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Ingredion
AI GEO / SEO Diagnostic Report
How easily can AI assistants cite this website?
Grade D
📖 AI Readability
100/100
Weight: 18%
🏷️ Entity Coverage
50/100
Weight: 15%
🧱 Semantic Structure
100/100
Weight: 15%
🔗 Citation Quality
40/100
Weight: 16%
🧩 Chunk Quality
80/100
Weight: 12%
🕒 Freshness
0/100
Weight: 12%
🤖 AI Feed Ready
0/100
Weight: 12%
Why AI may struggle to cite your site
- Low No JSON-LD structured data (Schema.org).
- Low No visible author or update date.
- Low No llms.txt / AI-feed endpoint discovered.
Issues detected
- No JSON-LD structured data (Schema.org).
- No visible author or update date.
- No llms.txt / AI-feed endpoint discovered.
GEO optimization suggestions
-
Add JSON-LD (WebPage / Organization / Article) for machine clarity.↑ +12 Impact
-
Show author byline and last-updated date on the page.↑ +8 Impact
-
Publish an llms.txt and/or an AI-feed Markdown endpoint.↑ +10 Impact
AI GEO Score: 57 · Grade D
· Checked · 2026-07-07 17:53
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Directory Info
- Category: Food Ingredients
- Domain: ingredion.com
- Listed: 2026-01-21
- Status: Verified listing
