AEO audit
Seven-layer maturity model and a six-axis radar; a one-page report with an AI Visibility Score and a prioritised fix list.
AEO · GEO · Structured data · AgenticFuel
Be the answer AI assistants cite.
Master Development provides answer engine optimisation (AEO, also called GEO): we audit how ChatGPT, Perplexity, Gemini and Google AI Overviews see a brand, then fix the causes — entity consistency, schema.org/JSON-LD, evidence-based product content, agents.md and UCP readiness. For Shopify merchants the same methods ship as our app, AgenticFuel.
What we do
Entity and structured data
Organization, Product, Offer, FAQ and Service schema generated from verified facts, consistent across site, marketplaces and directories.
Product enrichment pipelines
AI-generated titles, summaries, FAQs and attributes under evidence-only rules: every claim traceable to merchant, platform or extracted data; validators block invented facts.
Share of Model measurement
Monthly tracking of how often assistants mention you versus competitors on the questions your buyers ask.
Agentic commerce readiness
agents.md, llms.txt, product.md feeds and UCP / ACP checks so shopping agents can read and transact with your catalogue.
Shopify store speed
Theme and loading-order rework measured by Google PageSpeed: fast, stable pages that assistants and search rank higher — see the karcher.uz case.
Shopify app
AgenticFuel — the app
AgenticFuel is a Shopify app that packages our AEO practice: AI Visibility Score, Competitor Radar (share of voice with statistical confidence), an evidence-first enrichment pipeline with truth-layer tagging, JSON-LD generation, an AEO content generator and a UCP readiness checker. Built on Ruby on Rails, it writes to your store under a three-tier approval policy, so nothing goes live without the level of review you choose.
Request early access to AgenticFuel →- AI Visibility Score and seven-pillar diagnostics
- Competitor Radar — who assistants recommend instead of you, and why
- Enrichment pipeline: merchant / platform / extracted / inferred facts, never invented
- JSON-LD, agents.md and product.md delivered via App Proxy
Shopify · Google PageSpeed
Speed is part of being the answer.
AI assistants and Google favour stores that open fast and hold still while loading. For the Kärcher store in Uzbekistan (karcher.uz, Shopify) we rebuilt the theme and the way it loads: the new theme scores 97 on mobile against 27 for the previous one, and 100 against 37 on desktop. The main image now appears in 2.3 seconds instead of 8.8 — with the promo carousel, pixels and analytics the business relies on kept in place.
- Google PageSpeed: 27 → 97 on mobile, 37 → 100 on desktop
- Main image on screen in 2.3 s instead of 8.8 s
- Promo carousel, pixels and analytics kept — nothing the business needs was cut
How we work
Evidence first
We only publish what can be proven from your data. AI assistants penalise inconsistency more than thin content.
Measure, then change
Baseline AI Visibility Score before any edit; every change is tied to a question buyers ask.
Guardrails
Deterministic validators for regulated claims (supplements, cosmetics, adult, medical).
Not only Shopify
Audits and structured data for any stack; the app is Shopify-specific.
Engagement
Baseline audit
AI Visibility Score, entity check, competitor snapshot.
Fix plan
Prioritised by expected lift; fixed price.
Implementation
Schema, content pipelines, agent files — by us or via AgenticFuel.
Monthly tracking
Share of Model report and next-step recommendations.
Questions we get on the first call
What is AEO and how is it different from SEO?
SEO targets ranking in a list of links; AEO targets being selected and cited inside an AI-generated answer. It depends more on entity consistency, structured data and verifiable claims than on backlinks.
Does AgenticFuel invent product information?
No. Every generated field is tagged by source (merchant, platform, extracted or inferred), inferred facts are flagged, and validators block unsupported claims.
Which AI assistants do you measure?
ChatGPT, Perplexity, Gemini, Claude and Google AI Overviews; the set is configurable per market.
Can you work with a non-Shopify site?
Yes for audits, structured data and content pipelines. AgenticFuel itself runs only on Shopify.
Ask an AI assistant about your brand. Then send us the answer.
We will tell you why it said that and what changes it.
Request an AEO audit