Insights

Market Structure

Whole-market studies and bi-weekly essays on structured market intelligence, by Pascal Moyon. The findings, the method, and the proof.

Market studies

Whole-market reads — every competitor, every customer voice, no sample.

Each is a real market analysis end to end. Findings from public data — not delivered client results.

Browse all market studies →

Essays

Market Structure — the bi-weekly essay.

Long-form on structured market intelligence. Cross-posted from Substack.

· 8 min

The four silos of market research — and why your view of the market is broken

Market research is split into four silos — surveys, SEO, Amazon, advisory — that don't talk to each other, on data that often can't be verified. Why one instrument beats a five-tool stack.

· 11 min

Keyword search volume: four challenges, one honest number

Google's volume figures merge close variants, inherit totals onto misspellings, refuse whole categories, and snap to buckets. Measured in 106,313 keywords.

· 6 min

Market research: what it is, what it's for

Market research finds opportunities, maps market structure, prioritises action. We measured the market-research market itself: demand is tool-shaped.

· 5 min

The State of AI Market Research, 2026: nobody owns the answers yet

Original measured research on the AI-market-research category: 37,120 evidenced observations, the full UK and US search landscapes, and the AI-answer citation layer. Five findings, including the one that matters most — the category's AI answers are dominated by listicles and one live debate, not by any incumbent.

· 5 min

AI answers have a shortlist for market research. Here's how it's decided.

The GEO scoreboard is your share of the citations AI answers make — and it does not move with your Google rankings. Here is how to measure it, who currently owns the answers in market research, and why that lead is more contestable than search.

· 6 min

Ask the market anything

Theia reads everything the internet says about a market — every source type, every competitor, every language — and answers questions with evidence you can check. Seven real questions across seven markets, answered from 800,000+ measured voices.

· 5 min

Deep web research for B2B markets

AVIXA, EMVA, GenICam, ROS Discourse, ResearchGate — the 8,000+ sources that drive industrial specification decisions live where Brandwatch can't crawl. The deep-web alternative.

· 5 min

The eleven shapes of a market

Most segmentations are methodology artefacts. Real markets, read from search data, almost always reveal more structure than survey research can resolve.

· 4 min

Why your share of voice number is wrong

Most measurements of share of voice answer a different question than the one a CMO actually asks. Here's the fix.

· 5 min

The four pillars of structured market intelligence

Most platforms cover one pillar and call it intelligence. The brands that need all four are quietly building integrated stacks that connect them. Here's the methodology behind the four-pillar approach.

· 5 min

Why we don't ship synthetic respondents

Synthetic respondents are useful for early-stage exploration. They are structurally biased for board-grade strategy, PE diligence, and regulated services. Here's the alternative.

· 5 min

We ran a Theia study on the AI market research category itself

When you sell market intelligence, the most credible demo is to run the engine on yourself. Here's the result — and what it tells you about the category.

· 9 min

Your market is a graph, not a dashboard

Why share of voice dashboards are the wrong tool for strategy, and what a structured graph of your market looks like instead. Five years of the method in public.