Our Methodology: How We Collect Reviews and Score Tools
Every score on ComparedStack comes from the same repeatable process — real review sources, a transparent formula, and reasoning you can check for yourself.
The ComparedStack Team · September 9, 2026 · 5 min read
Every tool on ComparedStack gets a score out of 10. This page explains exactly how we arrive at that number — where the underlying reviews come from, how we weigh them, and what the score is (and isn't) meant to tell you.
We don't accept payment for placement or for a higher score, and we don't let affiliate relationships influence a verdict. If a tool is included in an affiliate program, that's disclosed separately and never factors into the number below.
Where the reviews come from
We don't invent star ratings. Each tool's score is built from a small set of established, independently-collected review sources — the same sources you could go check yourself. We cite the exact source URLs on every tool's page so you can verify the numbers directly.
| Source | What it contributes |
|---|---|
| G2 | Verified-buyer reviews, weighted for volume and recency |
| Capterra | Independent user ratings, useful for SMB-heavy tools |
| TrustRadius | Longer-form, detailed enterprise feedback |
| Trustpilot | Broader consumer sentiment, including support and billing complaints |
| Hands-on testing | Our own usage in real projects, to catch what review sites miss |
Individual tool pages link to the exact review page used, so you can verify the rating and read the reviews yourself.
How the reviews become a score
For most tools, the published score is a weighted average of the ratings on the sources above, adjusted for how many reviews each source has and how recent they are — a source with 3,000 recent reviews counts for more than one with 40 reviews from four years ago. We then sanity-check that average against our own hands-on use of the tool before publishing.
That composite is also read alongside five criteria, weighted differently depending on the category the tool sits in:
- Capability — does it actually do the job well, not just check the feature-list box
- Ease of use — how much friction there is to get real value out of it
- Ecosystem maturity — integrations, community, documentation, third-party support
- Performance — reliability and speed under real usage, not marketing benchmarks
- Value — what you get relative to what it costs
An AI coding assistant and a payroll platform are judged on different weightings of those five criteria — ease of use matters more for a tool non-technical teams touch daily, while ecosystem maturity matters more for infrastructure you're going to build on top of for years.
What the score is — and isn't
Scores on ComparedStack are directional, not scientific. They exist to give you a fast, honest read on a tool, backed up by the actual reasoning in the pros, cons, and feature comparisons on each page — not to stand in for your own evaluation of a tool against your specific requirements.
How often we update
Tools change fast, especially in AI. We revisit comparisons and scores on a monthly cycle, and sooner when a tool ships a major version, changes its pricing, or when new review volume shifts the underlying average enough to matter.
Spot something wrong?
If a score, a pro/con, or a fact on any page looks outdated or wrong, tell us at teklick.app@gmail.com and we'll look into it.