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Ways To Work Together

Senior product and AI leadership, in three shapes.

Embedded and recurring. Judgment without the build. Or a scoped project, built and shipped. Pick the shape that matches what you actually need right now, not a one-size offer.

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Twenty years of product leadership. The last decade at the center of AI/ML R&D.

Director of Product at BriefCam, scaling enterprise computer-vision deployments at enterprise scale. Founder of Guardian Agents, a physical-AI healthcare-operations product. Designs, builds, and personally operates a 12+-agent production AI system. Physicist and electro-optics engineer by training.

One loop from an uncertain market to a product people adopt.

Operating model

From market signal to sustained value.

The domain changes. The loop does not. I work across the commercial, product, scientific, and technical decisions instead of handing the problem off at each seam.

  1. Discover

    • Market
    • Customers
    • Competition

    Find the signal

    The market worth entering, the unmet need worth naming, and the competitors worth watching.

  2. Understand

    • Product
    • Science
    • Technology

    Model the terrain

    The mechanism under the problem, the conditions a solution must survive, and the technology it must run on.

  3. Evaluate

    • Value
    • Architecture
    • Evidence

    Choose the value

    Feasible features, architecture, evidence, risk, cost, and the value the product can honestly deliver.

  4. Implement

    • R&D
    • Delivery
    • GTM

    Make it real

    Product definition, R&D, manufacturing or deployment, QA, acceptance, packaging, pricing, and go to market.

  5. Optimize

    • Adoption
    • Growth
    • Economics

    Compound the outcome

    Adoption, usage, revenue, features, delivered value, cost, scale, and customer satisfaction.

One operating envelope

  • Product and market
  • AI and machine learning
  • Signals, sensors, and imaging
  • Audio, music, and video
  • Architecture and delivery
  • Marketing and growth

Three doors. Pick one, or start the call and we'll figure it out together.

Embedded & recurring

Fractional CPO

A senior product leader in the room every week: roadmap discipline, cross-functional execution, hands-on AI/ML judgment, without a full-time executive hire.

See the fractional offer →

Judgment, not a build commitment

Advisor

A dedicated advisory seat for boards, founders, and CTOs who need senior AI or product judgment before they commit engineering time, not another engineer.

See the advisory offer →

Scoped project, not a retainer

Contract

One senior operator across product, AI systems, and infrastructure, on a defined project with an agreed scope and a start and end date.

See the contract offer →

Not sure which fits?

Need someone in the room every week?
That's Fractional.
Need judgment before you commit build time?
That's Advisor.
Need something built and shipped?
That's Contract.

Start with the problem if the engagement shape is not clear yet.

Search the connected map of product, AI, sensing, evaluation, and systems work. It is a faster way to see where one tangled question can lead.

Explore the problem map

Still not sure? Start a conversation and we'll figure out the shape together.

Start a conversation