For teams and solo builders who'd rather validate the next bet than ship it and find out.

Managed Intelligence

An Answer Is a Photograph. You Need a Live Feed.

Research that keeps pace with what you're shipping, so the next idea gets tested against evidence before it becomes a build.

You did the work and got to a good answer – a market read, a direction you could defend. Then the world kept moving. Competitors shift, new questions surface, and the thing you knew last quarter quietly stops being true. Any answer is a photograph: sharp, and frozen the moment it's taken.

This is the live feed. One operator, one body of work that compounds, no deck rotting in a drive.

Running a boutique advisory practice instead? The same engine works behind the scenes on your client documents – see how that works.

On this page

What It Is

Building used to take a team. It doesn't anymore – a lean team or even one person can ship a lot, fast. What hasn't gotten easier is knowing what's worth building: who it's for, what they actually struggle with, what they'd pay to fix.

Without that, every new idea gets validated the expensive way – build it, ship it, wait to see if the numbers move. When they don't, you've spent real time to learn what a day of research could have told you. Telemetry shows what happened, never why, and when engagement is thin there's nothing to read at all.

There's a cheaper test. If the research that maps your audience stays alive – growing as you learn, as the market moves, as new questions surface – then every next idea has something to check against before you build it. The research either backs the idea or tells you to change course, before you've written a line of code.

Trust Comes First

Before anything arrives: a mutual NDA, end-to-end encrypted storage, and per-engagement access controls. Your data is never sent to third-party AI vendors to train their models, every claim traces back to its source, and confidential material is deleted on request.

How It Works

It starts grounded in research into the audience, their problems, and the market – the Research stage. From there it compounds. Each cycle I extend it: the new questions you're weighing, what's moved in the market, what your own launches are teaching you.

When you have an idea for what to build next, we test it against that growing body of evidence before it becomes a build – validate it, sharpen it, or set it aside. I deliver and present each cycle's findings, so you're in the room for the read rather than decoding a document.

What It Looks Like in Practice

This is how the Tallo engagement runs. After the first round of research mapped the audience and their problems, it didn't stop – it kept growing alongside the roadmap. Each new feature idea gets checked against it first: the ones the evidence supports get built, the ones it doesn't get reworked or dropped.

So what Tallo ships tends to land right out of the gate, because it was validated before it was built rather than after. Every cycle surfaces the next thing worth building, and the next worth skipping. As of July 2026, their roadmap is built out through April 2027.

What It Costs

Month-to-month, no long-term contract – scope and cadence set on a call, against how fast your market moves and how much you need each cycle. For context, a single cycle runs a fraction of what building the wrong thing costs, and it's pointed at every bet on your roadmap, not just one. Run it hot while you're deciding, ease off while you're heads-down building.

When It Isn't a Fit

You haven't settled on a direction yet. Then you're upstream of this – Product Strategy is where the direction gets set, and Managed Intelligence keeps its research alive as you build.

You want a single answer and you're done. That's Fieldway Research; this is for when the questions keep coming.

You need someone to run the product org – hiring, performance reviews, career development, process administration. That's a full-time hire, not this. And it assumes you're the one shipping: I keep the building aimed with research, but I'm not the one at the keyboard.

Working Together

Whatever channel suits you – Slack, WhatsApp, Signal, email. It's mostly asynchronous, with a call when something's genuinely worth talking through rather than on a standing schedule. You stay close to the evidence without living in meetings.

Frequently Asked Questions

What is Managed Intelligence?

A monthly service that keeps the research behind your roadmap alive as the market moves – a compounding body of evidence, plus a presented read each cycle of what changed and what it means for what you're building next.

How does it help a software team or solo builder?

Every new idea gets validated against current evidence before you build it – cheaper and faster than shipping it and waiting to see if the numbers move. You can build; the gap it fills is the read on who it's for and what they actually need.

How is that different from running our own experiments?

Experiments tell you what happened after you've built and shipped, and telemetry shows what, not why. Validating an idea against a growing body of research happens before you write code, so the build goes to the bets the evidence already backs.

How is this different from the Strategy stage?

Strategy sets the direction – personas, a problem inventory, a roadmap. Managed Intelligence keeps the research under that direction alive as you build against it, so each new bet gets checked before it costs you a sprint.

How do you handle our confidential data?

A mutual NDA before anything arrives, end-to-end encrypted storage, and per-engagement access controls. Your data is never used to train third-party AI models, every claim traces back to its source, and confidential material is deleted on request.

How does pricing work?

Month-to-month, scoped on a call against how fast your market moves and how much you need each cycle. A single cycle runs a fraction of what building the wrong thing costs, and it's pointed at every bet on your roadmap, not just one.

Is there a contract? Can I pause it?

No long-term contract – it's month to month. Run it hot while you're deciding, ease off while you're heads-down building. Your knowledge base stays warm for up to six months if you pause.

Tell me what you're building and the questions underneath it. If it's a fit, we'll scope intake and cadence on a short call.

The answer you have is a photograph. This is how you keep it a live feed.