Ship a scoped production workstream and prove AI-native engineering can work

A focused 1-week pilot for product teams under backlog pressure. We take a priority feature, workflow, integration, or technical improvement through implementation, tests, review, documentation, and handoff inside your existing engineering process.

Open the one-page brief

Pilot delivery loop

A priority production workstream, moved through the same gates your team already trusts.

1-week pilot

1

Scope

Workstream, criteria, constraints, and review owner.

Ready to build

2

Build

Repo-aware implementation shaped by existing patterns.

Reviewable PR

3

Verify

Tests, QA notes, edge cases, and explicit tradeoffs.

Passing checks

4

Review

Team review, requested changes, and quality gates.

Approved change

5

Ship

Demo the work and leave the reusable workflow behind.

Released + documented

Who this is for

Product teams under backlog pressure who need to prove disciplined AI-assisted engineering on real production work.

Product Managers

You have priority work and limited engineering capacity. You need results your team can see.

Founders

You need leverage without increasing headcount. You want evidence, not theory.

CTOs

You are evaluating AI-native practices. You need a safe way to validate impact on real production work.

Engineering Leads

You want your team to move faster without compromising quality or maintainability.

Pilot deliverables

Concrete artifacts by the end of the week, not a strategy deck.

Merged PR

A merged or merge-ready production outcome that meets agreed acceptance criteria.

Tests + QA notes

Coverage where it matters plus explicit manual verification notes.

Deployment support

Help getting the change through your normal release path.

Docs + handoff

Usage notes, implementation decisions, and follow-up context.

Workflow playbook

The AI-assisted engineering loop your team can inspect and reuse.

1-week pilot

How the engagement works

A meaningful production workstream, shipped through a tight Monday-Friday loop with visible checkpoints.

  1. Mon

    Scope

    Choose a meaningful production workstream, define acceptance criteria, map the repo, and agree on review gates.

  2. Tue-Wed

    Build

    Implement the highest-value path with AI-assisted repo search, patches, tests, and reviewer context.

  3. Thu

    Verify

    Run checks, harden edge cases, document tradeoffs, and review the PR in your environment.

  4. Fri

    Ship + demo

    Merge, stage, or demo the work, then hand off the repeatable workflow your team can inspect.

Boundaries & trust

Discipline, transparency, and your data stay front and center.

Your code, your data

Work happens in your repos and environments. You retain all IP.

Least-privilege access

We use scoped access with audit logs and remove access when we are done.

Transparent by default

You see progress, decisions, and changes throughout.

Quality over speed

We follow your standards, tests, and review process.

No lock-in

We leave you with code, docs, and context you can run with.

Ready to ship and prove it?

Let's scope the production workstream and get started.

Discuss a 1-week pilot