Research.
Research on technology, markets, economics and investment. Explore its purpose, evidence and place in the wider Viotus development record.
Questions to Ask When a Valuation Range Surprises You
A practical review method that moves from a surprising valuation range to the scenario, assumption and framing choice behind it.
Reverse Stress Testing a Valuation from Its Limit
Ordinary scenarios ask what value follows from changed assumptions. A reverse stress test begins with failure and finds the smallest changes that reach it.
How to Audit AI Without Logging Sensitive Data
A practical field-by-field method for preserving useful AI operational evidence without turning observability into a hidden store of user content.
Archive
How to Design Human Review Controls for AI
A practical control ladder helps teams give people the right way to inspect, reject or replace an AI-assisted result.
Data Minimization for Useful AI Features
A practical checklist for giving an AI feature the context it needs without exposing every available record or collecting unnecessary personal information.
Least-Privilege Permissions for AI Tools
A practical framework for giving a tool-using AI capability only the information and actions required for its intended product role.
AI in financial software: what should remain deterministic?
A practical Viotus framework for separating financial data, deterministic engines, AI assistance and the decisions that remain human.