AI Solutions Library
About · Editorial methodology

How we review AI tools

AI Solutions Library exists to answer one question: which AI tool actually does the job? Here's exactly how we test, score, and keep our reviews honest.

Our principles

Six rules every review follows

First-party testing

Every tool is signed up for, paid for when needed, and used on a real task before any rating is written. No reviews from spec sheets alone.

Independent, no paid placements

We do not accept money for ranking position, featured slots, or favorable reviews. Affiliate links are disclosed and never affect scoring.

Named expert reviewers

Each category has a domain expert with verifiable credentials — not anonymous staff writers. Reviewer bylines and bios are public.

Transparent scoring

We score on output quality, prompt adherence, speed, pricing fairness, licensing, and support — with the same rubric across every tool in a category.

Weekly re-checks

Models ship updates constantly. Every published review is revisited at least monthly, and category leaders are re-tested weekly.

Reader-first recommendations

If a free or cheaper tool wins, it wins. We optimize picks for the reader's job-to-be-done, not for our revenue.

The process

From shortlist to published review

  1. 1. Shortlist. We start from search demand — which tools do people actually look for? — then add notable challengers a domain expert recommends.
  2. 2. Hands-on testing. Reviewers run a fixed task set on each tool (e.g. summarize the same 30-page PDF, generate the same product photo prompt).
  3. 3. Scoring. Every tool gets scored on the same category rubric. Scores are normalized so a 4★ in Writing means the same thing as a 4★ in Image.
  4. 4. Editor review. A second editor verifies the scores, checks pricing for accuracy, and stress-tests claims.
  5. 5. Publish + maintain. Reviews go live with the reviewer's name and date. We revisit on a schedule and update when models ship meaningful changes.

Corrections & contact

Spotted an error or outdated detail? We fix mistakes fast and credit them in the page footer. Reach the editorial team via the homepage search or send corrections to editors@growaitools.org.