Every tool ranking scores the same five things
You are buying a product, not hiring a team, so the questions are different ones. The weights change between categories; the criteria do not.
Core capability. Whether it does the category’s core job as well as or better than the standard, including whether it was built for that job or had it added to something else. A purpose-built tool and a suite with the feature bolted on are not the same product, and the difference usually shows.
Value and real cost. Whether the price is published at all, and what it actually costs at realistic usage: add-ons, base plans a feature quietly requires, capability held back for a higher tier. Not whether it is cheap. An advertised entry price nobody actually pays is worse than no price.
Ease of use. Setup, daily use, and how long it takes before the output is worth anything. This is the one criterion a vendor’s own website cannot answer, so we score it only where we have used the product, and we say plainly when we have not. Where nobody on the team has run the tools in a ranking, it is left unscored and the other four criteria carry the weight proportionally, rather than a trial length being substituted for an answer.
Integrations and extensibility. What it connects to natively, whether there is an API, and whether you can get your own data back out of it.
Support and documentation. Whether the documentation answers real questions, and which support channels your tier actually buys.
We do not score tools on awards or on how long the vendor has existed. Whole software categories are younger than their first award programme, and scoring on age would rank the calendar rather than the product. A new tool is not marked down for being new. It is marked down only if it does less.
We do not score tools on their customer logos. A recognisable name on a homepage tells you that company signed a contract once, not that the product is good, and logo walls go stale for years. Named customers still appear in a review as context. They do not earn points.