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.

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Home/Agency/Playbook

WHITE-LABEL INFRASTRUCTURE

Deliver AI Search Authority Under Your Agency Brand.

How modern technical agencies & development teams rebrand diagnostic audits, client pitch decks, and machine protocols with 100% white-label attribution.

Query Answered: "White label AEO software for web engineering teams"

The Agency Dialect Consensus

True white-label AEO software allows your agency to audit client domains, identify competitor displacement across ChatGPT and Perplexity, and compile production /llms.txt and Schema @graph files—all under your agency name. Clients never see Relayeo. Every pitch deck, telemetry log, and monthly proof-of-work PDF carries 'Prepared by [Your Agency Name]', giving your agency 100% ownership of the client relationship and the monthly retainer.

Tactical Execution Framework

What Your Agency Actually Delivers

STEP 01

1-Click Branded Client Pitch Decks

Generate executive presentation slides in 10 seconds. Includes client citation vulnerability, competitor theft percentage, and recommended retainer terms.

4-Slide White-Label Pitch Deck (PDF & Web Link)

STEP 02

Client-Facing Machine Deliverables

Relayeo writes production-ready /llms.txt manifests and Schema.org @graph JSON-LD tagged with your agency author stamps.

Drop-in <head> code and root /llms.txt files

STEP 03

Automated Monthly Proof-of-Work PDFs

Keep retainer churn at near-zero with recurring telemetry reports proving citation stability and zero hallucination drift.

Monthly Agency Executive Report

Paradigm Shift

Legacy Agency Workflow vs. Sovereign AEO Protocol

The Old Way

Legacy SEO white-labeling requires manual Moz/Ahrefs export scraping and tedious PDF slide compilation.

The Sovereign AEO Way

Relayeo compiles live multi-model citations (GPT-4o, Perplexity Sonar, Claude) and generates ready-to-send decks in 10s.

→ Agency Advantage: Save 15+ hours per client pitch; close retainers before competitors schedule their second call.

The Old Way

Clients often bypass agencies once they figure out which keyword tool the agency is reselling.

The Sovereign AEO Way

Attribution is locked to your agency. Clients cannot recreate custom semantic disambiguation without your portal.

→ Agency Advantage: Zero client disintermediation risk.

Interactive In-Context Diagnostic

Audit any client domain below to generate an instant white-label pitch deck.

Run a live multi-model citation audit to see competitor displacement in real time.

Live AI Citation Comparison

What AI Engines Actually See

Query: "Find enterprise workflow platforms with SOC2 under $50/user"

Uncalibrated WebsiteINELIGIBLE

Evidence: Unstructured HTML & Client-Side JavaScript

Simulated Agent Evaluation (RAG Tokenizer & Schema Parser):"Inspected website HTML. Pricing tiers, compliance specs, and services are trapped in unrendered client scripts. Missing canonical /llms.txt and entity schema. Skipping company to prevent hallucinating unverified claims."

Status: Machine-Invisible • Dropped by Citation Engines

With Relayeo ObservabilityVERIFIED

Evidence: Canonical /llms.txt & Nested Schema.org @graph

Simulated Agent Evaluation (RAG Tokenizer & Schema Parser):"Canonical /llms.txt detected at edge root. Pricing tiers ($49/seat) and SOC2 Type II certs verified via Schema.org @graph. Direct company service endpoints verified."

Status: Citation Verified#1 Recommended

Test your own business domain live in 5 seconds:

Relayeo Wholesale Partner

Ready to onboard your first 3 retainer clients?

Unlock 5 client vaults for \$249 one-time or 15 client vaults for \$499 one-time. 100% one-time license with zero recurring software fees.

Explore Partner Tiers

Agency Knowledge Base

Explore More Agency Playbooks

AGENCY PRICING ARCHITECTURE

The $1,500/mo AEO Retainer Playbook.

How to package, price, and sell ongoing Answer Engine Optimization to existing and new agency clients at 94%+ gross margins.

Read Playbook

DELIVERABLES MATRIX

What Replaces Backlinks and Keyword Densities in 2026.

A clear comparison of traditional SEO deliverables versus Sovereign AEO deliverables that technical agencies & development teams deliver to clients.

Read Playbook

SALES ENABLEMENT

The 4-Slide Pitch Deck That Closes AEO Retainers.

The exact presentation framework top digital agencies use to show clients why they are invisible in AI search—and how to fix it in 30 days.

Read Playbook

CHURN PREVENTION

Turn the 68% Zero-Click Drop Into a Retainer Upgrade.

Clients are panicking as Google AI Overviews swallow organic clicks. Here is how agencies turn traffic anxiety into high-ticket AEO contracts.

Read Playbook

ZERO-OVERHEAD DEPLOYMENT

Offer Full AEO Services With 0 Machine Learning Engineers.

How boutique and mid-size agencies deliver enterprise AI search optimization using automated compiler infrastructure.

Read Playbook

TELEMETRY SURVEILLANCE

Continuous Multi-LLM Citation Surveillance for Agencies.

How to monitor client brand mentions, price hallucinations, and competitor citations across ChatGPT, Perplexity, and Claude 24/7.

Read Playbook