How we analyze AI tools
AI Tool Insights is an independent publication. We test the tools, pay for our own subscriptions, and write what we actually think.
20+ hours of hands-on use
We don't write from press releases. Every rating reflects real product use across multiple workflows.
No paid placements
Vendors don't pay to be featured or to influence ratings. We buy our own subscriptions.
Transparent pricing
Every plan and price listed is verified at the time of writing, with notes on what changes between tiers.
Made by users, for users
Our reviewers use these tools daily for real work — writing, coding, design, research and more.
Our rating scale
We rate every tool from 1 to 5 stars based on four pillars:
- Quality of output — does it actually do the job well?
- Ease of use — is the experience polished and frustration-free?
- Value for money — is the pricing fair for what you get?
- Reliability — uptime, consistency, and handling of edge cases.