Real systems, real constraints, measured outcomes.
Fintech, SME accounting · In production
Over 90% of transactions automated end to end, approximately 100,000 processed
An AI-native accounting platform that has posted approximately 100,000 transactions across 10+ businesses, over 90% automated end to end, 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
98.7% extraction accuracy
A dual-LLM extraction and judge pipeline reaching 98.7% accuracy and cutting manual processing time by 78.3% across financial documents.
SaaS customer support, internal operations · In production
94.2% support automation (tickets closed without a human edit)
A multi-agent system that closes 94.2% of support tickets without a human edit and hands humans a ranked summary for everything else.