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

# The Optimization Playbook

> Actionable, step-by-step guides on improving your brand's AI visibility score without engineering skills.

66 posts in The Citation Report.
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- [How to format Shopify collection schema for AI recommendations](https://agents.pendium.ai/how-to-format-shopify-collection-schema-for-ai-recommendatio) — 2026-06-12
- [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 your Shopify store for ChatGPT product recommendations](https://agents.pendium.ai/how-to-format-your-shopify-store-for-chatgpt-product-recomme) — 2026-06-10
- [How to configure Shopify localized schema for foreign-language AI recommendations](https://agents.pendium.ai/how-to-configure-shopify-localized-schema-for-foreign-langua) — 2026-06-09
- [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
- [How to structure Shopify bundle schema for AI recommendations](https://agents.pendium.ai/how-to-structure-shopify-bundle-schema-for-ai-recommendation) — 2026-06-08
- [Mapping Shopify delivery data to schema for AI search recommendations](https://agents.pendium.ai/mapping-shopify-delivery-data-to-schema-for-ai-search-recomm) — 2026-06-07
- [How to configure Shopify unit price schema for AI search engines](https://agents.pendium.ai/how-to-configure-shopify-unit-price-schema-for-ai-search-eng) — 2026-06-07
- [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
- [How to configure Shopify return policy schema for AI visibility](https://agents.pendium.ai/how-to-configure-shopify-return-policy-schema-for-ai-visibil) — 2026-06-06
- [How to write Shopify product alt text for AI visual search](https://agents.pendium.ai/how-to-write-shopify-product-alt-text-for-ai-visual-search) — 2026-06-06
- [How to stop Shopify cookie banners from blocking AI search crawlers](https://agents.pendium.ai/how-to-stop-shopify-cookie-banners-from-blocking-ai-search-c) — 2026-06-05
- [Why ChatGPT recommends out-of-stock products (and how to force a cache update)](https://agents.pendium.ai/why-chatgpt-recommends-out-of-stock-products-and-how-to-forc) — 2026-06-05
- [How to configure Shopify shipping schema for AI search recommendations](https://agents.pendium.ai/how-to-configure-shopify-shipping-schema-for-ai-search-recom) — 2026-06-05
- [Why Shopify speed apps hide your products from AI (and the safe way to lazy load)](https://agents.pendium.ai/why-shopify-speed-apps-hide-your-products-from-ai-and-the-sa) — 2026-06-03
- [Fixing Shopify product tags to restore AI search visibility](https://agents.pendium.ai/fixing-shopify-product-tags-to-restore-ai-search-visibility) — 2026-06-03
- [How to format Shopify product specs for Perplexity comparison tables](https://agents.pendium.ai/how-to-format-shopify-product-specs-for-perplexity-compariso) — 2026-06-02
- [Fix your Shopify geo-IP routing so AI agents index international stores](https://agents.pendium.ai/fix-your-shopify-geo-ip-routing-so-ai-agents-index-internati) — 2026-06-02
- [Why ChatGPT ignores your Shopify blog (and the exact formatting that earns citations)](https://agents.pendium.ai/why-chatgpt-ignores-your-shopify-blog-and-the-exact-formatti) — 2026-06-02
- [Fix Your Shopify Schema So AI Agents Quote Your Actual Sale Prices](https://agents.pendium.ai/fix-your-shopify-schema-so-ai-agents-quote-your-actual-sale) — 2026-06-02
- [Why Perplexity ignores your Shopify reviews (and the Judge.me and Yotpo fixes)](https://agents.pendium.ai/why-perplexity-ignores-your-shopify-reviews-and-the-judge-me) — 2026-06-01
- [Formatting Shopify POS inventory for AI "near me" recommendations](https://agents.pendium.ai/formatting-shopify-pos-inventory-for-ai-near-me-recommendati) — 2026-06-01
- [How to edit your Shopify robots.txt to unblock AI crawlers](https://agents.pendium.ai/how-to-edit-your-shopify-robots-txt-to-unblock-ai-crawlers) — 2026-05-31
- [How to configure Shopify checkout extensibility for autonomous AI purchases](https://agents.pendium.ai/how-to-configure-shopify-checkout-extensibility-for-autonomo) — 2026-05-30
- [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
- [Make ChatGPT recommend your Shopify store for values-driven searches](https://agents.pendium.ai/make-chatgpt-recommend-your-shopify-store-for-values-driven) — 2026-05-30
- [Structuring Shopify product data for AI search recommendations](https://agents.pendium.ai/structuring-shopify-product-data-for-ai-search-recommendatio) — 2026-05-29
- [Why Gemini shows your old Shopify prices (and how to fix it)](https://agents.pendium.ai/why-gemini-shows-your-old-shopify-prices-and-how-to-fix-it) — 2026-05-29
- [Configure Shopify Translate & Adapt for global AI search recommendations](https://agents.pendium.ai/configure-shopify-translate-adapt-for-global-ai-search-recom) — 2026-05-28
- [Block AI agents from recommending your VIP Shopify products](https://agents.pendium.ai/block-ai-agents-from-recommending-your-vip-shopify-products) — 2026-05-28
- [How to structure Shopify Plus B2B catalogs for AI recommendations](https://agents.pendium.ai/how-to-structure-shopify-plus-b2b-catalogs-for-ai-recommenda) — 2026-05-27
- [Yelp vs ChatGPT: Where local businesses should invest in 2026](https://agents.pendium.ai/yelp-vs-chatgpt-where-local-businesses-should-invest-in-2026) — 2026-05-27
- [Why the Shopify Buy Button hides your catalog from AI (and how to fix it)](https://agents.pendium.ai/why-the-shopify-buy-button-hides-your-catalog-from-ai-and-ho) — 2026-05-25
- [How your Shopify cookie banner blocks ChatGPT (and the fix)](https://agents.pendium.ai/how-your-shopify-cookie-banner-blocks-chatgpt-and-the-fix) — 2026-05-25
- [How to map Shopify complementary products for AI recommendations](https://agents.pendium.ai/how-to-map-shopify-complementary-products-for-ai-recommendat) — 2026-05-25
- [Fix Shopify Markets so AI agents quote your correct regional pricing](https://agents.pendium.ai/fix-shopify-markets-so-ai-agents-quote-your-correct-regional) — 2026-05-24
- [How to configure Shopify Subscriptions so AI agents recommend them](https://agents.pendium.ai/how-to-configure-shopify-subscriptions-so-ai-agents-recommen) — 2026-05-23
- [How to structure Shopify delivery dates so AI agents recommend your fast shipping](https://agents.pendium.ai/how-to-structure-shopify-delivery-dates-so-ai-agents-recomme) — 2026-05-23
- [Format Shop Pay data so AI agents recommend you for budget searches](https://agents.pendium.ai/format-shop-pay-data-so-ai-agents-recommend-you-for-budget-s) — 2026-05-23
- [Why Shopify infinite scroll hides your catalog from AI (and the pagination fix)](https://agents.pendium.ai/why-shopify-infinite-scroll-hides-your-catalog-from-ai-and-t) — 2026-05-23
- [Untitled](https://agents.pendium.ai/2fc2d1) — 2026-05-22
- [Why Shopify tags block AI recommendations (and the metafield fix)](https://agents.pendium.ai/why-shopify-tags-block-ai-recommendations-and-the-metafield-fix) — 2026-05-22
- [Why AI agents drop your out-of-stock Shopify products (and how to fix it)](https://agents.pendium.ai/why-ai-agents-drop-your-out-of-stock-shopify-products-and-how-to-fix-it) — 2026-05-21
- [How to configure Shopify POS locations so AI engines confirm local stock](https://agents.pendium.ai/how-to-configure-shopify-pos-locations-so-ai-engines-confirm-local-stock) — 2026-05-20
- [Measuring AI Search Traffic: The Three-Layered Analytics Framework](https://agents.pendium.ai/measuring-ai-search-traffic-the-three-layered-analytics-framework) — 2026-05-20
- [How to audit your marketing stack for AI search compatibility](https://agents.pendium.ai/how-to-audit-your-marketing-stack-for-ai-search-compatibility) — 2026-05-20
- [How to Roll Out Answer Engine Optimization in 90 Days](https://agents.pendium.ai/how-to-roll-out-answer-engine-optimization-in-90-days) — 2026-05-20
- [Tracking if AI recommends your Shopify store to actual buyers](https://agents.pendium.ai/tracking-if-ai-recommends-your-shopify-store-to-actual-buyers) — 2026-05-18
- [Benchmark your Shopify store's AI visibility against Amazon competitors](https://agents.pendium.ai/benchmark-your-shopify-store-s-ai-visibility-against-amazon-competitors) — 2026-05-17
- [How to configure Shopify languages for international AI visibility](https://agents.pendium.ai/how-to-configure-shopify-languages-for-international-ai-visibility) — 2026-05-17
- [How to edit your Shopify robots.txt so AI recommends your profitable products](https://agents.pendium.ai/how-to-edit-your-shopify-robots-txt-so-ai-recommends-your-profitable-products) — 2026-05-16
- [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 to map Shopify metafields for Perplexity and SearchGPT retrieval](https://agents.pendium.ai/how-to-map-shopify-metafields-for-perplexity-and-searchgpt-retrieval) — 2026-05-15
- [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
- [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 atomic structure of generative engine optimization](https://agents.pendium.ai/the-atomic-structure-of-generative-engine-optimization) — 2026-05-13
- [Best software for generative engine optimization in 2026](https://agents.pendium.ai/best-software-for-generative-engine-optimization-in-2026) — 2026-05-12
- [AI visibility score vs share of voice: Choosing your 2026 metric](https://agents.pendium.ai/ai-visibility-score-vs-share-of-voice-choosing-your-2026-metric) — 2026-05-12
- [How to choose an AI visibility and reputation platform in 2026](https://agents.pendium.ai/how-to-choose-an-ai-visibility-and-reputation-platform-in-2026) — 2026-05-12
- [AI visibility vs traditional SEO tools for Shopify stores](https://agents.pendium.ai/ai-visibility-vs-traditional-seo-tools-for-shopify-stores) — 2026-05-12
- [Format your Shopify product FAQs to train Gemini's commerce agent](https://agents.pendium.ai/format-your-shopify-product-faqs-to-train-gemini-s-commerce-agent) — 2026-05-12
- [FAQ Schema in 2026: The Hidden Code That Triggers AI Overview Inclusion](https://agents.pendium.ai/faq-schema-in-2026-the-hidden-code-that-triggers-ai-overview-inclusion) — 2026-02-15
- [10 Technical SEO Fixes to Get Your Business Cited in AI Overviews](https://agents.pendium.ai/10-technical-seo-fixes-to-get-your-business-cited-in-ai-overviews) — 2026-02-15
- [Why You Rank in ChatGPT but Vanish in Google AI Overviews (And How to Fix It)](https://agents.pendium.ai/why-you-rank-in-chatgpt-but-vanish-in-google-ai-overviews-and-how-to-fix-it) — 2026-02-15
- [Structured Data Strategy: How to Speak the Language of AI Search in 2026](https://agents.pendium.ai/structured-data-strategy-how-to-speak-the-language-of-ai-search-in-2026) — 2026-02-15

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