Every method on one panel
Swipe tests, surveys, AI voice and video interviews, ad, concept and packaging testing, and brand tracking — all answered by the same weighted panel, so results stay comparable.
Comparison
A capability-by-capability look at predictedby.me alongside First Insight, Zappi, Conveo, Attest and Pollfish — methods, audiences, AI features and pricing models. Last updated November 2026.
✓ = capability listed on the company's public materials. – = not listed, which is not proof the competitor does not offer it.
| Capability | predictedby.me | First Insight | Zappi | Conveo | Attest | Pollfish |
|---|---|---|---|---|---|---|
| Standard surveys | Quant questions inside interviews | |||||
| Swipe-style product tests | ||||||
| Sketch to photorealistic image, ready to test | ||||||
| Ad / creative testing | ||||||
| Concept testing | ||||||
| Packaging testing | ||||||
| Brand tracking | ||||||
| Pricing research | (price intelligence) | (core strength) | ||||
| AI voice interviews | (core product) | |||||
| AI video interviews and video tasks | ||||||
| Eye-region attention heatmaps | ||||||
| Facial expression signals | ||||||
| Predictive scoring of products | (AI scoring, predictor engine) | (Bayesian forecasting) | ||||
| Sales outcome import | ||||||
| Trend intelligence | ||||||
| Own first-party customer panel | (retailers' own customers) | via your own lists | Owned audience | |||
| External panel access | (via Respondent.io) | (150M+ people, 59 markets) | ||||
| AI assistant or co-pilot | (Ask Ted, AI survey drafting) | (Compass) | ||||
| Self-serve | (also full service) | Not stated | (also managed) | |||
| API / integrations | ||||||
| Pricing model | Credits | Not shown | Not shown | Recruitment fee plus incentives | Not shown | Free platform, paid audience |
Competitor columns are based on each company's public website and directory listings. Sources: conveo.ai/product, askattest.com/product, zappi.io, firstinsight.com/company, pollfish.com.
Swipe tests, surveys, AI voice and video interviews, ad, concept and packaging testing, and brand tracking — all answered by the same weighted panel, so results stay comparable.
Predictive scoring weighted by who has actually been right before, with sales-outcome import feeding real results back into future scores.
Eye-region attention heatmaps and facial expression signals, analysed on the respondent's own phone with nothing recorded or stored.
Turn a rough sketch into a photorealistic image ready to test with real shoppers — before anything is made.
Run studies with a global panel, your own first-party customers, or a combination — in the same study.
Buy annual credits and spend them on studies whenever you need them. No subscriptions, no per-seat fees.