Finance and payroll
Explain variances, assemble supporting records and prepare an investigation for specialist review.
We build internal AI tools and copilots that help people investigate, prepare and decide. The experience fits the role, brings the right records together and keeps judgement with the person responsible.
Review workbenches · evidence · specialist assistance
An explanation the payroll specialist can verify.
Compare the employee’s pay components across periods.
We build internal AI tools and copilots that help people investigate, prepare and decide. The experience fits the role, brings the right records together and keeps judgement with the person responsible.
Explain variances, assemble supporting records and prepare an investigation for specialist review.
Compare evidence, identify missing information and prepare the next action inside the working case.
Research accounts, prepare proposals and produce decision briefs from approved company information.
Start with the user’s task and build the smallest useful interface around it.
Connect the relevant sources and show which evidence supports the answer.
Let people correct, approve and continue the work without losing the original context.
A reviewer sees a material difference between the current and previous payroll run.
A variance explanation with supporting records, unresolved items and a proposed reviewer queue.
The decision boundaryThe payroll specialist validates the explanation and approves any correction. The copilot does not alter pay or release the run.
Check an agreed payroll period against the specialist’s reviewed variances. Measure explanations supported by records, missing approvals, correction effort and review time.
Illustrative implementation scope. This describes a possible build, rather than a claimed client result.
Test with the people who own the task. Compare preparation time, factual support, corrections and the ease of moving the result into the next step.
A focused proof of concept ships in 2 to 4 weeks. We use the findings to scope production integrations, access, monitoring, rollout and support.
Bring us one workflow, real examples and the people who know the work. We’ll identify a practical first build.
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