Direct Answer: An audio channel mismatch happens when the audio details a browser reports do not line up with the device it claims to be using. Virtual machines and spoofed profiles often create this kind of inconsistency. BotRefund treats it as one of 106...

Direct Answer: Asset starvation is a check that identifies a mismatch in a browser's environment that a normal user would not create. Automated toolkits often leave distinctive shortcuts or remnants that reveal the browser is being controlled. BotRefund uses this as one of 106...

Direct Answer: Background Navigation is one of 106 independent checks BotRefund uses to see if a browser is hiding something. It looks for a mismatch that a real browsing session does not normally create. A partially spoofed browser can show missing or inconsistent capabilities...

Direct Answer: FlareSolverr Patch is one of the 106 independent checks BotRefund uses to separate human visits from automated ones. It looks for shortcuts or browser remnants that automation toolkits like FlareSolverr leave behind. A normal browser does not usually create this kind of...

Direct Answer: Hardware & GPU Fingerprinting involves examining the hardware and graphics details reported by a user's device. A normal browser reports details that naturally fit together for that device. Mismatches can indicate that a virtual machine or spoofed profile is being used, which...

Direct Answer: Pixel poisoning happens when bots trigger conversion events on your site, causing your ad platform to optimize for fake signals. This corrupts your lookalike audiences and can spike your CPA. BotRefund prevents this by suppressing the Meta Pixel in real time when...

Direct Answer: Pixel poisoning happens when low-quality or bot conversions are sent back to Meta as if they were real leads, so the algorithm learns to optimize toward more of the same junk traffic. The page recommends creating a verified-lead or qualified-lead event after...

Direct Answer: It looks for a mismatch that a real browsing session does not normally create. Virtual machines and spoofed profiles can claim one device while their graphics, fonts, audio, or processor behavior tells another story. BotRefund uses this as one of 106 independent...

Direct Answer: Having 106 independent checks means BotRefund does not rely on a single browser tell. Each check adds one objective fact about the visit. The AI weighs the complete pattern across all signals. This multi-signal approach reduces false positives and improves accuracy to...

Direct Answer: Each check adds an objective fact about the visit. The Timezone Evasion check provides evidence of proxy rotation or location masking that might otherwise go unnoticed. By including it among 106 independent signals, BotRefund can cross-check whether the timezone mismatch is supported...

Direct Answer: Using 106 independent checks allows BotRefund to build a comprehensive and reliable picture of whether a visit is human or automated. Each check provides a piece of objective evidence that is then cross-checked and analyzed by AI prediction. This multi-signal approach significantly...

Direct Answer: Real-time blocking stops bots from triggering your pixels and consuming your budget the moment they hit your site, which protects your live campaigns today. Past spend recovery means gathering evidence of historical invalid clicks and submitting it to the ad platform for...

Direct Answer: Basic fingerprinting looks at static browser details, while FlareSolverr detection looks for specific automation remnants like shortcuts left by the toolkit. BotRefund uses the FlareSolverr Patch check as one of 106 independent signals. It combines that evidence with other checks and AI...

Direct Answer: Independent evidence is one objective fact about a visit, such as a blocked challenge iframe mismatch. Cross-checked context means BotRefund tests whether other signals support the same story. A single clue is only the starting point. The final classification comes from an...

Direct Answer: IP blocking relies on static blacklists, which modern botnets can easily bypass with rotating proxies. Client-side detection analyzes behavior and browser signals in real time. BotRefund uses 110+ on-site telemetry signals to identify bots that IP blocking misses. This approach also provides...

Direct Answer: Rule-based detection trusts a raw signal by itself, while AI-based detection weighs the complete pattern. BotRefund sends all 106 signals into a prediction AI that evaluates browser, network, device, and behavior evidence together. This approach is what supports the 99 percent accuracy...

Direct Answer: The page recommends preserving attribution first, then comparing Meta reporting with web analytics, server logs, call records, email verification, and CRM stages before you touch targeting or budgets. Keep campaign, ad set, creative, placement, click identifier, landing-page URL, and timestamp with each...

Direct Answer: The free Starter tier allows up to three hundred bot detections per month. It includes the full verification dashboard and self‑service refund report generation. If you exceed the limit, you can upgrade to a paid plan for unlimited coverage.

Direct Answer: The Headless UA Evader check looks for mismatches that a real browsing session does not normally create, such as tool-specific shortcuts or automation remnants. BotRefund uses this as one of 106 independent checks to build a reliable picture of whether a visit...

Direct Answer: The Keyboard Layout Leak check looks for a mismatch that a real browsing session does not normally create. Virtual machines and spoofed profiles can claim one device while their graphics, fonts, audio, or processor behavior tells another story. This signal adds objective...