ConsistencyAI
About

Editorial methodology

How every AI tool in this catalog gets evaluated, written up, and re-reviewed — and why you can trust the verdict on each page.

EDITED BY

Faisal Saleem · Founder & Editor, ConsistencyAI

I’ve been building products with LLMs since GPT-3, ship code professionally, and run the catalog as a one-person editorial team. Every “Editor’s take” on the site is written by me, not by a model.

What we promise

Hands-on, not press-release

Every tool listed has been opened, signed up for, and used for real work — not just summarised from a press release. If a tool's claims don't match what we see in the product, the catalog entry says so.

Editorial verdict on every page

The “Editor's take” box at the top of each tool page is hand-written by a real person — usually Faisal — answering one question: who is this best for, and who should skip it? It is not vendor marketing copy.

Re-reviewed when pricing or features change

AI tools change weekly. We re-check every tool's pricing page, feature list, and free-tier limits on a rolling cadence, and we bump the “Reviewed” date on the page when we do. Stale pages get re-reviewed before they expire from the index.

No paid placements, ever

Order, ranking and “Editor's Pick” status are never sold. We may earn affiliate commission if a vendor offers a public partner programme, but it does not change inclusion, ranking, or what the editor says about the product. Affiliate links are not used to influence the catalog.

How a tool gets reviewed

Every entry in the catalog goes through this sequence before it ships:

  1. 1Open the vendor's site, read the full pricing page and changelog.
  2. 2Sign up for the free or lowest paid tier and run a representative real task.
  3. 3Cross-check feature claims against the live product UI — note anything that doesn't match.
  4. 4Write the TL;DR (one declarative sentence) and the Editor's verdict (who it's for / who should skip).
  5. 5Tag the use cases, key features, and pricing plans with quotas where the vendor publishes them.
  6. 6Set Editor's Pick only when the tool meaningfully wins its category on a specific axis.
  7. 7Re-review on a rolling cadence — quarterly minimum, sooner if a major release lands.

When pages get updated

The “Reviewed” date at the top of each tool page is when an editor (me) last opened the tool, checked the pricing page, and re-read the entry. It is not a database modified-timestamp.

  • Quarterly minimum re-review for every tool in the catalog.
  • Immediate re-review when a vendor announces a major release, pricing change, or model upgrade.
  • Reader corrections are read and acted on within 7 days — submit one at /submit.

Conflicts of interest

ConsistencyAI is independent and self-funded. No vendor pays for inclusion, ranking, badge placement, or a particular verdict. If we ever take affiliate commission on a click-through, it is disclosed in this paragraph and never changes what the editor says about the tool. Editor’s Pick is editorial only.

Spot something wrong?

If a tool’s pricing, features, or verdict don’t match what you’re seeing in the product, tell us via /submit. Reader-reported corrections trigger an immediate re-review.