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AI Engineering Delivery Assessment

Your agent initiative works in the demo and stalls before production.

For VP Engineering, CTOs, CIOs, and operating leaders at $50M–$5B companies: a two-week, fixed-price assessment that finds what is blocking your rollout and hands you a plan to ship it in production, with the governance your board and auditors will ask for.

What you get

Five artifacts you can act on the week we finish.

No slideware. Each deliverable is something a delivery leader can take into a planning meeting and defend.

AI delivery readiness score

A scored read on where your rollout actually stands across data, workflows, skills, and controls. It names the two or three gaps holding production back, so you stop guessing at the blocker.

ROI-ranked use-case portfolio

Your candidate use cases ranked by return and effort, with the math shown. You walk in with a defensible order of operations instead of a wish list, and a first use case worth funding.

Governance plan

Agent authority levels, run receipts, and change control written for your environment. This is the document that gets a skeptical security or risk team to sign off on production.

90-day rollout plan

A staged plan with owners, milestones, and success measures for the first quarter of production. It turns the assessment into work your team can start on Monday.

Executive readout

A working session where we walk your leadership through the findings, the plan, and the trade-offs. Everyone who has to fund or approve the rollout leaves aligned on the next move.

How it works

Two weeks, three steps, a plan at the end.

1

Kickoff and access

We align on the outcome you want, then get read access to the systems, docs, and people that show how your AI work runs today. Day one to two.

2

Working sessions and analysis

We run focused sessions with your engineers and operators, review what is live, and pressure-test the use cases against ROI and risk. This is where the real blockers surface.

3

Readout and rollout plan

We deliver the readiness score, the ranked use cases, the governance plan, and the 90-day rollout in a live executive readout. You leave with a decision, not a report to file.

Founding-client rate

$9,500List price $15,000

We are taking a small number of founding clients at $9,500 in exchange for a referenceable case study once you see results. The list price is $15,000. Fixed fee, quoted here, no scoping games.

Is this you?

Built for a rollout that stalled, not a first experiment.

The leaders we help tend to share the same pattern:

Still exploring before a pilot, or running a very small team? This is not the right fit yet. Our Startups track or the blog will serve you better for now.

  • Your agentic rollout works in a pilot but cannot cross into production at a $50M–$5B company.
  • Your board or CFO wants measurable ROI, and you need the numbers to back the spend.
  • Your senior engineers are skeptical, and you want their buy-in, not a mandate they ignore.
  • Governance questions, authority and audit, are blocking the path to production.

Who runs it

Run by a founder who has built, shipped, and exited.

You work directly with Justin Musterman, who led agentic development research at Cvent and has founded and sold companies as an operator, not a bystander.

Track record

Founder-led outcomes.

  • Founder and CEO of MLN Advertising
  • Co-founder and CEO of mediaGlu (Acquired by AppNexus in 2014 (all-cash).)
  • Founder and CTO of SummitSync (Acquired by Cvent in 2020.)

Have an agent rollout stuck between pilot and production?

Two weeks from now you can have a scored readiness read, ranked use cases, a governance plan, and a 90-day path to production. Book a call and we will scope it.