How we score AI tools
A transparent, repeatable process so you can trust the ranking — and challenge it when we get something wrong.
The 5-factor rubric
Every ScoreRoute rating is a weighted average of five factors, each scored from 1 to 5.
| Factor | Weight | What we look at |
|---|---|---|
| Ease of use | 20% | Onboarding time, UI clarity, and how quickly a first-time user reaches value. |
| Features | 25% | Depth and breadth of capability relative to the tool's stated category. |
| Value | 20% | Price-to-outcome ratio benchmarked against category peers. |
| Support | 15% | Response time, documentation quality, and community activity. |
| Performance | 20% | Speed, reliability, and output quality across our standardized tasks. |
Our principles
Hands-on testing
Every tool receives 30+ hours of real-workflow testing before we publish a score.
Standardized tasks
Tools in the same category are evaluated against the same set of tasks and prompts.
Editorial independence
Scoring is separate from any commercial relationship. Vendors cannot pay for a higher rating.
Affiliate disclosure
Some outbound links are affiliate links. They never influence our score or ranking.
Regular re-scoring
Each review is revisited at least every 6 months, or sooner when a tool ships a major release.
Reader signal
We monitor reader feedback and update reviews when a claim no longer matches reality.
Verified badge
A "Verified" badge means our editorial team completed the full 30+ hour test cycle and re-tested at least one time within the last 6 months. Tools without the badge are listed based on public information and may not yet carry a full score.
Report an inaccuracy
If you spot a claim that no longer matches a tool's current behavior, emaileditorial@scoreroute.app. We aim to review corrections within 5 business days.