Use a public demo to inspect output and an assisted pilot to test deployment. This directory distinguishes the route available for each product; it does not perform automated tests itself.
Record a legitimate browser baseline. Use an authorized test environment to change one condition, then inspect the protected endpoint, server verification and recovery flow. A browser property or challenge token is not a complete abuse assessment.
Links open the provider or project’s own site. This directory does not embed their checkers or receive their results. A browser observation, an IP classification and an account-based evaluation answer different questions.
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Keep the comparison repeatable
Define the protected action and use only your own or authorized data.
Record the provider, timestamp, assessed entity, field definitions and scale.
Change one permitted condition and repeat the same action.
Include legitimate controls and keep unavailable fields distinct from negative findings.
Evaluate the supported integration and account access before applying the result to customers.
Product access and full-shortlist evaluations
These are the existing vendor routes and their recorded access conditions. A trial request, product walkthrough or documentation page is not another public checker.
What a demo can establish
A public browser demo can show the output for your current visit. It cannot establish how a detector performs on your customers, direct API clients or a managed production rollout. Evaluate permitted automation and known legitimate users on the same routes.
Evaluation routes for the ten products; checked October 21, 2026.
Do browser diagnostics and dummy keys measure bot detection accuracy?
No. Diagnostics expose particular browser properties. Dummy keys produce predetermined integration outcomes. Evaluate real detection on permitted labeled traffic with legitimate controls and the actual production feature entitlement.
Does this directory collect my checker result?
No. The cards and links are static HTML, and JavaScript only filters this directory. Each linked provider controls collection, results, retention and access on its own site.
Are public demos, sandboxes and product trials equivalent?
No. A public demo exposes a limited interaction. A sandbox exercises documented test behavior, while an account-based or assisted trial evaluates a particular product scope. Keep each output and its access conditions attached.
Can scores from different checkers be compared directly?
Only when their assessed entity, definitions and scales are comparable. Record the individual fields and missing results. A network reputation score, identification confidence and account-risk verdict are different measures.