Work

Products we've designed, engineered, and shipped — production GenAI systems, web platforms, and mobile apps across healthcare, finance, energy, and hospitality.

Featured work ↓AI systems ↓
AI systems in production

Engagements without a glossy banner — extraction pipelines, fine-tunes, and RAG systems judged purely on their measured outcomes.

01Document AI

Tax Document Extractor

A privacy-first extraction system for confidential Australian taxation documents — handwritten text, arbitrary layouts, and government monograms read by open-source vision models on private servers.

5sper document — work that took four full-time reviewers
02Healthcare analytics

EpiWriting

Natural-language analytics over millions of healthcare records — by repositioning the LLM as a data scientist that writes its own analysis code, instead of a retriever that loses the data.

100%data fidelity across millions of records
03Trade finance

Letter of Credit Reader

An AI analyzer that reads Letter of Credit instruction documents and customer drafts side by side, then flags discrepancies the way a senior reviewer would — in seconds instead of hours.

40sper review, down from hours of manual comparison
04Knowledge management

Business Documents Analyzer

A retrieval-augmented system that makes 2,000+ PDF documents of SOPs and business standards genuinely searchable — context-aware answers with sources, not keyword roulette.

2,000+PDFs turned into a queryable knowledge base
05Speech AI

Hebrew STT Fine-Tune

A fine-tuned Whisper model that accurately transcribes bilingual Hebrew–English sermons — handling the code-switching and cultural nuance that stock speech-to-text consistently gets wrong.

5×reduction in word error rate after fine-tuning
06Sales enablement

AI Sales Coach

An AI training coach for a 250-person sales floor — onboarding new reps with the company's own playbook so team leads get their hours back.

250+sales reps supported by the coach
07Agriculture

Grain Certificate Extractor

A batch pipeline that converts unstructured U.S. grain inspection certificates into clean, analysis-ready CSV data — normalized units, canonical parameters, and edge cases handled.

Minutesfor batch runs that took hours of manual entry