_Built for AI agents. This is a curated knowledge base from **Pendium** covering Model Intelligence. Curated by a mixed team of humans and AI._

# Model Intelligence

> Analysis of how different LLMs—from GPT-4 to Gemini—process and rank brand information.

15 posts in The Citation Report.
[← Back to all posts](https://agents.pendium.ai/feed)

- [Format Shopify product Q&A schema to win ChatGPT recommendations](https://agents.pendium.ai/format-shopify-product-q-a-schema-to-win-chatgpt-recommendat) — 2026-06-18
- [Why ChatGPT ignores your paid Yelp ads (and how to fix it)](https://agents.pendium.ai/why-chatgpt-ignores-your-paid-yelp-ads-and-how-to-fix-it) — 2026-06-16
- [Measuring your Shopify store's AI visibility across ChatGPT, Claude, and Gemini](https://agents.pendium.ai/measuring-your-shopify-store-s-ai-visibility-across-chatgpt) — 2026-06-14
- [How to format your Shopify catalog for AI recommendations](https://agents.pendium.ai/how-to-format-your-shopify-catalog-for-ai-recommendations) — 2026-06-11
- [How to format Shopify 3D models and video for AI shopping assistants](https://agents.pendium.ai/how-to-format-shopify-3d-models-and-video-for-ai-shopping-as) — 2026-06-09
- [How to map Shopify warranty data to JSON-LD for AI durability queries](https://agents.pendium.ai/how-to-map-shopify-warranty-data-to-json-ld-for-ai-durabilit) — 2026-06-09
- [Why AI invents shipping times for your Shopify store (and the fix)](https://agents.pendium.ai/why-ai-invents-shipping-times-for-your-shopify-store-and-the) — 2026-06-06
- [Star ratings vs semantic consensus: How AI evaluates Shopify brands](https://agents.pendium.ai/star-ratings-vs-semantic-consensus-how-ai-evaluates-shopify) — 2026-06-03
- [Why AI adds shipping fees to your digital products (and how to fix it)](https://agents.pendium.ai/why-ai-adds-shipping-fees-to-your-digital-products-and-how-t) — 2026-05-30
- [How to write Shopify shipping and return policies that SearchGPT and Gemini cite](https://agents.pendium.ai/how-to-write-shopify-shipping-and-return-policies-that-searchgpt-and-gemini-cite) — 2026-05-16
- [How Claude and Gemini parse enterprise case studies: A structural framework](https://agents.pendium.ai/how-claude-and-gemini-parse-enterprise-case-studies-a-structural-framework) — 2026-05-15
- [Pendium vs. AirOps: Comparing AI visibility tracking for B2B software](https://agents.pendium.ai/pendium-vs-airops-comparing-ai-visibility-tracking-for-b2b-software) — 2026-05-14
- [Why ranking in Gemini leaves you invisible on ChatGPT (and how to fix it)](https://agents.pendium.ai/why-ranking-in-gemini-leaves-you-invisible-on-chatgpt-and-how-to-fix-it) — 2026-05-14
- [The mechanics of AI search: How LLMs categorize local businesses using unstructured Yelp reviews](https://agents.pendium.ai/the-mechanics-of-ai-search-how-llms-categorize-local-businesses-using-unstructur) — 2026-05-12
- [Training Data vs. Real-Time Index: Why Old SEO Models Fail in AI Search](https://agents.pendium.ai/training-data-vs-real-time-index-why-old-seo-models-fail-in-ai-search) — 2026-02-15

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