GEO Readiness
0.4
Fix: Add more substantive content — aim for 400+ words so the page has enough to be worth citing (currently ~202).
Is LangChain cited by AI? Its AI Visibility Score is 69/100
LangChain (langchain.com) is LLM app framework. CitationDesk ran one crawl and scored how ready it is to be cited by ChatGPT, Claude, Perplexity & Gemini — across three pillars. Last scored 2026-09-05.
Visibility Score
langchain.com
69
WEAK — room to improve
AI Visibility★
42
Search
90
Convert
100
Highest-leverage fix for LangChain
Entity Coherence: Add Organization schema in <head> on every page.
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AI VisibilityAI wedge
42/100
Dual Fit
0.5
Fix: Shorten the first paragraph to ≤600 chars so LLMs can extract it cleanly — currently 25702.
Entity Coherence
0.2
Fix: Add Organization schema in <head> on every page.
Bot-Crawl Health
0.8
Fix: Create /llms.txt with a site summary + priority URLs (Anthropic + OpenAI + Perplexity convention).
Search Foundation
90/100
SEO Foundation
0.9
Fix: Add WebPage or Article JSON-LD schema.
Convert
100/100
Conversion Readiness
1.0
All checks pass — Strong conversion surface — keep CTAs above the fold and proof near the offer.
How to lift LangChain's AI Visibility
Step-by-step guides for the dimensions where LangChain scores lowest:
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Score is heuristic, computed from public on-page signals at 2026-09-05; not affiliated with LangChain. Methodology: how the score works.