860 AI answers scored across 85 B2B software companies in 61 categories, with every cited source traced: 5,160 citations. All citation URLs were string-matched against reddit.com, quora.com and stackoverflow.com: zero hits. Vendor-authored pages were 77.4% of citations. Volume II, The Absence Ladder, classifies the 616 answers where a company was absent and finds the shape of absence shifts with existing visibility (chi-square… See the full description on the dataset page:
https://huggingface.co/datasets/Broadcastwell/state-of-geo-2026.
