How We Review Tools
Every review on AI Stack Picks follows a rigorous testing process. Here's exactly how we evaluate tools, assign ratings, and maintain editorial independence.
Our Testing Process
Hands-On Testing (2+ Weeks)
We sign up for every tool we review. Free trials, paid plans — we use the actual product on real projects. No tool gets reviewed from screenshots or press releases alone.
Feature-by-Feature Evaluation
We test core features, integrations, mobile experience, customer support responsiveness, and edge cases. We document what works and what doesn't — with specifics, not generalities.
Pricing Verification
Every price we publish is verified directly from the tool's official pricing page. We re-verify pricing at least monthly and update articles when prices change.
Competitive Comparison
No tool exists in a vacuum. We test alternatives side-by-side and explain exactly who should choose which option — and why.
Regular Updates
Software changes constantly. We revisit and update reviews when tools ship major updates, change pricing, or alter their feature set. Every article shows its last-updated date.
Our Rating System
We rate every tool on a 10-point scale based on five weighted criteria:
What the scores mean:
Editorial Independence & Affiliate Disclosure
Some links on AI Stack Picks are affiliate links. When you purchase through these links, we may earn a commission at no extra cost to you. This revenue helps fund our independent testing and keeps the site running.
Affiliate relationships never influence our ratings or recommendations. We regularly recommend tools we don't earn from when they're the better choice for the reader. Our ratings are based purely on product quality — not commission rates.
We also clearly disclose affiliate relationships at the top of every review. Transparency isn't optional — it's how we maintain your trust.
Our Editorial Standards
- Verified pricing. Every price is checked against the official source. We update when prices change.
- Real pros AND cons. "It's so feature-rich it takes time to learn" is not a real con. "Costs $130/month with no free tier" is. We hold ourselves to genuine criticism.
- Clear verdicts. We pick a winner. We tell you who a tool is best for and who should skip it. No hedging.
- Regular updates. Every article displays its last-updated date. We aim to re-verify pricing and features at least quarterly.
- No AI filler. We don't open articles with "In today's fast-paced digital landscape." Every sentence earns its place.
Our Team
AI Stack Picks is produced by a dedicated team of researchers and writers who test AI tools daily. We collectively spend 100+ hours per month evaluating software across SEO, email marketing, writing, video, and AI productivity categories.
Have a question about our process or want to suggest a tool for review? Reach out at [email protected].