Three evaluations. Three settings. The question, finding, and limits of each.
InspecSpider inspects structures at height. Tests with simulated fog exposed weaknesses in the vision model's segmentation, despite otherwise stable performance.
Scope & limitations: Tested under simulated fog. The summary does not report the robustness metric definition or test-set size.
A growing bar wanted to replace manual forecasts with AI. It used Knotest to check whether the system could improve stock planning with its own sales data.
Scope & limitations: Eight-week pilot across six beers. Sample counts and uncertainty estimates are not reported.
An Asian food-and-beverage group spent too much time processing supplier documents by hand. It used Knotest to assess an AI provider before committing to the system.
Scope & limitations: One-month comparison. Document counts and uncertainty estimates are not reported.