One of the eleven dimensions behind the Cyborg Score (1-10).
Written by AskCyborg Research. Last reviewed 2026-09-03.
How the company actually creates value and how it captures it — what is sold, to whom, under what commercial model, and which part of that model the revenue really depends on.
Each dimension is argued before it is scored. A panel of AI analysts takes opposing positions on the material claims in that dimension — the case for, the case against, and the risks neither side raised first — and each claim is challenged, defended, and either survives or is rewritten. The dimension score reflects what survived, weighted by the confidence rating attached to the surviving evidence. The overall Cyborg Score is the synthesis across all eleven, so a single strong dimension does not carry a company and a single weak one does not sink it. The same company put through the same framework produces the same score.
The score rises when the model is legible and the dependency is stated plainly: a named buyer, a named unit of sale, and a stated reason the buyer keeps paying. It falls when the description only works at the level of a category, when the stated model and the stated revenue source do not line up, or when the business turns out to rest on one relationship the write-up treats as incidental.
Every material claim carries a confidence rating, and the rating is about evidence, not about tone. High confidence means the claim is supported by disclosed, checkable material and survived a challenge from the opposing analyst. Medium means it held up but rests on partial or single-source evidence, and the caveat travels with it. Low means the claim is directionally supported and could not be confirmed — it is kept because omitting it would be a different kind of dishonesty, and it is labelled so it is never read as settled. A dimension scored on low-confidence evidence gets a middling score rather than a strong one: thin evidence is scored as thin evidence, not as bad news and not as good news.
Private companies disclose the model they want understood. Where a company has never had to describe its economics to anyone, this dimension is reading positioning material, and it is scored as thinly evidenced rather than as strong.
A 3 reads like: the company is described as a platform, but the only revenue mechanism named anywhere is a single reseller agreement, and nothing states what a customer is billed for. The debate could not settle what the buyer pays for, so the strength claim did not survive.
This example is generic and describes no real company. It is a worked illustration of the reasoning, not a rating of anyone.