Commercial Evaluation Observatory · Version 0.1 · First Light

Upstream Zero studies commercial evaluation to improve commerce.

Organizations have always been evaluated before they are chosen. That process is becoming observable for the first time — through the behavior of AI evaluators — and this observatory exists to measure it. Every significant claim here carries an evidence tier, and most of them are currently the lowest one. That is not a weakness of the site; it is the point of it.

The observatory currently holds

Zeros are printed, not hidden. The instrument came first; the holdings accumulate in public, revision by revision. Why we publish at N=0 →

Open questions — what we are pointed at

• Q-1
  Do more faithful commercial representations lead to better selection outcomes?
• Q-2
  What is the relationship between AI evaluation and human buying-committee evaluation?
• Q-3
  How stable are AI evaluator recommendations across model versions, prompt phrasings, and repeated sampling?

The claim ledger — including our own founding claims

• Portions of commercial evaluation have become observable through AI evaluators' behavior
  Narrated · 1 of 6
• Evaluator-stated rationales are observations about the evaluator's narration, not evidence of mechanism
  Narrated · 1 of 6
• Organizations will increasingly maintain a machine representation alongside their human representation
  Narrated · 1 of 6

A visitor who doubts us should start here: every claim, tiered →

Notes — narrated by construction

• First Light: why this observatory publishes at N=0