Real systems, real constraints, measured outcomes.
Fintech, SME accounting · In production
70 to 90% of transactions automated end to end, 1,000+ per day
An AI-native accounting platform that matches, categorizes, and posts more than 1,000 transactions a day across 10+ businesses, escalating only what it cannot resolve.
Manufacturing, industrial data · Delivered
18 verification steps before any answer, backed by 700+ automated tests
A plain-language query layer over a manufacturing data warehouse that runs 18 verification steps before answering, and says so when it cannot answer reliably.
Fintech, insurance and annuities · In production
Processing time cut from 4 hours to 8 minutes per application
A four-stage vision pipeline that reads handwritten annuity applications, cutting processing time from 4 hours to 8 minutes, with a monitored optimization loop gated by held-out evaluation.
Fintech · In production
94.7% extraction accuracy
A dual-LLM extraction and judge pipeline reaching 94.7% accuracy and cutting manual review time by 78.3% across financial documents.
SaaS customer support, internal operations · In production
70.2% of tickets resolved fully automatically, and rising
A multi-agent system that resolves 70.2% of support tickets on its own and hands humans a ranked summary for everything else.