How We Rank Tools
We use clear, documented criteria to compare AI tools. No pay-to-rank, no hidden weighting—just transparent methodology so you can choose with confidence.
Our methodology
We score AI tools using structured criteria that are published per category. Every comparison is backed by documented methodology—no hidden weighting and no pay-to-rank.
What we score
- Structured scoring across features, pricing, security, and support.
- Category-specific weights so comparisons fit the use case.
- Vendor input and documentation verified; no hidden weighting.
- Rankings never influenced by affiliate or sponsorship payments.
Ranking criteria
We evaluate tools across these dimensions. Weights vary by category to match how teams actually choose.
Features & capability
We evaluate core functionality, integrations, and how well the tool fits its category. Capability depth and flexibility are scored consistently.
Pricing & value
Transparent pricing, tiers, and value for money. We factor in free tiers, trials, and enterprise options where relevant.
Security & compliance
Data handling, compliance posture, and enterprise readiness. Security features and certifications are part of our criteria.
User feedback & support
Real user sentiment and support quality. We combine expert review with verified user feedback where available.