AI-generated consumer panels that deliver purchase intent scores, Likert distributions, and rich qualitative feedback in 24 hours.
Request a Free PilotOur pipeline is built on published academic research in LLM-based consumer simulation. Real statistical rigor, real distributions, real insight.
Send us your product concept — text, packaging, ad creative. 15-minute intake call to align on demographics and category.
We generate 100+ demographically-targeted synthetic consumers with realistic psychographic profiles — shopping habits, health orientation, brand adoption style.
Each synthetic respondent reacts in their own words. Responses are scored into calibrated Likert distributions using semantic similarity.
Presentation-ready deck with purchase intent distributions, demographic breakdowns, qualitative themes, and consumer objections.
Built on published research. Our scoring method (Semantic Similarity Rating) achieves 90% of the maximum correlation ceiling set by human test-retest reliability — validated with real consumer panel benchmarks.
| Traditional Panel | LLM-Based Panel | |
|---|---|---|
| Turnaround | 2–4 weeks | 24 hours |
| Cost per concept | $15,000 – $30,000+ | Under $500 |
| Qualitative depth | Minimal open-ends | Detailed reasoning per respondent |
| Iteration speed | Weeks between variants | Test 5 variants in a day |
| Niche demographics | Hard to fill, expensive | Any demographic mix on demand |
| Output format | Raw data + crosstabs | Presentation-ready deck + data |
Screen 10 concepts before committing budget to validate the top 2 with a traditional panel. Cut your concept mortality rate in half.
Test product positioning, messaging, and launch concepts before committing to campaigns. Identify which ideas resonate before going to market.
Quickly pressure-test campaign concepts and messaging before presenting to clients. Identify the strongest creative direction early.
Our methodology performs best for categories where purchase intent is a meaningful signal — products people can evaluate from a concept description or visual.
Not yet validated for: B2B, luxury goods, financial products, or novel technology categories. We'll tell you upfront if your category isn't a good fit.
Send us your real concept. We'll run it through our full pipeline and deliver a polished report. No cost, no commitment.
Request a Free Pilot