VOI does the important work. AI does the repetitive work
AI workflows built around the way your firm already works. They read the documents, check the numbers, flag what is missing or wrong, and draft the reply. Nothing leaves without a person’s sign-off.
Two-week pilot on your own documents. Price agreed before we start.
Illustrative example. Names and figures are invented.
Build, evaluate and monitor your agent workflows.
We build multi-agent workflows and instrument every run: a span for every LLM call, tool call and hand-off, scored for quality and tracked for cost, latency and errors. Evaluate before you ship. Monitor once you have.
- Traced
- a span per call, tool and hand-off
- Scored
- quality on every run, not a sample
- Watched
- cost, latency and drift after go-live
Where the hours go, and what we take off your desk.
Pick your field to see what we automate first, and what the first workflow looks like.
Not on the list? If your team spends its days reading documents, checking them and typing the result somewhere else, tell us about it.
Three steps. The first one is a phone call.
Fixed scope, price agreed up front, and a report you keep whatever you decide.
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Day 0
A 30-minute call
You describe the process that eats the most hours. We tell you honestly whether AI can take it on, and what a pilot would cover.
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Days 1 to 14
A two-week pilot on your documents
Fixed scope, price agreed up front. You get a working workflow and a report on accuracy, hours saved and cost per run. The report is yours either way.
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Day 15 onwards
Go live, with a person in the loop
Every finding waits for approval. We watch quality and cost on every run and fix drift before your clients notice.
Who decides? You do.
Four things we built so the AI never gets ahead of your team.
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A person approves every result
The workflow stops at an approval queue. Emails, filings, ledger entries: nothing is sent, submitted or posted on its own.
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Evidence on every finding
Each finding shows the source document, what was expected against what was found, and the recommended action. Reviewing takes seconds, not a second check.
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Your data stays yours
One isolated workspace per firm. Raw files never leave your browser, extracted text is deleted after 24 hours, and every credential is encrypted.
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You see the numbers
Files processed, findings accepted and rejected, hours saved and cost per run, on one screen. If the AI starts getting it wrong, you will know before we do.
Trace, evaluate and monitor every run.
One accounting workflow instrumented with Voi. Drag through the run, open any node’s prompt, tool call, cost, latency, quality score and tokens, and colour the graph by metric.
What you get on the engineering side.
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A span for everything
Every LLM call, tool call and hand-off is traced with inputs, outputs, tokens, cost and latency. Nothing happens off the record.
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Rejections become tests
Every rejected finding is recorded and used to tighten the workflow before the next change ships.
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Monitored after go-live
Acceptance rate, cost per run and quality on one dashboard. If the rate drops, we see it in monitoring and fix it.
The questions we get on the first call.
Does the AI decide anything on its own?
Do we have to change our software?
What happens when the AI gets it wrong?
Where does our data go?
What does it cost?
How soon do we see results?
Which process eats the most hours in your firm?
Tell us on a 30-minute call. We will say honestly whether AI can take it on, and what the pilot would look like.