Editorial & Listing Standards
Last updated: July 28, 2026
How We Curate
Cataito is an independent, hand-curated directory. Every tool is reviewed before it is listed, and we keep listings under ongoing review. Our goal is a catalog you can trust: we prioritize genuinely useful, safe, and honestly-marketed AI tools, and we decline or remove those that put users at risk. The standards below describe exactly how we decide what stays.
What We Reject
A tool is refused listing — or removed if already listed — when any of the following applies:
- Billing fraud: deceptive charges, undisclosed auto-renewal, refusal to cancel or refund, or a documented pattern of billing complaints.
- Malware or unsafe distribution: bundled malware, browser hijacking, or unsafe installers/extensions.
- Collapsed reputation: a consistent, well-documented pattern of user harm across independent sources.
- Impersonation or counterfeiting: fake clones or tools that misrepresent their identity, ownership, or capabilities.
- Fraud-enabling by design: tools whose primary purpose is deception or abuse (e.g. scam-oriented face/voice cloning, non-consensual imagery).
- Privacy black boxes: no discernible privacy policy, or handling of user data in clearly abusive ways.
- Dead product: the service is discontinued, abandoned, or no longer reachable.
What Limits a Tool's Rating
Some tools are listed but capped — we cap their rating and disclose the concern openly in the tool's pros & cons — when we see:
- Excessive or intrusive advertising that degrades the experience.
- A past controversy that has since been addressed (kept under observation).
- Research-preview or waitlist-only status with limited public availability.
- An ownership or acquisition change that we note transparently.
- Opaque pricing that makes real costs hard to determine upfront.
Our Evidence Standard
We do not act on rumor. A red-line judgment requires corroboration from at least two independent, recent sources — such as consumer-protection records, established review platforms, or substantiated first-hand reports — before a tool is rejected or removed.
Ongoing Review
Listing is not permanent. We periodically re-check live status and pricing automatically, and we re-audit existing listings for reputation and safety over time. When a tool crosses a red line, we remove it regardless of how long it has been listed.
Report a Concern
Found a listed tool that violates these standards? Tell us and we will investigate. Contact us at:
Email: hello@cataito.com