Data Sources & Attribution

Where records, source checks, and icons come from.

Official-source profiles

37 profiles identify products using official sources. Review scope varies; 9 have expanded documented overviews. None claims a hands-on benchmark.

Imported dataset

16,423 records remain imported from AIToolBuzz (2025), compiled by Devadigax, under CC BY 4.0. Original dataset ↗.

Changes include normalization, deduplication, tracking-parameter removal, proposed classification, and a separately reviewed Perplexity profile. Imported records are not independently verified. No source endorsement is implied.

Icons

Official-site assets and cached favicons identify products. Some missing imported icons come from Google’s favicon service with no referrer. Unavailable icons use initials, not an invented logo.

Review and indexing

Official-source product pages have individual routes. Imported pages remain noindex. A record count is not a count of indexed pages.

Source records

Directory counts · Review workflow · Coverage by category.