The framework
Most consumer brand intelligence tools cover one of these four pillars. The strategy lives in the connection between all four.
Pillar 1 — DEMAND
What it measures: the upstream signal of what the market wants.
Data sources: Google search volume, Amazon search volume, People Also Ask questions, AI Overview answer trends, Google Trends seasonality, YouTube search volume.
Why it matters: every strategy should start with what the market is asking. If your strategy doesn't begin from documented demand, it's guesswork dressed up as intuition.
Pillar 2 — VISIBILITY
What it measures: where you show up when the market looks.
Data sources: Google SERP rankings, Amazon search rankings, AI Overview citations (ChatGPT, Claude, Perplexity, Gemini), share of organic traffic per keyword cluster, 20+ retailer page visibility.
Why it matters: rankings ≠ share of voice. Rankings are share of attention — weighted by click-through-rate. Theia tracks visibility as the cumulative click share weighted by the CTR curves for each platform.
Pillar 3 — SALES
What it measures: how attention converts.
Data sources: third-party sales estimates (JungleScout, Stackline, Keepa), first-party POS where available, pricing data, retailer sell-through.
Why it matters: without sales tie-out, perception work is philosophy. With it, perception becomes predictive.
Pillar 4 — PERCEPTION
What it measures: what the market thinks, in its own words.
Data sources: Amazon reviews, BazaarVoice retailer reviews, YouTube creator coverage, Reddit and category forums, editorial reviews, AI Overview summaries.
Why it matters: this is the qualitative layer most platforms skip. Properly extracted and harmonised across markets, it tells you not what your brand says about itself but what the market says about your brand.
Why most platforms cover one pillar
Brandwatch does perception. SparkToro does audience-led demand. Similarweb does visibility. Evertune does AI visibility (one slice of perception).
Each does its slice well. None build the graph that connects them.
That connection is where strategy lives. A brand that rises in AI citations but loses sales is misreading the market. A brand with declining search volume that's winning sales per click is in a valuable niche, not a dying one.
You can't see either of those without the full graph.
How Theia connects the four pillars
Theia's repository stores all four pillars in a single canonical schema, linked at the product × market × property level. The 5 strategy agents (L1 → L4) read from the connected graph and produce ship-ready briefs.