One of the eleven dimensions behind the Cyborg Score (1-10).
Written by AskCyborg Research. Last reviewed 2026-09-03.
The depth of what is shipped today, what is credibly in the pipeline, and whether the portfolio matches the market the company says it serves.
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 shipped products — not roadmaps — account for the revenue described, and when the pipeline is a continuation of demonstrated capability. It falls when the portfolio is one product described several ways, when the pipeline carries the value case, or when what is shipped does not serve the buyer named elsewhere in the analysis.
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.
Pipeline claims are unfalsifiable until they ship. This dimension deliberately discounts announced-but-unreleased work rather than scoring it as delivered, which means a company genuinely mid-launch scores lower here than it may deserve.
A 3 reads like: one product carries all disclosed revenue, three more are announced, and the value argument rests entirely on the announced three. The bull case was a roadmap.
This example is generic and describes no real company. It is a worked illustration of the reasoning, not a rating of anyone.