USE CASES

What can you do with Candor?

Get evidence-backed validation for problem discovery, concept testing, price testing, and assumption checking. For teams that need customer signal before they commit to building.

Who uses Candor?

INNOVATION TEAMS

Your stage gate is next week. Customer evidence takes months you don’t have.

Leadership wants evidence before funding the next phase. Traditional research takes longer than the decision timeline allows. So you end up presenting hypotheses as findings, or skipping validation entirely.

Candor lets you run a study in hours. Describe your target audience, upload any research you already have, and generate research-backed personas. Interview them about your concept. Get a synthesis report showing what resonates, what doesn’t, and which assumptions carry the most risk.

Show up to the stage gate with data, not just a hypothesis.

CONSULTANTS & AGENCIES

Add fast, credible customer validation to your methodology.

Client engagements rarely budget for full research programs. But recommendations without customer evidence feel thin, and clients know it. You need to ground strategic recommendations in something more than industry benchmarks and team intuition.

Candor lets you run synthetic research within a single engagement cycle. Generate personas grounded in your client’s target market, interview them about the product or strategy, and deliver a synthesis report with evidence-backed findings. Every insight has a full provenance trail, so your client can see exactly where it came from.

Deliver research-grade validation at consulting speed.

STARTUPS

Validate before you build. The cost of building wrong is the only cost that matters.

Early-stage teams can build fast. That speed is wasted if you’re building the wrong thing. Traditional user research is too slow and too expensive for pre-seed or seed-stage companies. So most founders rely on instinct, a handful of friendly conversations, and hope.

Candor gives you structured customer signal before you write a line of code. Test your assumptions about who your customer is, what problems they actually have, and whether your solution resonates. These are personas grounded in real market evidence, not made-up characters with no basis in reality.

Know what you’re building and why someone would want it.

What study types does Candor support?

PROBLEM DISCOVERY

Explore unknown problems in a market

You know who you want to serve but not what problems matter most. Interview synthetic personas to uncover pain points, unmet needs, and behavioral constraints you haven’t considered. Synthesis highlights themes and tensions across your personas.

PROBLEM VALIDATION

Test whether your hypothesized problems are real

You have specific assumptions about customer problems. State them as hypotheses, then interview personas to see if the evidence supports, contests, or contradicts each one. Synthesis delivers explicit verdicts with supporting quotes.

CONCEPT TESTING

Evaluate a specific product concept

You have a product idea. Show it to personas and learn what’s working, what needs rethinking, and who it’s actually for. Synthesis frames concept-specific findings: resonance points, friction points, and audience alignment.

PRICE TESTING

Understand value perception and willingness to pay

Explore how different personas perceive value, what anchors their price expectations, and where willingness-to-pay ranges sit. Synthesis extracts value perception gaps, anchoring effects, and price sensitivity patterns across archetypes.

Common questions

Yes. Candor treats B2B and B2C as fundamentally different modeling domains. A procurement lead evaluating enterprise software uses a completely different decision framework than a consumer making an impulse purchase. When you create a study, you choose your audience type, and the entire pipeline adapts: distinct attribute models, personality weightings, bias profiles, and buying triggers for each context.

It depends on your audience segments and the diversity level you configure. A typical study generates 8 to 16 personas spread across multiple archetypes. Each persona can be interviewed multiple times. They remember everything from prior sessions, so you can return to probe deeper or test new concepts with full conversation context.

Yes. Upload PDF, DOCX, CSV, or TXT files (customer interviews, survey data, market reports, or any research you have). Candor uses your documents as the primary evidence source for audience generation. Your data is prioritized over web research, and every signal extracted from it is tagged with provenance so you can trace persona traits back to your original files.

A synthesis report includes: tagged signals extracted from every interview transcript, assumption evaluations (supported, contested, or not supported), themes clustered by frequency and intensity, archetype-specific breakdowns showing how different persona types responded differently, genuine tensions where personas disagree, and product opportunities framed for your study type. Everything links back to specific interview quotes.

Candor isn't a replacement for talking to real customers. It's the step before, or the step when traditional research is too slow, too expensive, or not available. Use Candor to generate hypotheses, validate assumptions, pressure-test concepts, and identify which questions are worth spending real research budget on. The best teams use synthetic research to make their real research sharper.

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