SAHAN UDANAIdeas. Projects. Practice.
Strategy · Transformation · AI

Turning strategy
into enterprise
performance.

Perspectives and practical projects exploring how organisations make decisions, design work and apply technology.

Read the perspective →
01 / Perspectives

A focused argument. A useful question.

Training, retention and access: three questions about GenAI privacy
Executive perspective · Generative AI

How private is your GenAI conversation?

What training controls change, what they leave unanswered, and how to decide what to share.

By Sahan UdanaRead the perspective →
02 / Projects & AI Lab

Building, testing and learning in practice.

PROJECT / LIBRECHAT
Your browserDesktop or mobile
LibreChat on DigitalOceanWorkspace · Accounts · Stored chat history
Model providersAnthropic / Claude · OpenAI models
Self-hosted workspace · Provider-hosted models
AI Lab / Self-hosted GenAI

Multiple models.
One workspace.

Explore how to bring Claude, OpenAI models and other supported providers into one familiar interface—with control over where the workspace is hosted and who can access it.

This project uses the open-source LibreChat application on DigitalOcean. When a provider API is selected, that provider processes the model request; self-hosting the workspace does not keep every prompt local.

A connected view of enterprise change

The decisions behind
better performance.

01

Strategy & transformation

Which outcomes matter, and what must change to deliver them?

02

Operating models

Who decides, who owns the outcome, and how does work move?

03

Digital & AI

Where can technology improve the work—and how will we know?