Stabilise first
Identify what is production-critical, what can wait, and what must be retired so the team is not fighting every fire at once. Contain risk before ambitious redesign.
Core engagement
AI Project Recovery & Realignment
Stalled AI builds, vibe-coded platforms, and production failures made maintainable again — with architecture, delivery, and ownership restored to a baseline your engineers can run without permanent external dependency.
Who this is for
- Leadership stuck with an AI-assisted codebase that will not ship reliably or stay stable under change.
- Product and engineering leads who inherited a greenfield rewrite that drifted from the business case.
- Founders who need an honest technical assessment before writing off the investment or doubling down on the same approach.
The problem we solve
AI-accelerated delivery often produces systems that look complete in demos but fail under real ownership: unclear service boundaries, missing tests, brittle integrations, secrets and configuration that only the original author understands, and no path to production reliability. Teams then face a false binary — abandon the work or pour more spend into the same approach. Recovery is the third path: stabilise what exists, realign it to real needs, and leave a maintainable baseline with clear ownership.
What we deliver
Architecture realignment
Re-bound services, data ownership, and integration seams so the system matches the business domain rather than the prompt history that built it.
Delivery recovery
Restore a predictable path to ship: continuous integration, environments, observability, and a definition of done that holds under real traffic.
Ownership handback
Document decisions, risks, and runbooks so your engineers — not a permanent external dependency — can own the platform after we leave.
Outcomes
- A clear technical assessment of what is salvageable, what to rewrite carefully, and what to drop.
- A production-ready baseline with tests, observability, and deployment discipline appropriate to the risk.
- A sequenced roadmap your team can execute without another cycle of silent architectural drift.
How we work
We start with a free technical conversation, then a bounded recovery engagement: assess, stabilise, realign, hand back. No sales theatre — an engineering read of the code, architecture, and delivery system as they actually are.
Talk through your recovery
Outline the stalled system — stack, symptoms, timeline — and Robert will reply with an honest engineering read. Free, no obligation, no sales call.
Book free recovery discussion