ServicesOperate

Launch is not the finish line.

AI systems drift. Source documents change, models get deprecated, usage moves in directions nobody predicted, and accuracy measured at launch quietly decays. Operate is a defined monthly service that keeps a production system accurate, adopted, and improving.

Scope the first workflow →
Engagement
FormatMonthly managed service
Investment$5,000–$15,000 / month
ResponseBusiness hours
ScopeDefined, with a change allowance
Best forA system already in production
Scope the first workflow →
Why this exists

A system that is unattended is a system getting worse.

An AI system is not a fixed asset. The policies it cites get revised. The product catalogue changes. A model version is retired and its replacement behaves differently on the same prompt. New staff use it in ways the original design never anticipated.

None of that announces itself. Quality degrades quietly, users lose confidence, and the system falls out of use months before anyone raises it as a problem. Operate exists so that decay is measured and corrected rather than discovered.

What Operate includes

Keeping it right, not just running.

01

Evaluation and quality monitoring

The evaluation set built during the build is re-run on a defined cadence, so accuracy is tracked over time instead of assumed.

02

System optimization

Tuning retrieval, prompts, and configuration as usage patterns emerge, and assessing new model versions before adopting them.

03

Adoption measurement

Who is using the system, for what, where they abandon it, and where output is being overridden or ignored.

04

Governance updates

Keeping access control, retention posture, and review paths current as policy, staffing, and vendor terms change.

05

Bounded improvement work

An agreed monthly allowance for changes: refreshing sources, correcting failure patterns, and small refinements.

06

Operating review

A regular working session on what the system is doing, what it is costing, what has degraded, and what to do next.

The boundaries

Defined scope, stated plainly.

Read this before signing anything

Operate is not unlimited access

It is a defined scope at a fixed monthly fee — typically $5,000–$15,000 depending on system complexity, evaluation load, and the change allowance — with support during business hours. There is no uptime guarantee and no on-call obligation unless one is specifically contracted and priced. Improvement work is capped by an agreed monthly allowance; new capability is a new Build phase, not an extension of the retainer. Celadon would rather write that down now than discover the mismatch in month three.

Operate is available on systems Celadon built, or on an existing system that has been through a Sprint and is in a documented, understood state. Taking operational responsibility for an undocumented system nobody can explain is not a service Celadon offers, because it cannot be done honestly at a fixed fee.

What is intentionally excluded

Not a general support desk.

Operate does not cover end-user helpdesk, infrastructure management for systems outside the scope, or unlimited development. It is not a substitute for internal ownership: someone in the business still owns the workflow and the decisions the system supports.

If what you want is senior guidance across a broader AI programme rather than care of a specific system, that is Advisory.

Keep the system worth having.

A focused conversation about what is live today, how it is performing, and what it would take to keep it accurate and adopted.

Continue

Where this sits.

Get started

Find the first workflow worth funding.

A focused conversation about the business problem, the systems involved, the constraints, and what would need to be true for AI to create measurable value.

What happens next
1We reply within a day. A short note back from a real person, not a bot.
2A 30-minute call. The problem, the systems involved, and whether AI is the right answer — no cost, no obligation.
3A fixed-fee proposal. A scoped first phase with a clear objective and price, before any work begins.
hello@goceladon.com
We reply within a day.