OPU · Evaluation Framework

No single yes/no shortcut.Two axes, explicit outcomes.

A serious OPU review should be able to conclude “strong candidate,” “strong portfolio but not OPU,” “solo formation but weak value thesis,” “requires controlled review,” or “fails.” The framework must permit negative and unresolved outcomes.

No forced positive verdictAccess-proportional certaintyDefeat conditions
Two-axis model

Evaluate provenance and substance independently.

Axis A

Solo Provenance

Supported · Unresolved / controlled review required · Fails

×
Axis B

Asset Substance / Strategic Value

Strong review-worthy substance · Unresolved / specialist diligence required · Weak / fails strategic-value thesis

Classification matrix

What the combinations actually mean.

Provenance
Substance
Correct classification
Supported
Strong
Strong OPU candidate. Final technical validation, IP status and valuation remain independent specialist conclusions.
Supported
Unresolved
Credible solo-formation case; unicorn-scale strategic-value thesis remains open.
Supported
Weak
Solo compression may remain interesting, but the OPU strategic-value thesis fails.
Fails
Strong
Potentially strong portfolio/company assets, but not a bounded one-person formation case.
Fails
Weak
OPU case fails on both axes.
Public evidence incomplete
Unresolved
Controlled diligence required. Public-only review should not be converted into a total verdict.
How the model converged

The current two-axis test is the result of a visible narrowing process.

Earlier strict standard

The May 6 article proposed three conditions: a whole-path solo trajectory, reconstructable documentation and market value in the billions. That formulation was intentionally strict, but it was broader than the current MZN claim boundary.

Current bounded model

By May 23–25, the public thesis had separated two independent questions: can the eligible Phase 2 formation path be reconstructed as one-human, and does the resulting asset stack survive serious substance/value diligence?

Why the distinction matters

A portfolio can be valuable and fail the OPU provenance test. A formation path can be genuinely solo and fail the strategic-value test. The current matrix preserves both negative outcomes.

Published precursor

The Hard Questions Behind a One-Person AI-Native Company is the closest public precursor to this evaluation page: it explicitly separates Phase 1, Phase 2 and Phase 3, states that self-assessment is not the verdict, and makes insufficient value or failed solo provenance defeat conditions.

Review the source trail
Valid negative outcomes

A rigorous review needs more than “believe” or “dismiss.”

Not proven publicly

The public layer is insufficient for the requested conclusion.

Requires restricted diligence

The claim may be reviewable, but the needed material belongs in controlled access.

Phase confusion

The objection mixes Phase 1 team execution, Phase 2 solo formation or Phase 3 future work.

Provenance uncertainty

The formation trail is incomplete or contradictory.

Technical / novelty uncertainty

Specialist review has not yet resolved depth, novelty, reproducibility or prior art.

Structural refutation

A load-bearing claim is contradicted by material evidence. The classification must change.

Review discipline

Reviewer certainty should be proportional to reviewer access.

Public review can test definitions, routes, selected artifacts and contradictions. Controlled diligence can test deeper provenance and confidential technical material. Neither layer should pretend to be the other.