Client engagements

Case Studies

Real engagements. Anonymized. Focused on shipped outcomes.

Fintech

AI Bookkeeper: Going Back to the Core

1/3 reduction in errors

Refocused a fintech's AI investment from peripheral experiments back to its core bookkeeping engine, delivering their single biggest accuracy improvement.

Read case study → Enterprise Software

Building AI Capabilities from Within

400-person ML community built

Transformed a disconnected Asia-based engineering group into a self-sustaining ML capability, eliminating dependency on a US team and shifting perception of the entire org.

Read case study → Mobile / Consumer AI

On-Device Voice Summarisation

100x surge in app usage

Shipped the first fully on-device voice memo summarisation feature — no cloud, no privacy tradeoffs, first in market. Opened a new segment of privacy-conscious users.

Read case study → AdTech

Optimising Ad Delivery Timing

68% CTR improvement

Unlocked a non-incremental growth lever at a mature ad platform by applying reinforcement learning to delivery timing — rare at a platform of this scale.

Read case study → Hardware / QA

Streamlining Mobile Electronics Testing

30% QA cost reduction

Redesigned a 500-person QA division's testing approach with ML-guided prioritisation, saving millions in operational costs while maintaining >99% bug detection.

Read case study →