Methodology
How we test AI tools
Every review on this site is based on 2+ weeks of real use. No sponsored content, no vendor screenshots, no verdicts written before testing is done.
The testing process
Tool selection
We prioritize tools with significant search demand, active user communities, and clear use cases. We ignore tools that exist only to game SEO or collect emails.
Hands-on setup
We sign up with a real account, go through the onboarding flow, and document any friction. If a free trial exists, we use it. If not, we pay.
2+ weeks of real use
We integrate the tool into actual work: client calls, daily meetings, content pipelines, support workflows. We do not run artificial demos.
Structured evaluation
We score each tool across six dimensions: accuracy, ease of setup, integrations, pricing transparency, free-to-paid upgrade value, and support quality.
Pricing verification
We check pricing directly on the vendor's site the day we publish. We note when pricing is opaque or changes frequently.
Verdict and changelog
We publish a clear verdict: worth it, depends, or skip. Major product changes trigger an immediate update, noted in the review changelog at the bottom of each article.
Scoring criteria
Each tool is evaluated on six dimensions. Scores are not aggregated into a single number - a tool can excel in accuracy and fail on pricing. We show the breakdown.
Accuracy
Does it do what it claims, consistently?
Ease of setup
Time from signup to first useful output.
Integrations
Fits into real stacks, not just demo environments.
Pricing transparency
Clear tiers, no hidden fees, no dark patterns.
Free-to-paid upgrade value
Is the paid plan a meaningful step up?
Support quality
Docs, chat, response times when things break.
What we do not do
- Accept payment to publish or change a review
- Use vendor-supplied screenshots or demo accounts
- Publish a review based on a single session or press demo
- Score tools higher because they have an affiliate program
- Hide negative findings because a tool sent us a free upgrade
Affiliate disclosure
Some links on this site are affiliate links. If you buy a tool through one of those links, we earn a small commission at no extra cost to you. We only link to tools we have actually tested. Affiliate relationships do not influence our scores or verdicts - a tool we would not recommend does not get recommended because it pays commission.