1. Research
Every review begins with a scoping brief covering the category, the buyer, the jobs-to-be-done, and the competing tools. We map the vendor's public documentation, changelog, security posture and pricing before writing anything.
Editorial Standards
Our Editorial Methodology
How products are researched, tested, reviewed and updated — and how we maintain editorial independence while working with affiliate partners.
2. Hands-on testing
We pay for the subscriptions and run the tool through real editorial and business workflows — never a canned demo. Testing runs 40+ hours across weeks so we see failure modes, not just first-touch polish.
3. Evidence classification
Every claim in a review is tagged Verified, Vendor-Reported, Estimated or Community-Reported using the TTML Evidence Standard. Readers can see where our confidence comes from on every page.
4. Scoring
The TML Score is a weighted, category-aware model. We do not adjust scores in exchange for affiliate deals, and we publish the framework so it stays auditable.
5. Editorial independence
Affiliate partnerships fund the lab but never determine the verdict. Commercial links are disclosed with rel="sponsored", and any tool can score poorly regardless of whether we earn a commission.
6. Updates
Reviews are reviewed on a rolling cadence. Material product changes, pricing shifts and new competitor launches trigger an update — not the calendar.
7. Corrections
If we get something wrong we fix it in the article, note the change, and — where it affects the verdict — re-score. Email corrections@thetoolmoneylab.com.
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