Where to start
Product to Production
A working product, including AI-built and vibe-coded software, faces a bigger next step.
Choose the service that fits your product, including AI-built and vibe-coded software: a readiness assessment, a path recommendation, a production architecture or continuing governance.
Signs you are here
Does this sound familiar?

- AI-built MVP about to onboard its first enterprise customer
- Investor due diligence raises questions about software asset quality
- New CTO inherits an AI-assisted codebase and does not trust what is underneath
- Agency delivered an AI-coded prototype and the client needs production assurance
- Engineering team debating fix vs refactor vs rewrite with no external pressure-test
- Non-technical founder built an MVP with Cursor, Lovable or Bolt, raised funding and now needs production-grade engineering before scaling
- AI-built prototype has customer traction but architecture, security and maintainability have not been independently reviewed
Relevant scopes
Choose the scope that fits.
For working products, including AI-built ones
Production Readiness Assessment
A short risk report or a scoped readiness report for your product's next stage, at the depth you choose. It sets out prioritised recommendations, conditions and evidence gaps.
Explore the scopeModernisation decision
Modernisation Assessment
We compare hardening, refactoring, re-architecture, replacement and stopping against the constraints of your product or estate, and recommend one path.
Explore the scopeImplementation handoff
Production & Transition Architecture
Define the production target, component boundaries and transition sequence for a product that needs to mature without losing what already works.
Explore the scopeAI-assisted engineering
AI Engineering Architecture & Governance
Define and review the architecture guardrails, evidence and release criteria that help a team use AI coding tools responsibly.
Explore the scopeKnow what you're building on.
Tell us about the system, the decision and what is changing. 25 minutes on Teams, no preparation needed. We will tell you which engagement fits, or if none does.