AEO · GEO · Structured data · Agentic Fuel
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 part of these methods ships as our app, Agentic Fuel.
What we do
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.
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
Agentic Fuel — the app
Agentic Fuel is our Shopify app. It scans the catalogue, scores every product on its readiness for AI assistants and enriches products with categories, attributes, use cases, FAQs and specifications. The result is published as JSON-LD and storefront content; the app also tracks how often assistants name your brand, and who they name instead. Built on Ruby on Rails.
Install Agentic Fuel from the App Store Or start with an AEO audit
- An AI-readiness score for every product
- Tracking: how often AI names your brand, and which rivals
- Product enrichment: categories, attributes, use cases, FAQs, specifications
- JSON-LD for store pages, and storefront content
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 | Before | After |
|---|---|---|
| mobile | 27 | 97 |
| desktop | 37 | 100 |
PageSpeed Insights, home page of karcher.uz. Previous theme measured 30 Aug 2026; new theme — median of 9 runs, 28 Aug 2026.
- 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 Agentic Fuel.
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.
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. Agentic Fuel 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.