How We Review AI Tools
Every verdict on Sharp AI Hub follows the same methodology. This page describes it exactly — including its limits — so you can judge our judgments.
What our reviews are built on
- Documented capabilities. Official documentation, changelogs, and feature pages — read critically, not copied. When a vendor claims something the documentation doesn't support, we flag it.
- Verified pricing. Every price is checked on the vendor's pricing page at the time of writing, with the date visible on the article. Prices change; our update process catches drift.
- Aggregated user evidence. We look for consistent patterns across large volumes of user reviews and practitioner reports — not cherry-picked quotes. One angry review means nothing; two hundred describing the same billing issue means everything.
- Independent measurements where they exist. Uptime monitors, published benchmarks, third-party audits. We cite the kind of source, and we do not present third-party numbers as our own measurements.
What we don't do
- We don't claim hands-on testing we haven't done. Where a verdict would benefit from extended hands-on use that hasn't happened yet, the article says so.
- We don't accept payment for reviews, and vendors can't buy a rating.
- We don't let affiliate commissions order our rankings. Several tools we recommend pay us nothing.
How ratings work
Ratings summarize the weighted evidence across five criteria: capability vs. its category, pricing fairness, reliability signals, learning curve, and fit for content creators specifically. A tool with brilliant features and hostile pricing loses points. A tool that does one thing excellently for a clear audience gains them.
Affiliate disclosure
Some links are affiliate links: if you buy through them we earn a commission at no extra cost to you. That's how the site is funded. It doesn't change the verdicts — negative points in our reviews stay published even when they cost us clicks.
Corrections
Found something wrong or outdated? Tell us via the newsletter reply address or the form on the home page. Corrections ship fast and are noted on the article.