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Research desk

Method

Review methodology

Scores only when we actually use the product—on real tasks, with named limitations.

Hands-on reviews exist to answer a practical question: is this product worth a buyer’s time and money for a defined job?

When we test

We test products that are publicly available (or provided with standard trial access) and relevant to our audience. Access provided by a vendor is disclosed and does not purchase the outcome.

Test design

  1. 01Define the audience and core jobs to be done
  2. 02List at least three concrete tasks before testing
  3. 03Note setup friction, reliability, and output quality
  4. 04Check pricing, export options, and key limitations
  5. 05Record test duration and date

Score model (100 points)

  • Practical value25
  • Product quality20
  • Ease of use15
  • Pricing value15
  • Differentiation10
  • Transparency10
  • Support & docs5

Breakdowns always sum to 100. Scores are not normalized against competitors on a curve; they reflect the product against the stated jobs.

What scores are not

A score is not a stock rating, a security audit, or a guarantee of future quality. Products change; we recheck when capacity allows and when readers flag material changes.

Limitations we always look for

Every serious profile should name a primary limitation. Marketing pages rarely do—this is intentional.