AI search visibility report ยท 2026-10-26
How AI assistants see dbtlabs.com
dbtlabs.com has an AI visibility score of 48/100. The site passed 17 of 34 tests. Its strongest areas are Technical Accessibility and Readability. The areas to improve are Content Freshness and Schema.org Markup.
How ChatGPT, Claude and Perplexity read dbtlabs.com
Readability80/100
Result: strong. 4 of 4 tests passed.
Sentence length is excellent, but the reading ease score is low for general audiences.
Schema.org Markup0/100
Result: weak. 0 of 5 tests passed.
No JSON-LD schema was found on the page.
Authority & Trust Signals32/100
Result: weak. 1 of 5 tests passed.
Trust pages are present, but contact details and publication dates are missing.
Citation & Source Quality72/100
Result: average. 3 of 4 tests passed.
Good internal linking and claim verification, but lacks links to external authoritative sources.
Content Freshness0/100
Result: weak. 0 of 4 tests passed.
No dates or update signals are present in the markup or visible text.
Content Structure72/100
Result: average. 3 of 4 tests passed.
Semantic HTML is good, but the heading hierarchy is broken with multiple H1s.
Entity Definition48/100
Result: weak. 2 of 4 tests passed.
About page exists, but lacks schema and 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 dbtlabs.com can improve its AI visibility
- Implement Core JSON-LD Schema (high priority)
- Add Publication and Modification Dates (high priority)
- Repair Heading Hierarchy (medium priority)
- Enhance Contact Information Transparency (medium priority)
- Expand Entity Definition Content (medium priority)
How dbtlabs.com compares to its competitors
- Matillion (matillion.com) โ score 76/100
- Coalesce (coalesce.io)
- Databricks (databricks.com)
- Talend (talend.com)