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SEARCH & AI DEMAND

LLM search volume.

Turn your categories into a topic-level view of search and AI demand.

Read the methodology ↗

YOUR DEMAND LANDSCAPE

Search and AI, by category.

DEMO DATA — Synthetic figures for exploring the tool. Not market research.
Illustrative sample · United States / English · synthetic data
Google Search
19,100
Monthly searches
Standalone LLMs
2,865
Google AIO
6,685
Google AI Mode
955

Demand by topic

Monthly · overlapping channels
Topic / mapped keywordsGoogle SearchStandalone LLMsModeled rangeGoogle AIOExposure estimateAI ModeScenario only
Skin Carehautpflege5,700855428–1,2831,995285
Natural Cosmeticsnaturkosmetik5,400810405–1,2151,890270
Drugstoresdrogerie4,100615308–9231,435205
Sun Caresonnencreme3,900585293–8781,365195

AIO and AI Mode overlap Google Search. These columns must not be added into a total audience.

METHODOLOGY

How the estimates are calculated.

01 / Map & deduplicate

Each category maps to one representative search keyword in V1, not an exhaustive category market size. CSV keyword overrides give you control. Exact normalized categories and keywords are counted once; shared keywords belong to the first topic. Semantic variants can still overlap.

02 / Anchor in Google

Live mode uses DataForSEO Google Ads monthly search volume for the selected country and language. Missing volume stays unknown. Google close-variant grouping means even deduplicated keyword sums are approximate.

03 / Model standalone LLMs

Google volume × your LLM percentage. The displayed 0.5×–1.5× range is a sensitivity scenario, not a statistical confidence interval. No category-level usage measurement is claimed.

04 / Separate AI surfaces

AIO = Google volume × assumed incidence, or observed presence for sampled live keywords. A single SERP snapshot is not monthly incidence. AI Mode = Google volume × assumed adoption; it is not measured AI Mode traffic.

Demo volumes are deterministic synthetic fixtures based on keyword, country, and language. They have no empirical basis. Live SERP sampling checks up to 10 keywords; unobserved keywords use your assumption. Method version 1.0.