Method
Our approach: recover and realign
We recover and realign AI projects with reliability first. Reliability is a feature, not an afterthought: we design for observability, failure modes, and operability from the start of recovery, not only after the next incident.
Engineering that holds up in production.
Book free recovery discussionRecover
Mayordomo recovers stalled or failed AI projects and realigns the architecture so it holds up in production. We start with what is live — code, data, operations, and ownership — not a greenfield fantasy. Stabilise critical paths, stop the bleeding, and make the system safe to change again before ambitious redesign.
- Honest technical assessment of salvage vs rewrite vs retire.
- Stabilise production-critical paths before feature work resumes.
- Restore delivery basics: CI, environments, observability, definition of done.
Realign
Recovery alone is not enough if the architecture still fights the business. We realign boundaries, data ownership, and delivery so the platform matches real needs — and your team can own it without the original chat history or a permanent external dependency.
- Domain and service boundaries that match how the business works.
- Microsoft stack depth (.NET, Azure, Aspire) where that is the home platform.
- Documentation, runbooks, and uplift so ownership stays with your staff.
Reliability as a feature
We specialise in turning projects that have gone awry into stable, maintainable platforms. Observability, failure modes, and operability are designed into the recovery — not bolted on after the demo. The outcome is a system your staff can run with confidence under real traffic.
See how it works for the four engagement steps, or browse failure patterns and AI Project Recovery.
Start with an engineering read
One email is all it takes. You get an honest engineering read of what is salvageable, what must change, and what can wait, not a sales pitch.
Book free recovery discussion