AI search visibility report ยท 2026-10-23
How AI assistants see chef.io
chef.io has an AI visibility score of 67/100. The site passed 22 of 34 tests. Its strongest areas are Technical Accessibility and Citation & Source Quality. The areas to improve are Readability and Content Freshness.
How ChatGPT, Claude and Perplexity read chef.io
Readability30/100
Result: weak. 0 of 4 tests passed.
Very poor readability scores due to long, complex technical sentences.
Schema.org Markup74/100
Result: average. 4 of 5 tests passed.
Core schemas are present and valid, but specific content-level schemas are missing.
Authority & Trust Signals68/100
Result: average. 3 of 5 tests passed.
Strong trust pages and publication dates, but lacks specific author credentials and full contact details.
Citation & Source Quality75/100
Result: average. 3 of 4 tests passed.
Good use of inline links for claims, but lacks links to high-authority external domains like .gov or .edu.
Content Freshness55/100
Result: weak. 2 of 4 tests passed.
The site has clear dates but the content is significantly outdated (over 5 years old).
Content Structure67/100
Result: average. 4 of 4 tests passed.
Good use of semantic HTML, but heading hierarchy contains skipped levels.
Entity Definition65/100
Result: average. 2 of 4 tests passed.
Excellent About page and brand consistency, but lacks author identification.
Technical Accessibility100/100
Result: strong. 4 of 4 tests passed.
Excellent technical setup with full AI crawler access and social meta tags.
How chef.io can improve its AI visibility
- Update Content for 2026 Recency (high priority)
- Implement Author Person Schema (high priority)
- Improve Technical Readability (medium priority)
- Expand Content Schema Implementation (medium priority)
- Complete Contact Information Details (low priority)
How chef.io compares to its competitors
- Puppet by Perforce (puppet.com)
- Red Hat Ansible (ansible.com) โ score 44/100
- HashiCorp Terraform (hashicorp.com) โ score 79/100
- SaltStack (VMware) (saltstack.com) โ score 35/100