We run it. You get the report.
Agents and models do the volume. Our reviewers hold the queue for anything uncertain. You get a weekly report of work delivered, exceptions and what changed. This is what most clients actually buy: the outcome, not the software.
Zingaro AI’s managed AI operations service runs AI systems in production on the client’s behalf, with human reviewers handling exceptions, continuous evaluation and retraining, and a weekly report of work delivered, priced on the volume handled rather than on seats.
You get
- Work delivered into your systems every day
- A queue your team can see and audit
- A weekly report
- A named person on our side
Built with
- Human-in-the-loop review
- Weekly reporting
- Continuous evals
- Retraining loops
- Volume pricing
Managed AI operations, end to end.
Running the systems
Monitoring, restarts, updates and retraining. You never touch the tool unless you want to.
The review queue
Our people check anything uncertain before it reaches you, in your hours, in your language.
The weekly report
Work delivered, exceptions, what changed and what we recommend next. Short enough to read.
Continuous improvement
Reviewer decisions go back into the eval suite and the model, so exceptions fall over time.
Volume pricing
Priced on the work we actually handle. It moves with your volume, not your headcount.
Hand-over any time
If you want to run it yourself later, you can. Everything is documented for that.
From one painful job to a system in production.
Models and agents handle the volume. People handle the edges. You always know which did what.
- 01
Discover.
One or two weeks with your team. The jobs listed, sized and ranked. A number on the first one.
- 02
Build the pilot.
Fixed scope, fixed fee, 4 to 6 weeks. Real output on your real data, measured against the number.
- 03
Ship it.
Into production, inside your boundary if the rules require, with evals gating every release.
- 04
Run it, or hand it over.
We operate it with people on the queue and a weekly report, or your team takes it with the runbooks.
Your data does not have to leave the building.
On your servers
Air-gapped where required.
We install on machines you own, inside your network. Where the rules demand it, the system runs with no outbound connection and updates are carried in by hand. Your team keeps the keys.
Data stays inside your network
Your private cloud
We deploy into your account.
We deploy into your own cloud account, in your region, under your access controls. The data stays in your account. We get the access you grant, and nothing more.
Data stays inside your account
Ours
Managed, fastest to start.
We run it on infrastructure we operate. The right choice when the data is allowed to leave and you want the pilot running this month.
Managed by us, on our terms
In banking, insurance and healthcare, the rules decide where the data sits. We built for that first.
How each option worksWhat comes back, and how we measure it.
Deliverables
- Work delivered into your systems every day
- A queue your team can see and audit
- A weekly report
- A named person on our side
Measured by
- Work delivered per week
- Exceptions and their causes
- Share handled without a person
- Changes made and their effect
Real figures come from your pilot. We do not publish invented ones.
What people ask about operations.
Who is accountable when it goes wrong?
We are. Uncertain work goes to a person before it reaches you, every run is logged and we fix what we get wrong.
Can we see the queue?
Yes. The review queue and the logs are yours to look at at any time.
What does it cost?
It depends on the volume, so we scope it on the call and quote after. Milestone-based for builds, volume-based when it runs.
Bring us the operations job you keep postponing.
Twenty minutes is enough to say whether we can take it.
A pilot starts within 5 working days of agreed scope · Nothing upfront · No seat licences