AI systems don't run themselves. MCEL checks, repairs and takes over existing AI systems — whether MCEL built them or someone else did — so they stay accurate, safe and genuinely useful instead of quietly degrading.
A system that worked at launch drifts: knowledge goes stale, prompts underperform, integrations break — and nobody notices until a customer does.
Prices, policies and services change; the AI keeps answering with last year's information.
An integration fails or a workflow stops firing, and the first sign is a complaint.
A freelancer or agency set it up, moved on, and left no documentation and no owner.
Outputs drift, quality slips, and there's no monitoring, no reporting and no plan.
Start where your system is. Each engagement stands alone; many lead into ongoing Managed AI Operations.
A one-off diagnostic of an existing AI system. We test how it actually behaves — accuracy, safety, tone, integrations and real usage — and give you a written report.
A scorecard of accuracy, safety and usefulness
An issue list ranked by severity, in plain language
Quick-win fixes you can make immediately
A clear recommendation: leave it, fix it, replace it, or manage it
A focused project to repair and improve an underperforming system. We correct the knowledge, rewrite weak prompts, reconnect broken integrations and re-test.
Corrected, current knowledge the AI answers from
Rewritten prompts and responses that actually perform
Reconnected integrations and repaired workflows
A re-tested system with updated documentation and handover
We adopt an AI system someone else built — or one left unmanaged — learn it, document it, stabilise it, and take responsibility for keeping it running.
Full documentation of a previously undocumented system
A stabilised, tested setup with the obvious risks removed
A clear owner going forward — your team, or MCEL
An honest verdict if a clean rebuild would cost less
You give us access to the existing system; we map how it's built and how it behaves.
We test it against real scenarios and document every issue by severity.
You get the findings (Health Check), or we repair and re-test (Review & Fix / Takeover).
We hand back a documented, working system — or move it onto Managed AI Operations.
It worked once; now answers are off and no one's sure why.
Built by a freelancer or agency who's no longer around.
Someone internal set it up, then got too busy to maintain it.
Get a system checked and fixed before your peak period, not during it.
Every engagement ends with a documented, working system — and a plan to keep it that way.
Book an AI System Health CheckA clear written assessment of your existing AI system (Health Check)
Repaired knowledge, prompts, integrations and boundaries (Review & Fix)
Full documentation and a defined owner for an inherited system (Takeover)
Real-scenario re-testing before anything is signed off
A recommendation on ongoing care — including Managed AI Operations
No — the opposite. Much of this work is on systems other providers built or left behind. We work with what you have.
We'll tell you. Sometimes a clean rebuild is cheaper than repairing a bad foundation, and we'll say so plainly.
Yes. That's the Takeover engagement, usually followed by Managed AI Operations so it never drifts again.
Usually days, not weeks — it's a focused diagnostic, not a full project.
Book an AI System Health Check. We'll test your existing system, tell you honestly what's working and what isn't, and show you the fastest path to a system you can trust.
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