
1,370 More Verified Mentions Across Fewer Sources in This Week’s AI Software Index
This week maps 2,824 ranked products, 9,253 Sources and 39,211 Mentions, as the evidence corpus becomes denser and 25 Best leaders change.
10 reports from Cooper's Week 35, August 24–30, 2026, software recommendation index.
Methodology aiq-v2View the Edition 8 ranking archive

This week maps 2,824 ranked products, 9,253 Sources and 39,211 Mentions, as the evidence corpus becomes denser and 25 Best leaders change.

The current Rising report selects one category-local signal per hub, distinguishing broad assistant agreement from a thin or concentrated evidence trail.

Four Sales Best leaders change, but the larger story is structural: seven categories choose different products for Best, value, setup, and Rising.

Only two Marketing Best leaders change, yet eight categories replace the broad recommendation when buyers ask about price, setup, or momentum.

Seven Support Best leaders hold, while six categories choose four different products across the questions buyers actually bring to a shortlist.

Three HR Best leaders change, but seven four-way splits show why recruiting, payroll, and people operations cannot be read through one ranking alone.

Eight Finance Best leaders hold while price, setup, and Rising keep moving, leaving only four categories with a complete four-way split.

Four Productivity Best leaders change, and seven categories produce separate winners for the broad, value, setup, and emerging-product questions.

Eight IT & Security Best leaders hold, but seven setup leaders change and only three categories preserve a complete four-way intent split.

Five Engineering Best leaders change, the highest count of any hub, while six categories stop short of a complete four-way split.