How We Review & Rank
AI Software
There are thousands of AI tools launching every month. Some are genuinely useful. Many are not.
Our goal is simple — to help you find tools that actually work in real-world workflows, not just tools that look good on landing pages.
Last updated: 2026
Human Curation Over Automated Scraping
Most AI directories are built using automated web scrapers. They pull in thousands of tools daily and republish whatever the vendor’s marketing page claims, without ever reading the pricing page or the terms.
Every listing here is written by a human editor from the vendor’s own published pricing, documentation and terms — not scraped, and not copied from the marketing headline. Where a free tier is claimed, we read the pricing page to find the actual quota and the catch, and we record the date we read it.
To be precise about what that is and isn’t: this is desk research against what vendors publish, not a paid account test of every tool. We do not create an account on all 802+ listings, and we never present a vendor’s own claim as our own test result. Where we have run a first-party check, it is dated and labelled as one on the tool’s page.
Our Strict Quality Control: The "DR > 10" Rule
To protect our users from unstable platforms and "fly-by-night" software, we enforce a strict requirement for all free directory submissions: The submitting company must possess a Domain Rating (DR) of 10 or higher.
Why we enforce this
We use a basic quality filter to avoid listing unstable or short-lived tools.
One of those signals is domain credibility. Tools with no presence or trust signals are often abandoned quickly — and we don’t want you relying on something that disappears next month.
How it protects you
This filter automatically rejects thin GPT wrappers, spam sites, and unsecure platforms. It ensures the tools you find here have the infrastructure to actually support your professional workflows.
Our 4-Step Review Protocol
Access & Signup Audit
We read the vendor's published signup and pricing terms to establish what it costs to get in. Does the tool require a credit card just to access a 'free' trial? Is the free plan a renewing quota, or a countdown marketed as free?
Marketing-Claim Check
We check the primary marketing claims against the vendor's own documentation and terms. Where the landing page disagrees with the pricing page or the licence — on limits, commercial rights, or what 'free' includes — we publish the limit, not the headline.
Pricing Transparency Check
We audit the pricing tiers to uncover hidden fees, strict token limits, or predatory cancellation policies. We ensure the 'value-to-cost' ratio is mathematically sound.
Use-Case Categorization
Tools are rarely 'good for everyone.' We tag software based on the specific professional roles they serve best (e.g., SEO Managers, Real Estate Agents, Video Editors).
Commercial Transparency & Affiliate Disclosure
Some links on this site are affiliate links.
This means if you choose to use a tool through our link, we may earn a small commission — at no extra cost to you.
We only recommend tools we’ve reviewed and believe are genuinely useful.