Software Engineering is changing

Software began as hand-crafted work by individual artisans. AI then sped up output, but used badly it only accelerated bugs and technical debt. The next standard is software delivered through controlled, repeatable, high-precision systems.

AI accelerated coding. It also accelerated problems.

AI programming is now common across the industry. The problem is unmanaged adoption: without strong systems in place, technical debt rises, costs increase, and teams struggle to maintain code they did not design.

97%

of organizations are using or piloting AI coding assistants, and 100% report AI-generated code in their codebases.[1]

81%

of security teams lack full visibility into AI usage across the SDLC; Menlo also reports a 68% surge in shadow GenAI usage.[1][2]

48%

increase in copy/pasted code in GitClear's 211M-line study, while refactoring dropped from 25% to below 10%.[3]

Precision Software

The industry needs the software equivalent of precision engineering.

Building that system around AI is the only way to move forward reliably as AI capability accelerates. In the future, AI should produce the highest-quality software possible, consistently and without drama.

What We Offer

While the industry moves toward this automated vision, there are practical steps you can take right now. We help you get the maximum benefit from AI today while keeping your systems stable as capability accelerates.

Controlled AI Development Training

We train your developers to use AI the way the best software engineers in the world are using it, so your team gets the benefits of AI while reducing risk.

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Codebase Cleanup Services

If the damage is already done, we come in, fix the issues that have built up, and help rescue the project before cost and risk spiral.

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Coming Soon

Fully Automated Software Delivery

We are building the machine to manufacture high-quality software at scale. Contact us to join the waitlist for early pilot access.

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