Study Types
Qualitative
Open-ended reactions. Each respondent writes a verdict, summary, and reasoning in their own voice. Best for messaging, positioning, and concept feedback.
Single-Choice
Respondents pick one option from a set you provide. Returns a vote breakdown plus per-respondent reasoning for each choice. Best for A/B testing headlines, designs, or value props.
Launching a Test Run
Write the prompt
This is what respondents will react to — a headline, a product concept, a value prop, a chunk of landing page copy, anything.
Pick the study type
Qualitative for open reactions, or single-choice if you want respondents to pick an option.
Add options (single-choice only)
Add 2 or more options. Each option can have a label and an optional image.
Attach prompt images (optional)
Add up to 4 images to show alongside the prompt — useful for design mocks, screenshots, or marketing assets.
Pick the audience
Either select a list of persona IDs, or choose an entire panel. Replica sets inside a panel all participate.
What Each Respondent Returns
For every respondent, the test produces:| Field | What It Means |
|---|---|
| Overall score | 0–100, higher is more positive. Color-coded in the UI (green 75+, yellow 50–74, red under 50). |
| Sentiment | Positive, neutral, or negative. |
| Verdict | One-line bottom-line reaction. |
| Summary | First-person reaction in the persona’s voice. |
| Reasoning | Why the persona reacted that way, grounded in their profile and signals. |
| Tags | Topic/theme labels the persona reacted to — used for aggregate top-themes rollup. |
| Selected option | The option they picked (single-choice only). |
| Dimension scores | Clarity, relevance, trust, and likelihood to act — each 0–100. |
| Cited signals | Signal IDs the respondent referenced when reacting. |
Aggregate Results
At the top of every completed run you’ll see:- Response totals — completed, failed, and running counts
- Average scores — overall plus each dimension (clarity, relevance, trust, likelihood to act)
- Sentiment distribution — positive / neutral / negative counts
- Top tags — the themes that came up most across respondents
- Option breakdown (single-choice only) — vote count and percentage per option, with the winner highlighted
Saving and Sharing Results
Every completed run has two export paths:- Save to Knowledge — creates a structured Knowledge page with the prompt, aggregate metrics, top respondents, and breakdown by type. Keeps the finding inside BuildBetter next to other research.
- Export to PDF — produces a formatted report with the same content for external sharing.
Limits
- Up to 100 replicas per panel member
- Up to 4 images per test prompt
- Single-choice tests require 2 or more options
- No limit on qualitative study prompt length