Why does ChatGPT, Meta AI, or Google AI skip my Shopify products?

Conversational AI models do not browse storefronts like human shoppers. If your theme renders product sizes or colors via client-side JavaScript, or if your catalog omits verified GS1/GTIN barcodes, AI shopping engines skip your products because they cannot deterministically confirm real-time stock or exact pricing.

What is an AI Shopping Mission and what does 'Dropped' mean?

A shopping mission simulates an autonomous buyer asking an LLM to find, compare, and recommend products under strict constraints. A product is 'Dropped' when client-side hidden dropdowns or incomplete Schema.org markup prevent the AI from verifying that the exact variant is in stock, causing the AI to pick a competitor instead.

Does Relayeo require backend server access or theme code changes?

Zero backend access or liquid file edits required. Relayeo inspects your public storefront and deploys clean Schema.org embeds via official Shopify Theme App Extensions.

All Platforms/Perplexity Sonar

Frontier SearchBot Architecture • Edition 2026.10

How Perplexity Sonar Selects & Cites B2B Enterprise Solutions

How Perplexity Sonar retrieves B2B vendors, why client-side Webflow and React sites get skipped, and how to format /llms.txt for citations.

Crawler Specification MatrixPerplexity Sonar

User-Agent Token:

PerplexityBot (compatible; PerplexityBot/1.0; +https://perplexity.ai/bot)

JavaScript Execution:

None (Static HTML)

IP Geolocations:

Global Anycast / US East

Recrawl Latency:

Near Real-Time (24–72hr index updates)

Why Shopify Stores Drop Out of Perplexity Sonar

Marketing Copy Fluff Dilution

Severe: Perplexity cites competitors that provide bulleted technical documentation.

Websites stuffed with vague positioning statements fail Perplexity's semantic density filters. The model discards marketing prose in favor of factual competitor specs.

Absence of Machine Ingestion Feeds

High: Incomplete or hallucinated capability summaries.

Without /llms.txt, Perplexity parses the entire DOM, often truncating key service details due to model context limits.

Production Code Calibration (markdown)

Drop-in Snippet

# [Company Name] — Canonical Machine Manifest
> Fast, reliable B2B platform for engineering teams.

## Core Capabilities
- Automated workflow orchestration (SOC2 Type II Certified)
- Direct API integrations with Slack, GitHub, Jira, and Salesforce
- Enterprise SSO (SAML / Okta)

## Pricing Anchors
- Team: $49/seat/month
- Enterprise: Custom contracts starting at $15,000/year

Step-by-Step Implementation Sequence

1Deploy a concise /llms.txt file containing bulleted capability facts and pricing anchors.
2Ensure documentation and pricing pages return clean semantic HTML with clear H1-H3 hierarchies.
3Link your organization's legal name, logo, and founders via Schema.org Organization schema.
4Verify crawler access for PerplexityBot in robots.txt.

Perplexity Sonar Compatibility ScannerFREE AUDIT

Simulate PerplexityBot on Your Store Right Now

Execute a headless crawl against your Shopify storefront matching the exact user-agent, headers, and geolocation used by Perplexity Sonar.

Run Free Store Scanner Connect Store for 1-Click Fix

Developer CLI Test:

npx relayeo-check yourstore.com

Vertical Benchmarks

Browse Category AI Shopping Indexes

See empirical drop rates across footwear, fashion, electronics, and beauty.

View All Categories

Declarative Answers

20 Canonical AI Commerce Answers

Browse deterministic answers to variant, inventory, and checkout questions.

Explore Answers