Cohere: Fix Your Structured Data for AI Visibility
Structured Data Not Being Read by AI on Cohere? Here's why it happens, the fix, and how to prevent it.
Cohere Context
Position your brand for visibility in Cohere-powered enterprise AI applications and search systems.
Focus on enterprise-relevant content and solutions
Create comprehensive documentation and resources
Implement structured data for clear content understanding
Why This Problem Matters
You've implemented structured data but Cohere still don't understand your content properly. Here's how to fix it.
Why This Happens in Cohere
Structured data only helps when it is valid, current and matches the visible page. Cohere answers from the documents and search sources each deploying company connects; stale or contradictory JSON-LD gives it conflicting signals rather than a clear one.
Signs You Have This Problem in Cohere
Cohere's description of you contradicts your structured data
JSON-LD is on pages but AI doesn't use the information
Rich results work in Google but AI ignores the data
Product details in schema aren't reflected in Cohere responses
Organization info in schema isn't picked up by AI
How to Fix This in Cohere
Follow these Cohere-specific solutions:
Validate JSON-LD on key pages and fix every error
Make structured data match the visible copy, especially prices and product names
Validate schema with Google's Rich Results Test
Ensure schema data matches visible page content
Use complete schema with all recommended properties
Place JSON-LD correctly in page structure
Implement @graph structure for multiple schemas
Cohere Technical Details
Cohere states it does not use its own bots or user agents to crawl the web. Its models answer from documents the deploying company supplies (RAG), so visibility depends on being in the sources those companies connect.
Source: docs.cohere.com
Prevent This Problem in Cohere
Validate schema after every page update
Use automated testing in your deployment pipeline
Keep schema synchronized with content changes
Follow schema.org guidelines strictly
Helpful Resources
How-To Guides
Checklists
Need Help Fixing Cohere Issues?
Get expert help resolving this and other Cohere visibility problems.
Get Your AI Visibility AuditFrequently Asked Questions
Why is this happening in Cohere?
Structured data only helps when it is valid, current and matches the visible page. Cohere answers from the documents and search sources each deploying company connects; stale or contradictory JSON-LD gives it conflicting signals rather than a clear one.
What is the first fix to prioritize in Cohere?
Validate JSON-LD on key pages and fix every error