How Channel Grow tests, scores, and dates every AI tool review — and how our affiliate links work.
Most "best AI tool" lists online are a single writer's first impression, dressed up as a ranking. We wanted a process specific enough that you could disagree with a conclusion and still trust the process behind it. Here's exactly how we do it.
Three problems show up constantly in this space: reviews written before the writer ever opened the product, "best of" lists that are really just affiliate-program signup lists in disguise, and pricing pages that go stale within weeks because AI tools change plans faster than almost any other software category.
Every tool that gets a full review on Channel Grow is evaluated on the same four things:
Every tool on the site carries a 1–5 beginner-friendliness score. A 5 means a first-time user can get a usable result in one sitting with no tutorial. A 1 means the tool assumes prior editing, scripting, or technical skill. This score is about onboarding difficulty, not overall quality — a tool can be excellent and still score low here if it has a steep learning curve.
Every tool page shows a last-reviewed date. Pricing, feature sets, and even a tool's target audience can shift in months in this category. When a tool's pricing page or core feature set changes materially, we re-verify and update the date — we don't let a review from a year ago quietly go stale while still ranking.
Some of the tools we cover pay us a commission if you sign up through our link — usually a percentage of what you'd already pay, at no extra cost to you. This funds the site. It does not buy a better score: a tool with an affiliate program and a tool without one go through the identical process above. Where a link is an affiliate link, we say so at the point of the link, not just in a footer policy page.
The directory grows constantly. If you use a tool that isn't listed yet, or you think a listed tool's score is wrong, tell us — reviews get revisited, not just added.
Does a tool paying us commission affect its score?
No. The four-part evaluation above is identical whether or not a tool has an affiliate program. If anything, we're more careful with the tools we earn from, because getting one of those reviews wrong costs us more credibility than it's worth.
How often do reviews get updated?
Whenever a tool's pricing or core functionality changes materially, and at minimum on a periodic pass across the whole directory. The last-reviewed date on each tool page is the source of truth, not the original publish date.
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