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 and research-led reviews
Where we conduct hands-on reviews, we use the product directly and assess its functionality, usability, limitations and real-world experience. For research-led reviews, we evaluate primary vendor documentation, pricing, product capabilities and relevant comparative evidence. The research status shown on each review identifies the approach used.
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.
The Tool Money Lab Research Team
The Tool Money Lab independently researches, tests and compares software to help people and businesses choose the right digital tools. Pages credited to The Tool Money Lab Research Team are researched, checked and approved by TTML's own editorial team. Where a single person is genuinely responsible for a piece, they are named on that page.
Research status
- Hands-on reviewed by TTML — the product has been personally reviewed and evaluated by our team. Every product with a dedicated TTML ecosystem hub carries this status.
- Researched by TTML — assessed from primary sources such as official documentation, pricing, policies and specifications, without a recorded hands-on review.
- Editorial analysis — comparisons, rankings, awards and guides that combine verified product information with editorial judgement. Each linked review states its own status.
How we use software and AI
TTML uses software and AI-assisted tools to support research organisation, data processing, drafting, comparison structures and maintenance of its software database. Editorial judgement, research status, verdicts and final approval remain with the TTML team, and we do not publish auto-generated content without human review.
Applied methodology
Some categories are harder to evaluate honestly than others. Security software is the clearest example: its value is invisible when it works and its claims are difficult to falsify.
How this methodology applies to cybersecurity →Reader preference
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