How we review AI tools
Toolglade is an independent AI tool directory. We want you to trust what you read here, which means being precise about what "reviewed" actually means for each tool — not hiding behind a blanket claim. Every listing carries one of three verification levels, shown as a badge on the tool's page.
A Toolglade editor has actually used the product — signed up, run real tasks, and formed a first-hand opinion. The verdict reflects direct experience, not just research.
The most common level. A human researched and wrote the listing — pulling from the product's own documentation, pricing pages, and public reviews — and checked the pros, cons, pricing, and alternatives before it went live. We may not have used the product for an extended period, and we say so rather than implying otherwise.
The basics — the product exists, the site works, and the pricing and core facts are current — have been checked by a human, but the deeper editorial write-up is lighter or in progress.
What we check
For every listing we verify the official website, current pricing tiers, and the core features against the product's own documentation. Each tool page shows a "Checked" date so you know how recent that verification is. AI-tool pricing and features change fast; if something looks out of date, tell us and we'll re-check it.
Our editorial score
Where we've scored a tool, the number you see is a single editorial score out of 5 — our assessment, not a user rating. It is the average of five dimensions, each scored 0–10 by an editor:
- Enterprise readiness
- SSO, audit logs, admin controls, and SLAs.
- Compliance posture
- SOC 2, BAA/HIPAA, data residency, and training opt-out.
- Workflow depth
- Fits a real end-to-end process, not just a demo.
- Integration surface
- API, MCP, and native connectors.
- Transparency
- Public pricing, published limits, and a clear data policy.
The composite is the mean of the five sub-scores, converted to a 0–5 scale (mean ÷ 2, to one decimal). The exact number shown on the page, and the rating in our structured data, are both derived from this formula — so they can never disagree with the sub-scores you can see. If any dimension is unscored, we publish no score for that tool at all: a partial score is worse than none.
Transparency is scored, and it drags. A tool with no published pricing or undisclosed data policies cannot score near the top on transparency — which stops opaque enterprise tools from all landing at the same high mark.
We watch for grade inflation. We track the distribution of scores across the catalogue; if the average creeps too high, the scale has lost meaning and we recalibrate rather than let every tool look excellent.
This editorial score is separate from user reviews. A star rating in our search results or structured data comes only from real user votes — never from this editorial score.
Rankings can't be bought
No company can pay for a better score, a higher ranking, or a more favorable review. Our rankings are driven by editorial judgment plus community signals — votes, engagement, and usage — never by payment. If we ever show a sponsored placement, it is always clearly labeled as such and kept separate from editorial rankings. We may earn affiliate commissions when you click through to some tools, and that never changes where a tool ranks or what we say about it.
Questions about how a specific tool was reviewed? Read about Toolglade, or use the report link on any tool page to flag something.