Topic
The gap between self-published performance counters and independently reviewed operating data usable in procurement.
Every number in the account traces to a single vendor blog post that lists no CVE identifiers and no disclosure dates. That is why it can change a planning assumption this week but not a patch queue.
Reality
The company's adoption figures could not be verified and its two public customer counts use definitions that do not match, while a small controlled trial records what an AI moderator misses. Together they describe the evaluation buyers now have to run.
Reality
A week-long GLM-5.3-Flash preview ran on tens of thousands of domestic chips at per-token cost Z.ai says matches mainstream Nvidia parts, but with no vendor named and no power or throughput figures, the result speaks to inference sourcing and not to training.
Reality
The Trusted Computing Group's baseline is PTP 1.07, with two readiness labels and a certification tier still to come. Until that lands, verification means reading a vendor's evidence packet.
Reality
Membership inference and verbatim extraction are documented against production systems. That turns training-data provenance from an ethics slide into an evidence problem you do not control.
Reality
The company's CTO puts agent cost in terminal noise rather than model pricing. The 30 to 80 percent savings are vendor-reported; the 847-to-9 measurement is the part worth keeping.
Reality
The derivative-model claim is roughly double what the Hub actually records. If you are picking an open-weight base, take adoption numbers from the platform, not the lab.
Reality
ThayerMahan says ShorePicket and Outpost tracked everything from six-inch drones to XLUUVs. Port-security buyers should note which claims carry a Navy signature and which do not.
Reality
X Square Robot reports 1,816 parcels in an uncut hour at above 98% success, roughly 45% over Figure AI's 200-hour average. Neither run shipped an intervention log, so neither is comparable.
Reality