
Founder story: Why I Created the S-File
Founder Novi shares why he created the S-File, a structured execution contract that reduces cognitive load and makes AI interactions more reliable, predictable, and usable for real work.

Founder Novi shares why he created the S-File, a structured execution contract that reduces cognitive load and makes AI interactions more reliable, predictable, and usable for real work.

This short S-File helps you test whether you can truly spot AI hallucinations by judging real examples and seeing, clearly and honestly, where your confidence holds up or fails.

The AI Systems Reliability Diagnostic helps organisations understand whether their AI systems can be trusted in real business use — and what needs to change before scaling.

A data-driven look at why today’s AI agents still lack enterprise-grade reliability and how leaders can deploy agentic workflows safely to protect operations and reputation.