Decide what to build, ship, and price with evidence behind you, not instinct. Candor runs problem discovery, concept testing, price testing, and value-prop validation on synthetic users grounded in real evidence, not invented from a prompt.
Built by Highline Beta, a venture studio building AI-era products.
Your team can run one study at a time. Product, innovation, brand, and pricing all need ten.
Studies get queued. The urgent ones jump the line. Most never run. People build on instinct, lift assumptions from old decks, or DIY a ChatGPT prompt and call it research.
The bottleneck isn’t your research method. It’s how much you can run.
Panel research isn’t filling the gap. $40K and six weeks per round means you only run the studies you can absolutely justify. The rest stay un-tested.
Candor lets you run all ten. Synthetic users, grounded in real evidence, ready when you are, for whatever research is on your plate this week.
Run problem-discovery interviews, concept tests, price tests, and value-prop checks on synthetic users built from real evidence. Whether you’re testing something new before you commit, refining a live value prop, or pressure-testing a price change before it ships, you get evidence you can act on the same day you ask. A panel round takes six weeks and $40K. Candor takes an afternoon, most of it running in the background while you do other work.
HOW IT WORKS
STEP 1
Describe who you're trying to understand. Demographics, behaviors, B2B or B2C context. Upload your existing research if you have it. Candor builds a synthetic audience grounded in real evidence, not AI imagination.
STEP 2
Problem discovery, concept testing, price testing, value-prop validation, or open-ended interviews. Run free-form conversations with synthetic users who remember, push back, and disagree with each other.
STEP 3
A structured insights report tells you what resonates, what doesn't, and which assumptions are most likely to kill you. Designed to drive decisions, not just generate themes.
FEATURES
Upload your research documents, reports, or transcripts. Candor extracts signals, retrieves corroborating web evidence, and builds audience segments from the ground up. Every persona attribute traces back to a source you can audit.
A procurement lead and a consumer impulse buyer don't use the same decision framework. Candor models them separately. Distinct personality profiles, bias weightings, and buying triggers for each context.
Interview the same persona across multiple sessions. They remember everything. Show them a new concept and they react knowing your full conversation history. Pivot your idea and run it back.
Real people don't agree with everything you say. Candor's personas hold positions, disagree with each other, and stay in character across sessions. No generic AI agreeableness drift.
Each attribute is tagged: grounded in your research, inferred from evidence, or sampled from validated population distributions. You always know why a persona holds a view, which matters when you're making real decisions.
Before any answer reaches you, a separate critic reviews it against the persona's prior statements and the underlying evidence. If the persona contradicts itself, it gets caught. The signal that reaches you stays in character.
USE CASES
Pick the study type that matches what you need to figure out.
Surface the pains, frustrations, and unmet needs in your audience before you scope a solution. Open-ended interviews with personas who remember their own context.
Pressure-test whether a specific problem is real, painful, and worth solving for a specific segment. Cut the problems your team is over-indexed on. Surface the ones you missed.
Pressure-test new products, features, or campaigns before you commit. Find out which ideas resonate, which fall flat, and why. Cut the unpromising ones in hours, not weeks.
Test which message lands, which gets ignored, and which one your audience plays back to you. Run as a concept test or problem-validation interview. Refine before you ship the page, the ad, or the deck.
Pressure-test a new tier, a packaging change, or a launch price before it goes live. Watch how different personas react and where willingness-to-pay breaks.
Take the assumptions baked into your roadmap, business plan, or pitch deck and stress-test them one by one. Layer it on any study type. Find out which assumptions the whole plan rests on and which are wishful thinking.
WHO IT’S FOR
UX RESEARCH LEADERS
Your team can run one study a week. Your PMs need five. Candor lets PMs interview synthetic respondents themselves, so your researchers stay in the deep work that matters most.
CUSTOMER & CONSUMER INSIGHTS LEADERS
Your team tests 10 to 50 concepts per project across multiple projects a year. Most get killed on internal judgment. Candor screens the unpromising ones in hours, so panel budget concentrates on the survivors that warrant statistical validation.
INNOVATION TEAMS
Your stage gate is in three weeks. The research team can't get to it. Candor gives you decision-grade signal in hours, so you walk in with evidence.
STARTUPS & CONSULTANTS
Move at startup speed without skipping the work. Pressure-test concepts, value props, and pricing before you commit. Consultants: drop it into client engagements as a fast-validation layer.
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