How we rank AI tools
Six criteria, applied the same way to every tool. We publish them so you can challenge any recommendation.
Real price
The actual monthly cost from the vendor's pricing page, not a promotional or annual-only rate.
Business fit
Does the tool do the job this business type needs? A great coding tool isn't a great fit for a real-estate agent.
Setup effort
How hard is it for a non-technical owner to get value? Tools that need a developer rank lower for non-technical audiences.
Reliability
Is the vendor established and the product stable? New, unproven tools are flagged as 'Test' rather than 'Switch to'.
Total stack cost
A tool isn't ranked in isolation — we check it fits the total monthly budget alongside the other picks.
No paid placement
Vendors cannot pay to move up. Affiliate commissions, where they exist, never change the ranking.
See the rankings in action
Each template applies these criteria to one business type.