What we publish
- Tool reviews with current plan snapshots and buying guidance
- Category and audience buyer guides
- Side-by-side comparisons
- Dated benchmark evidence with model/version and harness caveats
- A free evaluation scorecard for running your own trial
What our scores are
The 5-point score is an editorial product rating. It is not a lab benchmark. External benchmark results are displayed separately and apply only to the exact model and configuration shown.
How money works
The site may earn through labeled affiliate links, sponsorships, the $12/month Premium membership, and written keep/cut replies included with Premium. The weekly email and instant Stack Audit stay free. Commercial relationships cannot buy an editorial score. See our methodology and affiliate disclosure.
AI Stack Audit
The audit is a strategy and recommendation report. It does not include software implementation, account setup, integrations, credentials, API keys, or ongoing support.
Press and citations
Journalists and editors: use the press page for boilerplate, citation URLs (Pricing Watch, methodology, evidence ledger), and what we will not claim. Embeddable review badges live at /badges/.
Contact
Use that address for editorial corrections, tool submissions, sponsorship questions, privacy requests, and AI Stack Audit inquiries.