AI Project Remediation
When an AI-accelerated build must hold under load, handover, or audit, AI project remediation means fixing what is live, realigning it to how the business works, and handing back a baseline your engineers own, with runbooks and clear ownership.
Founder-led. Fixed scope. Handback is the exit.
Activate a step on the diagram to open a detailed description of that remediation stage. Use previous and next controls or swipe on a phone to move between stages.
The Problem
AI-assisted delivery often looks complete in demos and struggles under real ownership: unclear boundaries, missing tests, secrets only one person knows, no safe production path. Architectural drift and weak clean code habits accelerate that failure. Abandon or pour more spend into the same approach is a false choice. There is a third path: remediate, realign, hand back.
Who This Is For
- CTOs and Heads of Engineering with a stalled or fragile AI-driven build that must hold in production.
- Teams that inherited a quick AI-built platform they cannot safely own or hand over.
- Founders who need an honest salvage vs rewrite read before more spend on the same path.
What You Get
Work in your repository and pipeline, typically on Azure and the Microsoft stack when that is your estate. Four outcomes every engagement leaves behind.
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Honest map of the system
How work runs, what matters to the business, and which tools, models, and usage paths create risk or waste.
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Safer high-risk paths
Unsafe tools, spend, and production-critical flows constrained so change is safe before bigger fixes.
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Clear AI-assisted workflows
Bounded pipelines with roles, handoffs, and error handling instead of ad-hoc prompts.
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Controls and handback
Guardrails, evals, runbooks, and exit criteria so your engineers own the baseline.
How We Work
A fixed remediate-and-realign method with hands-on technical leadership. Map, stabilise, then add controls, observability, and runbooks. Exit is ownership, not another black box.
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1
Map and audit
Process, outcomes, AI tools, models, spend, security, and ownership hotspots. Honest salvage vs rewrite vs retire.
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2
Stabilise and redesign
Freeze unsafe paths. Bounded pipelines with clear steps before cost and performance tuning.
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3
Control and hand back
Metrics, guardrails, evals, runbooks, and exit criteria your team runs without us.
Patterns We Remediate
Architectural drift, clean code gaps, security holes, cost shocks, and fintech pressure show up often. If one looks familiar, there is usually a path through. Full pattern hub.
What You Leave With
- A clear read of what to keep, rewrite carefully, or drop.
- A production baseline with tests, monitoring, and deploy discipline matched to risk.
- A short roadmap your team can run without another cycle of silent drift.
Book free Conversation
Send the system outline, stack, symptoms, and timeline. We reply with an honest engineering read. Free, no obligation.
Or email info@mayordomo.co.uk with a short outline.