How AIToolBlaze tests and reviews AI tools

Our testing process

We don't review a tool until we've actually used it on real work. For every review:

1. 1We sign up and pay for the plan most readers would use (often the entry paid tier), so we see real limits — not a cherry-picked enterprise demo.
2. 2We run the tool on real, repeatable tasks for a minimum of several days — the same prompts, projects, or workflows we'd use day-to-day.
3. 3We test the claims that matter: output quality, speed, reliability, pricing caps, and the rough edges vendors don't advertise.
4. 4We compare it head-to-head against the obvious alternatives, so the verdict is relative, not in a vacuum.
5. 5We document what we ran in a "How I Tested This" section inside the review, so you can see the evidence behind the score.
6. 6We revisit and update reviews when pricing, features, or our verdict changes — each review shows a "last updated" date.

How we score

Every tool gets a single rating out of 5, rolled up from five weighted criteria. The weighting reflects what actually matters when you're deciding whether to pay for something.

What the scores mean

Editorial independence

• →We never accept payment in exchange for a review, a higher score, or a place in a roundup. Ever.
• →Vendors do not see our reviews or scores before publication, and they have no input into our verdicts.
• →No tool gets a better rating because it has an affiliate program. Tools without affiliate programs are reviewed and recommended on identical terms.
• →We will say plainly when a tool isn't worth it, when a free alternative is better, or when a cheaper competitor wins — even when there's no commission in it for us.

Conflict-of-interest & affiliate policy

AIToolBlaze is funded primarily through affiliate commissions. When you buy a tool through some of our links, we may earn a commission at no extra cost to you. We think you deserve to know exactly how that works and where the guardrails are:

• →Affiliate links are disclosed at the top of every review that contains them, and are marked rel="sponsored" for search engines.
• →Monetization is decided after the verdict and score are written — it never changes the rating.
• →We only add an affiliate link once we'd genuinely recommend the tool to a reader. We don't link to tools we don't stand behind.
• →If we ever have a non-affiliate relationship with a vendor (e.g. free access for testing), we treat it like any paid account and disclose it where relevant.

See our full affiliate disclosure for the legal details.