hksay

Case studies

One per industry.
Quality over quantity.

Most of our work is under NDA. Where we can talk, we do. Each link below is a real engagement; metrics, names, and regulators are anonymised at client request.

Financial services · Hong Kong

Compliance Q&A copilot for a HK fintech compliance team

Their compliance team was fielding ~200 internal queries per week from front-office staff: regulatory clarifications, transaction-rule lookups, and KYC exceptions. The team was 8 people, growing headcount got expensive, and the institutional knowledge lived in 14 years of internal memos scattered across SharePoint, email, and three different wikis.

auditembedrunQ1 2025 – ongoing

1,200

queries in the eval harness

Read the case study

Want to talk to a current client? Tell us at the consultation step — most are willing to take a 30-min reference call once we're past the NDA step.

Request the audit