Work

An AI product has to fit the work around it.

These cases follow the decisions behind Smartflow, Splore and Finaxar, and the earlier data and banking work that shaped them.

Marketnode

Smartflow

AI in regulated banking operations. A document field becomes useful when its evidence, review and operational meaning stay connected.

Menyala → Splore

Splore

From semantic search to source-cited research. Retrieval became an institutional product when the answer carried evidence a reader could inspect.

Finaxar

Finaxar

Regulated lending across four markets. Merchant data could support instant credit decisions. Larger lines brought the work back to documents and review.

Avagam → Crayon Data

Crayon Data

Enterprise data and engineering leadership. The data preparation, inference and retrieval around a billion-node graph mattered as much as the model.

Dragon Wealth Asia

Dragon Wealth

From fund documents to portfolios. Fund documents and structured data became personalised recommendations and model portfolios on web and mobile.

Deloitte · Numind

Bank consulting

Risk and technology programmes. Bank risk and strategy work made the evidence behind a decision as important as the decision itself.