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Hunter Green

For conversational AI teams in coaching, learning, and care

Your AI has traction. Now make every new model an upgrade.

We build the systems that put each new model to work in your product, and prove it to the buyers who carry the risk.

We turn the product your users love into one a serious customer can trust.

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Beyond the model

Your edge is the system that keeps improving.

As building agents gets cheaper, the model stops being the edge. Durable value moves to the specialized system around it, the expert method, the behavior loop, the quality system, and the product judgment to ship with trust.

Read the thesis →

You're probably in the right place if

  • Early users love the experience, but you can't yet show why it will last.
  • An investor or enterprise buyer is asking how the product holds its value over time.
  • A new model just shipped, and you want it to lift your product, not leapfrog it.
  • You need a product path that sells and keeps customers, not just more engineering.
  • You have a real edge in your data, but nothing yet that compounds it into an advantage.
  • You can't tell which parts of the product are worth building for the long run.
Pressure-test my product

Earlier than that? See where to start.

How we help

We move at your pace and plug in where you need us.

Bring us in as an advisor, a hands-on build partner, or an embedded lead, depending on where your edge is today.

You need a fast, expert read

Working block

A focused block of senior time to pressure-test the product, surface the quality risks, and decide the next useful move. The quick, hands-on way to start.

You need a defined outcome shipped

Focused sprint

We turn your method into product behavior, build the golden set and boundaries that measure it, and ship improvements you can prove and take to a buyer.

You need a standing partner

Ongoing studio support

We stay close to the roadmap, the quality loop, and release decisions, including the privacy, safety, and technical choices that govern how you ship.

What compounds

Every new model makes your product better.

We build your method into how the product behaves, what it remembers, and the lines it won't cross, then harness each new model's raw intelligence for the work your product has to do. The next model release becomes one to look forward to, not dread.

See what compounds →

Conversation architecture

The path a person follows through the moments that matter, and how it adapts to them.

Golden eval sets

A trusted set of example answers, so every change is measured against what good looks like.

Safety & boundary systems

The lines it won't cross, and how it handles the hardest moments with care.

Improvement loops

A standing routine that turns each real failure into a permanent fix.

Knowledge structures

Your method, captured so it scales past the few experts who hold it.

Exploring · on request

Pre-production rehearsal. For agents that take real actions, we can rehearse against a copy of your real setup before launch, so problems show up in testing, not in front of users. An emerging capability, offered on request.

See how it works →

Behavior Guidance Packs

Start from the behaviors that decide trust.

A ready-made set of the hard moments a guidance product has to get right, each with the checks to test it. We tailor it to your product so it sharpens as you grow.

Explore the packs →
Example behavior packOne example, for guidance products

  • Reflect before advising

    The user arrives activated. The agent steadies the moment before it reaches for a fix.

  • Ask one good question

    When more is unknown than known, the agent opens the right door instead of filling the silence.

  • Stay non-defensive on hard topics

    On contested ground, the agent helps a person think instead of winning the argument.

  • Escalate without abandoning

    When a moment turns risky, the agent shifts into support without going cold or robotic.

  • Report progress, protect privacy

    The agent shows a sponsor that it's working without exposing what was said in confidence.

What we've built

Proven where trust is hardest to earn.

All case studies →
David Meehan, founder of Hunter Green

David Meehan

Founder, Hunter Green

Connect on LinkedIn

Product judgment

The hard part is knowing what to build that lasts.

Most teams have plenty of ideas and weak signal on which ones matter. I'm David Meehan, and that is the gap I work in. I read how people actually use the product and help teams put their effort where it widens the lead.

I've led product at startups and large, compliance-heavy companies. Hunter Green is the studio I run to turn that judgment into AI products users and buyers trust.

Focus my roadmapMore about the studio →
Pressure-test my product