engage_04 / evolve
You run the system. We keep it sharp.
Operate + Evolve is the ongoing support retainer for teams that run their own system. Your people operate it day to day; Go Serif! returns on a schedule to tune, evaluate, control cost, and expand what is working. Ownership never moves.
Who it is for
- Teams that took the full transfer and run the system internally
- Businesses that want expert eyes on the system without handing over operation
- Systems that should grow: new workflows, new integrations, new levels
What each cycle includes
- Performance and evaluation review against your baseline metrics
- Tuning: prompts, rules, thresholds, and routing
- Cost review and model or integration adjustments
- A prioritized expansion recommendation, including "change nothing"
- Updated documentation after every change
How it differs from Managed AI Operations
| Question | Managed AI Operations | Operate + Evolve |
|---|---|---|
| Who runs the system day to day? | Go Serif! actively runs and monitors the AI systems layer | Your team runs the system |
| What does Go Serif! do? | Daily operation, exception triage, performance watch, incident response during agreed hours | Scheduled tuning, evaluation, cost review, and expansion support at a regular cadence |
| Who approves consequential decisions? | You. Approval gates and decision authority stay with your business | You. Same gates, same authority |
| Who owns the system? | You, at all times | You, at all times |
Common questions
How often do the cycles run?
On the cadence that fits the system, commonly monthly or quarterly. The cadence is agreed when the retainer is scoped, and can change as the system matures.
Does the retainer lock us in?
No. You own the system, the documentation, and the credentials. The retainer is a schedule, not a dependency, and it can stop without the system stopping.
What does it cost?
Scoped to the system and the cadence, quoted after the build. We do not publish a flat monthly price because the honest number depends on what we are maintaining.
Keep your system improving.
Bring the system you run today, ours or anyone's. We will assess it and scope a support cadence that fits.
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