Our Review Methodology
Every rating on PickYour-AI is calculated, not pulled from thin air. Here is exactly how we score AI tools, weighted across five criteria — and why we publish the breakdown for every review.
Last updated: May 2, 2026
Five Weighted Criteria
Every tool is evaluated across performance, value, ease of use, features, and support — each with a specific weight in the final score.
Hands-On Testing
We use every tool we review on real tasks for at least one week before scoring it. No copy-paste reviews from press releases.
No Paid Placements
Scores are never influenced by affiliate partnerships. A 7.5 stays a 7.5 whether or not we earn a commission on the link.
Quarterly Re-Reviews
AI tools evolve fast. We revisit every review at least every 90 days and update scores when capabilities change materially.
The Formula
The final score on every review is a weighted average of five sub-scores, each rated from 0 to 10:
Final Score =
(Performance × 0.25) +
(Value × 0.20) +
(Ease × 0.20) +
(Features × 0.20) +
(Support × 0.15)
The result is rounded to one decimal place. A score of 9.0+ means industry-leading. 7.0–8.9 means recommended. 5.0–6.9 means usable with reservations. Below 5.0 means we cannot recommend the tool in its current state.
The Five Criteria, in Detail
Click into any review and you will see this same breakdown applied to that specific tool. Here is what each criterion measures and how scores within that criterion map to verdicts.
How well the tool delivers on its core promise. We test real-world tasks and measure quality, accuracy, and speed against direct competitors.
- 9–10 — Industry-leading; consistently produces best-in-class results.
- 7–8.9 — Reliable and competitive; minor gaps versus the very best.
- 5–6.9 — Usable, but visibly behind top alternatives in core tasks.
- 0–4.9 — Frequently underperforms; not recommended for serious use.
Is the pricing fair for what you get? We compare paid plans against free tiers and competing tools at the same price point.
- 9–10 — Exceptional value; free tier or pricing significantly beats peers.
- 7–8.9 — Fairly priced; reasonable cost for the feature set.
- 5–6.9 — Overpriced for what is offered, or limited free tier.
- 0–4.9 — Hard to justify the cost.
How quickly can a new user become productive? We evaluate onboarding, UI clarity, learning curve, and documentation quality.
- 9–10 — Productive within minutes; minimal friction for any skill level.
- 7–8.9 — Smooth experience with a short learning curve.
- 5–6.9 — Noticeable friction or steep learning curve.
- 0–4.9 — Confusing UX or poor documentation.
Breadth and depth of functionality versus alternatives. Includes integrations, customization, API access, and advanced workflows.
- 9–10 — Comprehensive feature set; clearly ahead of the field.
- 7–8.9 — Covers most needs; small gaps in advanced areas.
- 5–6.9 — Feature-light; missing capabilities competitors include.
- 0–4.9 — Bare-bones; significant gaps for typical use cases.
How dependable is the product day-to-day? We look at uptime, update cadence, customer support quality, and community resources.
- 9–10 — Rock-solid; rapid support, frequent improvements, strong community.
- 7–8.9 — Generally reliable with occasional slow support.
- 5–6.9 — Inconsistent uptime or slow response from support.
- 0–4.9 — Frequent outages or absent support.
What We Deliberately Do Not Score
- Hype. A trending tool does not get bonus points for buzz.
- Brand size. A scrappy startup with a great product can score higher than a household name.
- Affiliate commission rate. The size of our potential commission has zero bearing on the score.
- Press release claims. If we cannot reproduce a feature in real testing, it does not factor into the score.
Found a Score You Disagree With?
We welcome pushback. If you have used a tool extensively and our score does not match your experience, tell us why. If your argument changes our testing, we update the score and credit you in the changelog.
Challenge a Score