- Insurance
Automating the first pass on vehicle insurance claims
On-device photo guidance plus damage extraction, deployed across insurers in the US and India.
Work
6 case studies, plus a technical note on method. Most clients cannot be named, so the client field carries a descriptor rather than a logo and every other field carries specificity instead. Each case study states what the system does not do.
Sector
- Government / Regulatory compliance
Cutting regulatory package review from three hours to twenty minutes
A production assistive system for federal compliance inspectors, won through competitive RFP.
- Cultural heritage
- In use
Tagging a million-image art collection
A tagging pipeline that took first-pass indexing from ten people for two weeks to three researchers for two days.
- Financial services / Mortgage origination
- In use
Turning a compliance system into a working pipeline queue
Lifecycle modelling and live dashboards for a mortgage brokerage that had the records but couldn't get answers out of them.
- Healthcare / Revenue cycle
- In use
Catching 43% more coding errors without adding auditors
Error-likelihood models that route the right encounters to a medical billing company's audit team.
- Energy / Utilities
Finding power theft 7.5× more often than random inspection
A suspicion-scoring model for a European distribution utility — built, then handed over to their own team to run and retrain.
- Technical note
- Remote sensing
Working with SAR: notes from two water problems
What radar imagery gives you, what it costs, and how the pipeline changes with the question.