AI answers need an evidence trail
A useful business copilot must make its sources, assumptions, and transformations inspectable.
Trust is a product requirement
Fast answers are not useful if the user cannot inspect the evidence behind them.
A safer interaction model
Every answer should expose its source, metric definition, filters, calculation path, and confidence limits.
Key takeaways
Make verification easier than blind acceptance.