Document agents, extraction, one operating surface. Every step recorded.
All of them share the same machinery: a verification queue, rules that accumulate, and a record of every step.
Files in, records out; a person confirms the uncertain.
Format recognition, column mapping, validation, write to the target system. Uncertain judgements queued for confirmation; confirmations become rules, so the next file from the same source is handled automatically.
Unstructured to structured: tickets, reviews, contracts, return reasons.
Taxonomies agreed with you; confidence thresholds; low-confidence items routed to a person. Output lands in the warehouse as structured fields.
One surface across back-offices; writes need confirmation.
Inventory, orders, finance, support in one view; every write action proposed by the agent, confirmed by a person, logged.
Plain-language questions, answered with the query shown.
A semantic layer over your definitions. Every answer shows the query it ran; no answer without a source. Runs on the Data Foundation.
Kept running as systems change. Monthly.
Interface-change tracking, queue and rule review, a monthly report of what ran, what was confirmed and what failed.
Step 05 feeds back into step 01
The AI you already run in support and marketing stays; we make sure it sees the same data.
| RPA | AI copilots in SaaS | Build in-house | Unvessel | |
|---|---|---|---|---|
| Handles variation | Breaks on change | Within its product | If you build it | Judges; asks when unsure |
| When unsure | Fails | Guesses | Depends | Queue to a person; answer reused |
| Data in view | One screen at a time | Its own product | Depends | Every connected system |
| Verifiability | Logs | Black box | Depends | Every step recorded |
| Way in | Licence | Bundled | Hiring | A two-to-three-week diagnostic |
No. RPA replays clicks and breaks when a layout changes. These agents read and judge, and ask a person when they can't.
For document agents on one system, no. For anything that spans systems or answers with numbers, yes.
Uncertain judgements never execute; confirmed ones are on record and can be withdrawn. Effects are traceable.
Diagnostic at a fixed fee; each workflow at a fixed price with acceptance criteria agreed first; managed operations monthly.
Past work is on the case studies page.
Tell us which routine work eats the most hours and which systems it touches. We'll reply with the scope and the fee — or tell you honestly if we're not the right firm.
info@unvessel.ai