ABOUT

Why we built Candor

Highline Beta has been running customer research across every venture we’ve built. We hit a wall: more questions to answer than research bandwidth to answer them. So we built Candor. Real customer interviews are still non-negotiable. But you can always use more research, and synthetic users let us accomplish that.

The research throughput problem

Most teams have more research demand than research bandwidth. PMs want concept tests. Brand wants positioning work. Insights wants segmentation. Pricing wants willingness-to-pay studies. Most of those get queued, deprioritised, or skipped.

We hit this wall on every venture we built at Highline Beta. Not occasionally. Every time. We always wanted to do more research, but couldn’t.

We tried scaling the obvious ways. Bigger panels. Faster recruiters. Outsourced moderation. None of it solved the actual problem. Real-customer research costs tens of thousands of dollars and takes weeks per round, and we always want to move faster.

What we believe about research

Three principles shaped the product. They explain decisions you’ll see everywhere in Candor.

Research throughput is the bottleneck, not research method. Most teams know how to run good research. They just can’t run enough of it. The unlock isn’t a better methodology, it’s a faster one. Candor is a throughput product first.

Synthetic complements human. It doesn’t replace it. Talking to real customers is still the gold standard, and we still do it on every Highline Beta engagement. Synthetic users let you cover more ground, faster. Use synthetic users to generate hypotheses, pressure-test concepts, and figure out which assumptions actually matter. Save the panel budget for the questions that earn it.

Evidence beats imagination. Every time. Most AI persona tools generate a customer from a prompt. The persona agrees with whatever you push on. Candor refuses that pattern. Every persona is built from real research evidence, with provenance tags on every trait, and a critic agent that catches drift mid-conversation. That’s what makes the signal trustworthy enough to act on.

About Highline Beta

Highline Beta is a venture studio that works with global corporate partners and family offices to validate, build and launch new businesses.

A lot of our work is the unglamorous part of new-business building: figuring out who the customer actually is, what they need, and whether what we’re proposing solves it. That’s where the research-throughput problem hit us hardest, and that’s the perspective that shaped Candor.

If you’re building inside a company and trying to make corporate venture building actually work, that’s what we do at Highline Beta. Candor is the research product that came out of that work.

Where to go next

Common questions

Candor is built by Highline Beta, a recognized leader in corporate venture studios. The product is being led by Ben Yoskovitz, co-author of Lean Analytics, and Elizabeth van Monsjou, our expert researcher. It's shaped by years of running customer research across hundreds of ventures. Most of the team has spent time inside the messy reality of validating new ideas: too many hypotheses, not enough research bandwidth, stakeholders who needed an answer last week. Candor is what we built so we'd stop hitting that wall.

Highline Beta is the parent company, developing Candor as a product. We use it ourselves, which is why the design is biased toward "actually useful in a real research workflow" rather than "novel AI demo." To be clear: if you sign up for Candor, you're a Candor customer, not a Highline Beta client, but we'll use Candor on our Highline Beta engagements.

We don't think of it as instead of. Real customer interviews are non-negotiable, and we keep doing them. The problem is throughput. You can always use more research than you have time and budget for. Use synthetic to generate hypotheses, validate assumptions, and pressure-test concepts. Spend the real-customer budget on the questions that survived. That's the workflow that survived contact with our own work.

No. Candor was sharpened on early-stage venture work, but the same workflow applies to live products. Innovation teams use it to pressure-test concepts before stage gates. Insights and brand teams use it on value props and price changes before campaigns ship. Consultants drop it into client engagements as a fast-validation layer. Startups use it before they spend engineering budget. The common thread: more research demand than throughput, and panels are too slow.

For Candor product questions, the waitlist form on the homepage is the fastest path or the email contact us button in the footer. For Highline Beta venture studio or corporate innovation conversations, head to highlinebeta.com. The two are intentionally separate but they share the same belief about research being the unlock for better building.

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