AI Disclosure

Where We Use AI

• Comparison pages — head-to-head write-ups on /compare/ use AI to draft first-pass prose from keyword research and structured tool data. Every page is edited for accuracy before publish.
• Category and best-of pages — intros and framing sections are AI-assisted. Rankings, pricing, and pros/cons are set by our editors.
• Guide long-form sections — expository and definition sections in tutorials.
• Meta descriptions and titles — drafted with AI, reviewed by editors.

Where We Do Not Use AI

• Ratings and star scores — every rating is set by an editor after hands-on evaluation.
• First-person reviewer notes — anything attributed to "our reviewer" or "one of our active traders" reflects a real person's experience, not AI-generated commentary.
• Verified pricing and feature claims — cross-checked against the vendor's own site at publish time.
• Direct responses to reader questions — when you email us, a person reads and replies.

Keyword Research and Data Sources

Comparison and category prose is anchored to real keyword research volumes from paid data providers (DataForSEO, Keywords Everywhere) and structured product data we maintain ourselves. Volume citations on comparison pages are pulled verbatim from that research — not invented.

Accuracy and Corrections

If you spot something wrong — outdated pricing, a misattributed feature, a broken claim — email us via /contact/ and we'll fix it fast. Every review page has a "last updated" date so you can see when it was last checked.

Why We Disclose This

You deserve to know how the content you're reading was produced. AI-assisted drafting lets us cover more tools in more depth than a small editorial team could alone — but the accountability for every published word stays with our editors. See also our Affiliate Disclosure for how we make money.