char <meta name="description">.

Convert

70/100

Conversion Readiness

0.7

Fix: Add a visible pricing / offer / demo link so buyers know how to act.

Score is heuristic, computed from public on-page signals at 2026-06-27; not affiliated with Stack Overflow. Methodology: how the score works.