AI in systems you already run
For established teams: copilots, document automation and search across the apps and databases you have today, without moving your data somewhere new.
- Your dataStays in your cloud and region
- Model providersDirect, through your cloud, or self-hosted
- Every requestLogged for audit
- Search by meaningpgvector on your Postgres
- Summary on each ticketUp to 120 words
- Draft repliesA person sends each one
- Close solved ticketsOff until its evals pass
How it fits what you run
The AI features sit inside your cloud and reach your systems through the access you already control.
Copilots
Help inside your internal tools: summaries, drafts and answers next to the record being worked on.
Document automation
Invoices, forms and contracts read into your systems, with uncertain fields flagged for a person.
Search across systems
One question answered from several places at once, with links back to each source.
Built to pass your review
For security, legal and IT, before anything goes live.
- Data locationYour cloud account and region
- Sign-inYour SSO and permissions
- AuditEvery request and answer logged
- RolloutBehind feature switches, team by team
Questions from established teams
Usually from IT, security or operations.
Do we have to move our data?
No. We connect to where it lives, and the AI features run in your cloud account if you need them to.
Can we use the model provider we already approved?
Yes, including models offered through your cloud provider, or open models on your own servers.
How do we roll it out safely?
Behind feature switches, to one team first, with the eval numbers checked before each wider step.
Will you complete our vendor review?
Yes. We answer your security questionnaire as part of the set-up, before any data is shared.
See it built
A client project of this kind, anonymised under NDA: the architecture, the trade-offs and the results measured at launch.
Adding a copilot to software that was never built for one
Permission-aware retrieval, in-region data, a read-only seam and a flagged rollout.
- 0records surfaced beyond a user's access
- 100%retrievals filtered by the caller's identity
- 0customer data leaving the region