Products & case studies

We build what we recommend

Every product below was designed, built and shipped in-house. They are where we test the patterns we bring to clients — and proof that we can take an idea all the way to production.

Client work

Selected engagements

What we built for clients — and how each one works.

Claims documents, read by machine
Insurance · Document AI

Claims documents, read by machine

For an insurer, we placed document classification and field-level OCR inside the claims workflow. Every field carries a confidence score; low-confidence fields go to a reviewer instead of straight through.

  1. Scan in
  2. Classify
  3. Extract fields
  4. Review & post
Result90%+ field-level accuracy
Enterprise search over insurance documents
Insurance · Enterprise RAG

Enterprise search over insurance documents

Policy wordings, underwriting guides and internal circulars, searchable in plain language. Every answer cites the clause it came from, and an evaluation set checks accuracy before each release.

  1. Ingest
  2. Chunk & index
  3. Retrieve & rank
  4. Cited answer
ResultAnswer accuracy 65% → 85% after the rebuild
Meeting intelligence in three languages
Speech AI

Meeting intelligence in three languages

Industry-leading speech recognition for Hong Kong: Cantonese, Mandarin and English, even when speakers switch mid-sentence. Meetings become speaker-labelled transcripts, minutes and action items.

  1. Record
  2. Transcribe ×3
  3. Speakers
  4. Minutes & actions
Audit-ready LLM services for regulated teams
Governance

Audit-ready LLM services for regulated teams

LLM services built around Hong Kong’s compliance and regulatory requirements — the PDPO and sector guidance for banking, insurance and securities — with guardrails, PII redaction, audit logs and in-region data residency from day one.

  1. Map the rules
  2. Guardrails & redaction
  3. Audit log
  4. In-region data