Methodology

Evidence & Confidence

How observations become defensible evidence — and where Vorentus deliberately stops short of claiming certainty.

What makes an observation defensible

  • Documented scenario and prompt conditions
  • Recorded environment, model served and grounding mode
  • Repetition, so stability can be distinguished from chance
  • Comparison against a verified reference claim
  • A traceable path from score to underlying observation

Where confidence ends

Independent AI systems cannot be commanded, and their internal reasons are not directly observable. Vorentus reports what was observed and under which conditions, and does not present correlation as causation.

No score without evidence.