Direct Answer: Automated browsers often reveal themselves through API inconsistencies, such as mismatches in permissions, properties, or rendering contexts. BotRefund checks for these kinds of mismatches, including the Permission Lie check, as part of 106 independent signals. The key is not trusting a single...

Direct Answer: Automated browsers often reveal themselves through hardware and GPU fingerprinting. A normal browser reports hardware, graphics, fonts, and operating-system details that naturally fit together for that device. An automated browser may claim one device while its graphics, fonts, audio, or processor behavior...

Direct Answer: Automated browsers often expose incomplete or inconsistent navigation timing data because they patch or stub browser APIs. BotRefund's Navigation Timing Stub check looks for mismatches that a real browsing session would not normally create. If the timing data is missing or simplified,...

Direct Answer: You cannot rely on one simple tell, because legitimate users can look unusual due to privacy tools or corporate networks. BotRefund uses a lightweight script that checks browser, network, device, and behavior evidence and cross-validates each signal. The goal is to spot...

Direct Answer: You can't tell from a single signal alone. A privacy tool can make a real person look like a bot, so the detection tool needs to cross-check multiple signals. BotRefund keeps anomalies like History Evasion as evidence and uses AI prediction to...

Direct Answer: You usually cannot tell by looking at basic browser data because the automation is hidden. BotRefund uses anti-stealth traps like Main World Execution to find mismatches created by patched APIs. These mismatches add objective evidence to the visit profile. The final decision...

Direct Answer: BotRefund runs checks like the CDP Debugger Leak in the background while your page loads. It looks for mismatches that automated browsers create when they patch or hide browser APIs. The checks are designed to be lightweight and part of the 106-signal...

Direct Answer: You can look for mismatches between the device details the browser claims and the hardware, fonts, audio, or processor behavior it reveals. BotRefund's Font OS Mismatch check is designed to catch those inconsistencies. It adds this signal to a larger set of...

Direct Answer: A virtual machine or spoofed browser often shows mismatched details across graphics, fonts, audio, and processor behavior. For example, the WebGL shader noise may not match the claimed hardware. BotRefund checks for these inconsistencies as one of its independent signals. It then...

Direct Answer: BotRefund's Constant Scroll Speed check looks for the mismatch between human-like varied scrolling and automated constant-speed scrolling. The script runs client-side to capture timing, movement, and hesitation patterns that scripts struggle to replicate. Because it's one of 106 signals, a single anomaly...

Direct Answer: Automated browsers often patch browser APIs to look normal, but these changes can break when checked from another angle. BotRefund looks for those inconsistencies as part of a broader set of checks. It cross-checks browser, network, device, and behavior data instead of...

Direct Answer: Automated browsers often leave distinctive shortcuts or remnants that ordinary visitors never create. BotRefund checks for these FlareSolverr-specific artifacts as one of its 106 independent signals. It does not treat the signal alone as proof, but cross-checks it against other browser, network,...

Direct Answer: BotRefund explains that every signal is treated as independent evidence, not a final verdict. The evidence is cross-checked against other signals before an AI model makes a prediction. This is different from tools that rely on a single rule. You can see...

Direct Answer: Compare your reported ad platform conversions against actual CRM opportunities or backend downloads, and audit your conversion timestamps for unnatural clusters or sub-second completions. Bots often trigger the pixel even though no real lead exists. BotRefund generates forensic session logs that document...

Direct Answer: You need a detection method that looks for hidden automation instead of just IP addresses. BotRefund's Hex-Edited CDP Leak check is designed to catch browsers that have been patched or edited to hide automation. It is one of 106 independent checks that...

Direct Answer: A near-100% bounce rate paired with session durations under one second is a classic indicator of automated scripts hitting your landing pages. Other signs include clicks spiking while sales stay flat, traffic from unexpected geographic regions, and form submissions filled with gibberish...

Direct Answer: BotRefund's forensic audit examines visitor behavior including mouse acceleration curvature touch pressure dynamics and headless browser stealth attributes to distinguish human users from automated crawlers. The script logs sessions with GCLID and FBCLID parameters so you can see exactly which conversions originated...

Direct Answer: Run a placements report and sort by highest click volume. If specific domains or mobile apps show unusually high CTR but zero conversions, exclude them from your campaign settings immediately. Third-party publishers on these networks sometimes generate fake impressions to claim payouts....

Direct Answer: Price scrapers often exhibit specific behaviors like constant scroll speed, headless browser attributes, and missing mouse movement curves. BotRefund's detection engine checks for these signals. If you see a high number of visits with no mouse movement or with perfectly straight mouse...

Direct Answer: Watch for campaigns where the pixel fires frequently but actual purchases or qualified leads stay flat, especially after a sudden traffic spike. If your cost per acquisition keeps rising while your reported conversions look healthy, the pixel is likely learning from bot...