AI search visibility report ยท 2026-05-14
How AI assistants see ingramspark.com
ingramspark.com has an AI visibility score of 69/100. The site passed 22 of 34 tests. Its strongest areas are Content Structure and Readability. The areas to improve are Schema.org Markup and Citation & Source Quality.
How ChatGPT, Claude and Perplexity read ingramspark.com
Readability85/100
Result: strong. 4 of 4 tests passed.
Content is clear, active, and uses appropriate sentence lengths for a general audience.
Schema.org Markup0/100
Result: weak. 0 of 5 tests passed.
No JSON-LD schema blocks were found in the provided HTML. This is a significant gap for LLM indexing.
Authority & Trust Signals65/100
Result: average. 4 of 5 tests passed.
Strong social proof and contact info, but lacks a dedicated About page and clear author credentials on the homepage.
Citation & Source Quality40/100
Result: weak. 2 of 4 tests passed.
Lacks outbound links to primary sources or data-backed claims on the homepage.
Content Freshness50/100
Result: weak. 2 of 4 tests passed.
Copyright is current (2026), but no specific publication or modification dates are visible for content sections.
Content Structure90/100
Result: strong. 4 of 4 tests passed.
Excellent use of H1-H3 hierarchy and clear semantic organization.
Entity Definition60/100
Result: average. 2 of 4 tests passed.
Brand consistency is high, but lacks a dedicated About page and explicit term definitions.
Technical Accessibility75/100
Result: average. 4 of 4 tests passed.
Good meta descriptions and social meta tags, though AI crawler access in robots.txt was not verifiable.
How ingramspark.com can improve its AI visibility
- Add JSON-LD Structured Data (high priority)
- Create Dedicated About Page (high priority)
- Surface Publication Dates (medium priority)
- Explicitly Define Core Entities (medium priority)
- Optimize Meta Description for LLMs (low priority)
How ingramspark.com compares to its competitors
- Kindle Direct Publishing (KDP) (kdp.amazon.com)
- Lulu (lulu.com) โ score 72/100
- Draft2Digital (draft2digital.com) โ score 68/100
- BookBaby (bookbaby.com) โ score 68/100