Humans own the engineering judgment. Pinion coordinates the work.

The production loop

1. 1

   Discover

   Understand the business objective, software environment and constraints.

2. 2

   Specify

   Turn intent into requirements, architecture, acceptance criteria and tests.

3. 3

   Plan

   Pinion structures the work into dependencies and executable targets.

4. 4

   Execute

   AI agents perform implementation across available parallel work.

5. 5

   Verify

   Tests, CI, static analysis, security controls and human review determine whether work is acceptable.

6. 6

   Ship

   Application changes land through normal Git and pull-request workflows.

7. 7

   Learn

   Retrospectives feed what happened back into subsequent planning.

Your repository stays yours.

Our AI development infrastructure operates outside your production environment.

Pinion coordinates development in isolated shadow repositories using H-Frame. Changes are tested, reviewed and returned through standard Git pull requests.

Your existing repository protections, CI and approval processes remain the boundary for what gets merged.

1. Your Objective↓
2. Pinion Team↓
3. Pinion↓
4. AI Execution↓
5. Tests + Verification↓
6. Production Software

No token bill.

Models and agents are part of our production infrastructure. We don't meter tokens back to you or add an AI surcharge.

You pay for the engineering outcome—not the compute required to produce it.

You don't rent our agents. You hire us to build the software.