MAX BREGER / PRODUCT & ARCHITECTURE

Close the
market distance.

IN DEVELOPMENT / PILOT DIRECTION

Your buyers explain their problems in their own language. Market Distance explores where your website fails to answer those needs.

From conversations to a useful decision

Discovery organizes questions, objections and recurring needs from relevant communities. Those observations are interpreted against the customer's product, audience and goals, then mapped to website pages.

The proposed operating loop

1. Understand the audience through source-backed observations.
2. Inspect the website and identify specific gaps.
3. Propose a bounded change with scope and acceptance criteria.
4. Obtain approval and implement within authorized access.
5. Verify the change and observe the agreed outcomes.

Our first open pilot

Breger Pro is the first site for the proposed workflow. See the current status, measurement plan and change log.

A bounded first engagement

The initial offer is an assessment with prioritized gaps and implementation-ready recommendations. Exact scope, price and execution access are agreed before work starts.

What remains to be demonstrated

A reliable end-to-end agent, a validated numerical distance score and repeatable commercial results are not established claims. Community observations represent a sample; their relevance to actual buyers needs checking.

The execution approach connects to AI Factory, while the analytical foundation relates to RAMP.