HOW IT WORKS

How does Candor turn a research question into actionable signal?

Candor starts with your research question, retrieves real evidence, builds personas grounded in that evidence, lets you interview them, and synthesizes everything into a structured report. Here’s each step.

STEP 1

Define your audience

Describe who you want to understand, in plain language. Include demographics, behaviors, industry context, and whether you’re researching B2B or B2C. Then choose your study type: problem discovery, problem validation, concept testing, or price testing. Each type shapes how findings get synthesized.

You can also upload your own research: customer interviews, survey data, market reports (PDF, DOCX, CSV, or TXT). Candor parses, chunks, and indexes these documents. They become the primary evidence source for everything that follows, prioritized over web research.

STEP 2

Evidence retrieval and signal extraction

Candor searches your uploaded documents and the web for evidence about your target audience. It extracts hundreds of behavioral signals (behaviors, pain points, attitudes, constraints, goals, beliefs, preferences, and decision rules), each tagged with provenance. That means grounded in your research, inferred from behavioral patterns, calibrated from validated distributions, or flagged as low confidence.

An iterative gap-filling process identifies what evidence is missing and runs targeted searches to fill coverage holes. A critic reviews the evidence for quality and diversity before moving on.

STEP 3

Audience segmentation

Most tools segment by demographics alone. Candor segments by behavioral and psychographic dimensions, the ones that actually explain why people make different choices. Each segment has a primary differentiating dimension, inclusion and exclusion criteria, and a population weight. You review segments and choose which to include before persona generation begins.

STEP 4

Persona generation

From your segments, Candor generates archetypes: the distinct behavioral clusters within your audience. A critic validates that archetypes are truly distinct and evidence-backed. Then it samples individual personas within each archetype.

Each persona gets Big Five (OCEAN) personality traits sampled from peer-reviewed population distributions, calibrated by region and occupation. Cognitive biases are assigned with research-backed intensity values. No two personas in the same archetype are clones. Sibling avoidance ensures each has distinct trait combinations.

Finally, each persona receives rich narrative memory (identity, behaviors, beliefs, communication style) plus seed decisions that establish their decision-making patterns. Everything is tagged with provenance.

STEP 5

Interview your personas

Live interview: You ask questions in a real-time chat. The persona responds in character, drawing on their full memory, personality profile, and cognitive biases. A critic agent validates every response for consistency before delivery, catching contradictions instead of just generating plausible text.

Auto-interview: Configure an interview guide with sections and learning goals. Candor conducts the interview automatically, generating questions, tracking which learning goals have been covered, adapting probes based on responses, and detecting when a persona goes off-profile. It stops when coverage is achieved or gracefully moves on when a topic is exhausted.

STEP 6

Synthesis and reports

A seven-step synthesis pipeline processes every interview transcript. It extracts tagged signals (behavior, pain, attitude, constraint, goal, belief, preference, decision rule) and evaluates your assumptions against the evidence. Findings get clustered into themes ranked by frequency and intensity. The pipeline breaks down how different archetypes experienced the study and surfaces genuine tensions where personas disagree.

For concept testing, it frames what’s working versus what needs rethinking. For price testing, it extracts value perception gaps, anchoring effects, and willingness-to-pay ranges. Everything links back to source quotes. Every claim in the report traces to specific interview moments.

What makes this different

Evidence grounding

Personas are built from your research documents and real market evidence, not generated from a prompt and imagination. Every attribute traces back to a source.

Full provenance

Every trait is tagged: grounded, inferred, calibrated, or low confidence. You always know why a persona holds a view, and you can trace any report finding back through themes to specific interview quotes.

Critic validation

A separate critic agent reviews every persona response before you see it. Hard contradictions are caught and regenerated. You get signal that stays in character, not an agreeable chatbot.

Common questions

Audience generation and persona creation complete in minutes. Live interviews happen in real time: you type questions and get immediate responses. Auto-interviews run in the background and finish based on persona count and interview depth. Synthesis runs automatically after interviews wrap up. End to end, you can go from a research question to a structured report in hours, not weeks.

Your uploaded documents come first: customer interviews, survey data, market reports, or any research you already have. Candor supplements these with web evidence retrieval, searching for corroborating data about your target market. Every signal is tagged with its source. You always know whether a finding came from your data, public research, or inference.

No. Candor is built for product teams, innovation teams, consultants, and founders. You don't need research training. Describe your audience in plain language, choose a study type, and Candor handles the methodology. Auto-interview manages question flow, coverage tracking, and signal extraction on its own. The synthesis report is structured to drive product decisions, not academic analysis.

Yes. Personas are persistent within a study. When you return to interview a persona again, they remember everything from prior sessions: specific stories they told, decisions they described, and how their views evolved. Show them a new concept and they'll react with full context of your conversation history.

Four study types, each with tailored synthesis. Problem discovery explores unknown problems. Problem validation tests specific hypotheses against persona evidence. Concept testing evaluates what resonates and what needs rethinking. Price testing examines value perception, anchoring effects, and willingness-to-pay ranges. The synthesis pipeline adapts its output to match whichever type you choose.

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