November 2026 Edition

112 buying questions, six ways each

Each category is one buying question, put to fourteen models in six framings: 84 answers a category per segment. Share counts the four framings that ask for a pick, so 56 of the 84. The verdict comes first: whether the models agree, whether one product leads clearly, or whether the order is still contested. The page for each category shows who leads, who is warned against, how every model answered, and every judgment call made between the raw labels and the numbers. Ten categories also have a guide, walked product by product.

All categories

112 categories · 72 contested
Showingin, ordered by
112 categories: 3 consensus, 37 with a clear leader, 72 contested. Share counts the four framings that ask for a pick.
What the verdicts meanThe leader changes here
Marketing49 categories. Finding and creating demand: content, web, search, advertising, events, automation, measurement.Function page →
Sales17 categories. Working pipeline: prospecting, engagement, conversation intelligence, intent, enablement, forecasting.Function page →
Customer13 categories. Keeping and growing customers: support, success, onboarding, feedback, education, community.Function page →
Revenue operations12 categories. The function that owns the system of record and the quote-to-cash mechanics: CRM, CPQ, contracts, billing, commissions, territory and quota planning.Function page →
GTM data and infrastructure17 categories. Shared plumbing: customer data, warehouses and reverse ETL, enrichment and verification, identity, automation, consent.Function page →
Partner and channel4 categories. Selling through others: partner management, affiliates, channel and local marketing.Function page →
Fourteen models, six framings per category. November 2026 Edition.