An AEO/GEO audit is a human-led measurement of how AI engines cite and describe your brand — per engine, per market, per language.
Sectors we’ve audited
How the audit scales — from global FMCG to a single destination
The same frozen-query, human-led methodology, scoped to the size of the market it has to measure.
Engagements are presented without company names. Where an engagement is a methodology sample or an independent audit of public AI responses, it is labeled as such.
Worldwide AEO / GEO Audit
Global Food & FMCG Company
→ Methodology Sample — Worldwide AEO/GEO Audit
A multi-brand, multi-market audit of how the group’s brands surface in AI answers across every language its buyers ask in.
- Presence: Worldwide
- Brands: 20
- Languages: 24
- Competitors: 30+
- 8 weeks audit
What an enterprise audit looks like

AEO / GEO Audit
Global Industrial Automation Leader
→ Independent Audit — Public AI Responses
Industrial automation, smart manufacturing, electrification and robotics — a B2B catalogue measured at product-category level.
- Presence: 60+ countries
- Industrial products: 200,000+
- Orientation: B2B
- Network: Subsidiaries & partners in Europe, the Americas & Asia
Commercial Prompt Matrix

AI Market Intelligence & Website Strategy
Luxury Hospitality Development
→ Client Engagement — AI Market Intelligence & Website Strategy
How AI engines describe and recommend a specific destination — mapped before a single page of the new property’s site was built.
- Segment Luxury Residences & Suites
- Research area: Attica — a specific destination
Why an audit, not a dashboard
A tool gives you a score. An audit tells you why — and what to do about it.
Automated visibility trackers are useful for monitoring. They don’t read your pages, your competitors’ content, or the reasoning behind why an engine cites one brand over another. That’s the work.
An automated tool report
- A visibility score and a trend line
- A list of prompts you were or weren’t mentioned in
- The same template for every brand and market
- No view into why a competitor gets cited instead of you
- One language, usually English only
⠀The AEO Agency audit
- A frozen, reproducible query set built around your real buyers
- Mention vs. citation, mapped engine by engine
- The page-level reasons each engine cites who it cites
- A prioritized roadmap of technical and content fixes
- Coverage in every language your market actually searches in
What you receive
The deliverable
A document your team can act on, not a login you have to interpret.
01
Citation & mention map
Your standing per engine, per query, with the exact answers and sources each one returned.
02
Competitive gap analysis
Who is cited in your place, on which pages, and why — with the openings ranked by how takeable they are.
03
Technical findings
Structured-data, entity and crawlability issues blocking citation, with concrete fixes per template.
04
Content findings
Where your pages need answer-first restructuring to be quotable by an engine.
05
Prioritized roadmap
Sequenced by impact and effort, so the first fixes are the ones that move citations.
06
Re-measurement baseline
The frozen query set is yours to re-run, so progress is provable, not anecdotal.
Why human-led
We were tuning brands for how machines answer before it had an acronym.
2020
Voice-SEO origins. The multilingual query library behind every audit started with voice work years before AEO and GEO became categories.
method
Measurement discipline. Frozen query sets, void-run exclusion, mention-vs-citation separation — the protocol is documented and reproducible, by us or by you.
scope
Integrated, not siloed. AEO/GEO is run alongside technical SEO and content, because citation is won at the page level — not in a dashboard.
reach
Multilingual by default. If your buyers ask in three languages, the audit covers three languages.
Find out exactly where you stand in the answer layer.
A short call to scope the query set, the engines, and the languages that matter for your market — then a fixed-scope audit.
