AIStackFit is editorial-first. The recommendations are the product, the affiliate revenue funds the upkeep, and the integrity of the picks is the only thing that matters long-term. Here's exactly how we work.
Every recommendation on the site is decided against these four rules. If a pick can't hold to all four, it doesn't ship.
Wirecutter discipline. We pick a winner, a runner-up if the call is close, and a budget option where it makes sense. We don't hedge with "eight great choices." Our job is to make the call you'd otherwise spend three weekends researching.
AI tooling moves fast. Picks decay. We re-validate every category quarterly and stamp the date on the page so you can see how fresh the call is. If a recommendation is more than three months old without a refresh, that's our problem to fix.
The pick is locked before the commercial question is asked. Where the best tool has no affiliate programme, we recommend it anyway. Where two tools are close and only one has a programme, the better tool wins regardless. We earn when you sign up; we don't compromise the recommendation to make that more likely.
The recommendation is the product. We don't sell follow-up advisory and we never will. If you want hands-on help implementing a tool, we'll point you to the vendor. If we ever start tilting picks toward where we earn rather than where you win, the brand is over and we know it.
For every capability in the directory, we run real SME workflows through each candidate tool. We're not watching vendor demos; we're using the tools the way a small business actually would for a representative period of time. We assess on six dimensions: onboarding friction, genuine AI capability (not marketing claims), price-to-value at SMB scale, data handling and compliance posture, integration with the tools SMEs already run, and maintenance burden (how much human time the tool actually costs to keep running).
Where a category has more than eight credible tools, we test the most-recommended five to ten and shortlist three for the winner / runner-up / budget pick. The remaining tools that pass our quality bar get listed under "Also worth considering" with our editorial take on each.
Every quarter, we revisit every capability page. The questions we ask: has any tool released a meaningful new feature that changes the call? Has pricing moved? Have we missed a new entrant that deserves to be in the list? Has a previous winner stagnated? If the call has changed, we update the page, restamp the date, and note the change in our changelog.
If you spot a tool we've missed or a fact we've got wrong, tell us. The directory is better for it.
When you sign up to one of the tools we recommend via our link, we may earn a small commission. The commission is paid by the vendor, not by you, and it never affects the price you pay. It funds the editorial work that produces the recommendations.
We get things wrong. The directory works because we keep updating it as the category changes and as users tell us we missed something. If you disagree with a winner, a runner-up, or the inclusion of a tool in "also worth considering," contact us with the specific page, the specific claim, and your reasoning. We read every challenge and update the page where we agree with it.
The ten-year version of AIStackFit is one where readers know we'll change a pick when the evidence demands it. That standard starts now.
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