Business question
What must become true to survive evaluation?
The specific things an AI must confidently connect with your company for you to stay on the list as requirements are added. That is a short, concrete list per category: the requirements you have to meet, and the proof that makes each one credible. It is the core question Upstream Zero is built to answer.
The problem
"Improve our AI presence" is not something you can act on. What you can act on is the exact set of requirements a buyer introduces and, for each, whether the AI currently credits you.
Why it matters
This turns an abstract fear about AI into a defined, prioritized list of what to make true first, which is where the leverage is.
What the research studies
The components behind this question.
The evidence so far
What we have run, and what we have seen.
- E-045Video conferencing software: When the field survives and keeps its names
- E-041CRM software: When the recommendation set survives but its members do not
- E-043Accounting software: When the whole field is wiped out and replaced
- E-044Accounting software: When the same kill repeats on a second evaluator
- E-034Clinical trial management software: When the recommendation set collapses
- E-040Project management software: When the recommendation set holds
- E-042Project management software: The unexplained recommendation transition
- EXP-0002Knowledge Reconstruction Fidelity: once recognized and retrieved, can evaluators reconstruct Upstream Zero faithfully?
- EXP-0001Knowledge Propagation: can evaluators discover, retrieve, and recognize a newly published institutional knowledge system?
- E-005Cannabis compliance software: the thin-corpus hypothesis falsified
- E-002Healthcare CDP and the HIPAA flip: the program's one causally verified gate
- E-003Generic HRIS in editorial mode: ads discovered inside the instrument
- E-004Uniform rental and FR garments: the first ground-truth-graded category
- E-001Legal ERP and legal corporate travel: extraction method origin
- Observation · Candidate · 2026-07-20Survival depended on the category, in at least four ways
- Observation · Candidate · 2026-07-20Survival appeared in two modes, and their cause is confounded
- Observation · Held · 2026-07-20Two evaluators took opposite stances on the same claim
- Observation · Candidate · 2026-07-20The same elimination appeared on two different evaluators
What we can conclude
We have observed that survival is decided one requirement at a time, that the field can survive, collapse, or move to a different tier depending on the category, and that the leader is exposed at the first requirement it cannot meet. So what must become true is specific and testable, not a universal formula.
What remains unknown
What drives a category to behave one way rather than another is not yet established, so the requirements that matter should be measured for your category rather than borrowed from another.
How Upstream Zero helps
From the evidence to your answer.
Upstream Zero finds the requirements that decide your category, tells you which ones the AI currently credits you for, and defines what must become true for the rest, with the proof each would need. The fix is recommended, and its effect is something we then measure.