What happens if a legitimate user has a missing Speech Synthesis API?

Direct Answer: That single anomaly is not enough to label them as a bot. BotRefund treats it as evidence and cross‑checks it with other independent signals. If other signals support a human visit, the system will not flag them. This prevents false positives for...

Direct Answer: BotRefund records the anomaly but does not immediately label the visit as a bot. The system looks for additional supporting evidence before deciding. If no further suspicious signals appear, the visit is treated as a normal user. This design minimizes the risk...

Direct Answer: That user may trigger an anomaly, but it is not treated as a bot verdict by itself. BotRefund keeps the signal as evidence and cross-checks it against other independent data. If the rest of the visit looks human, the accessibility tool will...

Direct Answer: BotRefund avoids making a bot verdict from one anomaly. A user with accessibility tools could produce a signal that looks unusual, but BotRefund looks for corroboration from other checks. If the rest of the pattern matches human behavior, that user is not...

Direct Answer: Real users can show unexpected behavior because of privacy tools, travel, corporate networks, or unusual devices. BotRefund treats that behavior as evidence, not a verdict. It cross-checks the signal against independent browser, network, device, and behavior data. This helps avoid flagging legitimate...

Direct Answer: Reputable tools treat single anomalies as evidence, not a final bot verdict, to avoid false positives. BotRefund cross-checks any odd signal against dozens of other independent data points to see if the rest of the visit pattern matches human behavior. If the...

Direct Answer: BotRefund never flags a visitor based on a single anomaly. If a real user triggers a rapid tab blur, the tool looks for corroborating evidence from other signals. If the other checks don't support automation, the visit is not classified as a...

Direct Answer: BotRefund does not flag someone as a bot because of one unusual behavior. It treats the signal as evidence and checks whether other independent signals support a bot conclusion. Privacy tools, travel, corporate networks, and unusual devices can cause unexpected behavior in...

Direct Answer: BotRefund does not automatically flag that visitor as a bot. The Font OS Mismatch check is just one signal, and privacy tools or corporate networks can produce unexpected behavior for real people. BotRefund looks at the full set of independent checks before...

Direct Answer: That pattern is often caused by bot sessions firing purchase events without real customers. The algorithm sees false conversion volume and keeps optimizing toward bot-like traffic. BotRefund can audit your campaign with behavioral analysis to confirm. In the case study, 28% of...

Direct Answer: When a platform approves the invalid‑click claim, the credited amount is returned to your ad account as a billing credit. This reclaimed capital can be re‑allocated to new campaigns or improve overall ROI. BotRefund also supplies the audit report for your internal...

Direct Answer: BotRefund treats signals like Constant Scroll Speed as evidence, not verdicts, precisely because accessibility tools, privacy tools, corporate networks, and unusual devices can cause genuine users to show unexpected patterns. The system cross-checks the anomaly against 105 other independent signals across browser,...

Direct Answer: Unusual setups can generate anomalies, but BotRefund does not automatically call those users bots. It keeps the anomaly as evidence and cross-checks it against other signals. Privacy tools, corporate networks, travel, and unusual devices are expected to happen. The verdict only comes...

Direct Answer: They may trigger an anomaly that looks like a bot signal. BotRefund does not treat a single anomaly as a bot verdict. It keeps that signal as independent evidence and cross-checks it against other data. This reduces the chance of blocking a...

Direct Answer: They may trigger an anomaly in one check, but that does not mean they are a bot. BotRefund treats the anomaly as evidence and cross-checks it against independent data. If the other signals do not support the same story, the visitor should...

Direct Answer: Genuine people can produce unexpected behavior because of privacy tools, travel, corporate networks, or unusual devices. BotRefund treats that signal as evidence, not a verdict, and cross-checks it against independent data. This prevents a single anomaly from making a real visitor look...

Direct Answer: BotRefund does not treat a single anomaly as a bot verdict. Accessibility tools privacy software and corporate networks can create unusual mouse patterns for genuine visitors. The platform keeps the signal as evidence and cross-checks it against 105 other independent checks. The...

Direct Answer: BotRefund does not automatically call that user a bot. Privacy tools, travel, corporate networks, and unusual devices can produce unexpected behavior for genuine people. The system keeps the anomaly as evidence and cross-checks it against independent browser, network, device, and behavior data....

Direct Answer: If a real user triggers an anomaly due to privacy tools, travel, or unusual devices, BotRefund does not immediately flag them as a bot. The signal is kept as evidence, and the tool cross-checks it against other independent signals. Only if the...

Direct Answer: A Blocked Challenge Iframe check is one of the independent signals BotRefund uses to spot automated traffic. It looks for a mismatch that a normal browsing session would not create. Real users show pauses, hesitation, and natural movement, while scripted browsers have...

Direct Answer: Real users can show unexpected behavior because of privacy tools, travel, corporate networks, or unusual devices. BotRefund treats that behavior as evidence, not a verdict. It cross-checks the signal against independent browser, network, device, and behavior data. This helps avoid flagging legitimate...

Direct Answer: Reputable tools treat single anomalies as evidence, not a final bot verdict, to avoid false positives. BotRefund cross-checks any odd signal against dozens of other independent data points to see if the rest of the visit pattern matches human behavior. If the...

Direct Answer: BotRefund never flags a visitor based on a single anomaly. If a real user triggers a rapid tab blur, the tool looks for corroborating evidence from other signals. If the other checks don't support automation, the visit is not classified as a...

Direct Answer: BotRefund does not flag someone as a bot because of one unusual behavior. It treats the signal as evidence and checks whether other independent signals support a bot conclusion. Privacy tools, travel, corporate networks, and unusual devices can cause unexpected behavior in...

Direct Answer: BotRefund does not automatically flag that visitor as a bot. The Font OS Mismatch check is just one signal, and privacy tools or corporate networks can produce unexpected behavior for real people. BotRefund looks at the full set of independent checks before...

Direct Answer: That pattern is often caused by bot sessions firing purchase events without real customers. The algorithm sees false conversion volume and keeps optimizing toward bot-like traffic. BotRefund can audit your campaign with behavioral analysis to confirm. In the case study, 28% of...

Direct Answer: When a platform approves the invalid‑click claim, the credited amount is returned to your ad account as a billing credit. This reclaimed capital can be re‑allocated to new campaigns or improve overall ROI. BotRefund also supplies the audit report for your internal...

Direct Answer: BotRefund treats signals like Constant Scroll Speed as evidence, not verdicts, precisely because accessibility tools, privacy tools, corporate networks, and unusual devices can cause genuine users to show unexpected patterns. The system cross-checks the anomaly against 105 other independent signals across browser,...

Direct Answer: Unusual setups can generate anomalies, but BotRefund does not automatically call those users bots. It keeps the anomaly as evidence and cross-checks it against other signals. Privacy tools, corporate networks, travel, and unusual devices are expected to happen. The verdict only comes...

Direct Answer: They may trigger an anomaly that looks like a bot signal. BotRefund does not treat a single anomaly as a bot verdict. It keeps that signal as independent evidence and cross-checks it against other data. This reduces the chance of blocking a...

Direct Answer: They may trigger an anomaly in one check, but that does not mean they are a bot. BotRefund treats the anomaly as evidence and cross-checks it against independent data. If the other signals do not support the same story, the visitor should...

Direct Answer: Genuine people can produce unexpected behavior because of privacy tools, travel, corporate networks, or unusual devices. BotRefund treats that signal as evidence, not a verdict, and cross-checks it against independent data. This prevents a single anomaly from making a real visitor look...

Direct Answer: BotRefund does not treat a single anomaly as a bot verdict. Accessibility tools privacy software and corporate networks can create unusual mouse patterns for genuine visitors. The platform keeps the signal as evidence and cross-checks it against 105 other independent checks. The...

Direct Answer: BotRefund does not automatically call that user a bot. Privacy tools, travel, corporate networks, and unusual devices can produce unexpected behavior for genuine people. The system keeps the anomaly as evidence and cross-checks it against independent browser, network, device, and behavior data....

Direct Answer: If a real user triggers an anomaly due to privacy tools, travel, or unusual devices, BotRefund does not immediately flag them as a bot. The signal is kept as evidence, and the tool cross-checks it against other independent signals. Only if the...

Direct Answer: A Blocked Challenge Iframe check is one of the independent signals BotRefund uses to spot automated traffic. It looks for a mismatch that a normal browsing session would not create. Real users show pauses, hesitation, and natural movement, while scripted browsers have...

Direct Answer: The CDP Stack Trace Trap is one of BotRefund's 106 independent checks. It looks for a mismatch that a normal browsing session does not create, usually because automation tools patched or hid a browser API. BotRefund treats this signal as evidence, not...

Direct Answer: You can start by checking server logs for high click rates with zero interaction or using hidden honeypot fields in your forms. For a more automated approach, BotRefund offers a lightweight script that monitors over 50 client-side behavioral signals to identify bots...

Direct Answer: BotRefund offers a free bot audit that can show whether automated browsers are visiting your site. The audit uses 106 independent checks to build evidence about each visit. You can add the protection script and see if the CDP Debugger Leak or...

Direct Answer: BotRefund offers a free bot audit that includes this kind of detection. The FlareSolverr Patch check is one of the 106 independent signals used to build the audit picture. You can see whether automated browser artifacts are showing up on your site...

Direct Answer: A Blocked Challenge Iframe check is one of the independent signals BotRefund uses to spot automated traffic. It looks for a mismatch that a normal browsing session would not create. Real users show pauses, hesitation, and natural movement, while scripted browsers have...

Direct Answer: The CDP Stack Trace Trap is one of BotRefund's 106 independent checks. It looks for a mismatch that a normal browsing session does not create, usually because automation tools patched or hid a browser API. BotRefund treats this signal as evidence, not...

Direct Answer: You can start by checking server logs for high click rates with zero interaction or using hidden honeypot fields in your forms. For a more automated approach, BotRefund offers a lightweight script that monitors over 50 client-side behavioral signals to identify bots...

Direct Answer: BotRefund offers a free bot audit that can show whether automated browsers are visiting your site. The audit uses 106 independent checks to build evidence about each visit. You can add the protection script and see if the CDP Debugger Leak or...

Direct Answer: BotRefund offers a free bot audit that includes this kind of detection. The FlareSolverr Patch check is one of the 106 independent signals used to build the audit picture. You can see whether automated browser artifacts are showing up on your site...

Direct Answer: A free bot audit can check for incomplete or spoofed browser APIs like Speech Synthesis. BotRefund offers a free audit that tests over 100 independent signals, including browser capability mismatches. It cross-checks each anomaly against other data before deciding if a visit...

Direct Answer: BotRefund offers a free bot audit that includes checks like the Navigation Timing Stub. You can add free bot protection to your website to start seeing if automated browsers are hitting your pages. The audit uses 106 independent checks to build a...

Direct Answer: You can start with BotRefund's free trial to see whether bots are firing your conversion pixel on lead magnet pages. The script uses behavioral and device-level signals to detect automated visitors and blocks your tracking tags from executing on those sessions. That...

Direct Answer: BotRefund offers a free bot audit that includes checks like Constant Scroll Speed among 106 independent signals to identify automated scrolling patterns. The audit installs a lightweight script that analyzes visitor behavior without slowing page load. You can see how many visits...

Direct Answer: BotRefund installs a lightweight client-side script that detects automated browsers by analyzing mouse acceleration curvature touch pressure dynamics and hardware rendering pipelines. When a bot is identified it dynamically suppresses your Google Tag Meta Pixel and TikTok Pixel from firing preventing Search...

Direct Answer: A Chrome API stub is a partial or placeholder browser capability that automated browsers sometimes expose. BotRefund checks for these mismatches as one of 106 independent signals. A real browsing session normally shows complete, internally consistent browser capabilities, so a stub can...

Direct Answer: A connection anomaly is a mismatch that a normal browsing session does not usually create, such as missing or simplified browser capabilities. BotRefund treats it as one of 106 independent checks, not a final verdict. It adds objective evidence about a visit...

Direct Answer: A Default Viewport check looks for mismatches in how a browser reports its viewport and related APIs. Normal browsers run standard APIs as designed, while automated browsers often patch or hide things and break when checked from another angle. BotRefund uses this...

Direct Answer: A DNS Challenge Blocked check looks for a mismatch between network facts that a real browsing session does not normally create. It is one of 106 independent checks BotRefund uses to build a picture of whether a visit is human or automated....

Direct Answer: BotRefund compares the fonts and operating-system details a browser reports to see if they fit together. A mismatch can happen when a virtual machine or spoofed profile claims one device while other signals tell a different story. It is one of 106...

Direct Answer: A forensic click log contains detailed session records including GCLID and FBCLID identifiers. These logs provide evidence that invalid traffic occurred and can be submitted to ad platforms to claim refunds. BotRefund generates compliance-ready forensic logs you can download for this purpose.

Direct Answer: A forensic click log records click identifiers like GCLIDs or FBCLIDs along with evidence that the session was automated. Ad platforms need this kind of proof when reviewing invalid activity claims. BotRefund creates compliance-ready dispute logs for this purpose.

Direct Answer: A free bot audit from BotRefund scans your site for 106 independent signals, including rapid tab blurs, to detect automated traffic. You get a report showing how many bot visits occurred and which behaviors were detected. This helps you decide whether to...

Direct Answer: You can run a free bot audit to get an initial read on automated traffic visiting your site. BotRefund offers a free bot audit that uses multiple independent signals to avoid false positives from privacy tools or unusual user setups. The audit...

Direct Answer: A hex-edited CDP leak is a mismatch in the browser that usually appears when automation tools change or patch browser APIs. It is one of 106 independent checks BotRefund uses to evaluate a visit. A real browsing session does not normally create...

Direct Answer: A Blocked Challenge Iframe check is one of the independent signals BotRefund uses to spot automated traffic. It looks for a mismatch that a normal browsing session would not create. Real users show pauses, hesitation, and natural movement, while scripted browsers have...

Direct Answer: The CDP Stack Trace Trap is one of BotRefund's 106 independent checks. It looks for a mismatch that a normal browsing session does not create, usually because automation tools patched or hid a browser API. BotRefund treats this signal as evidence, not...

Direct Answer: You can start by checking server logs for high click rates with zero interaction or using hidden honeypot fields in your forms. For a more automated approach, BotRefund offers a lightweight script that monitors over 50 client-side behavioral signals to identify bots...

Direct Answer: BotRefund offers a free bot audit that can show whether automated browsers are visiting your site. The audit uses 106 independent checks to build evidence about each visit. You can add the protection script and see if the CDP Debugger Leak or...

Direct Answer: BotRefund offers a free bot audit that includes this kind of detection. The FlareSolverr Patch check is one of the 106 independent signals used to build the audit picture. You can see whether automated browser artifacts are showing up on your site...

Direct Answer: A free bot audit can check for incomplete or spoofed browser APIs like Speech Synthesis. BotRefund offers a free audit that tests over 100 independent signals, including browser capability mismatches. It cross-checks each anomaly against other data before deciding if a visit...

Direct Answer: BotRefund offers a free bot audit that includes checks like the Navigation Timing Stub. You can add free bot protection to your website to start seeing if automated browsers are hitting your pages. The audit uses 106 independent checks to build a...

Direct Answer: You can start with BotRefund's free trial to see whether bots are firing your conversion pixel on lead magnet pages. The script uses behavioral and device-level signals to detect automated visitors and blocks your tracking tags from executing on those sessions. That...

Direct Answer: BotRefund offers a free bot audit that includes checks like Constant Scroll Speed among 106 independent signals to identify automated scrolling patterns. The audit installs a lightweight script that analyzes visitor behavior without slowing page load. You can see how many visits...

Direct Answer: BotRefund installs a lightweight client-side script that detects automated browsers by analyzing mouse acceleration curvature touch pressure dynamics and hardware rendering pipelines. When a bot is identified it dynamically suppresses your Google Tag Meta Pixel and TikTok Pixel from firing preventing Search...

Direct Answer: A Chrome API stub is a partial or placeholder browser capability that automated browsers sometimes expose. BotRefund checks for these mismatches as one of 106 independent signals. A real browsing session normally shows complete, internally consistent browser capabilities, so a stub can...

Direct Answer: A connection anomaly is a mismatch that a normal browsing session does not usually create, such as missing or simplified browser capabilities. BotRefund treats it as one of 106 independent checks, not a final verdict. It adds objective evidence about a visit...

Direct Answer: A Default Viewport check looks for mismatches in how a browser reports its viewport and related APIs. Normal browsers run standard APIs as designed, while automated browsers often patch or hide things and break when checked from another angle. BotRefund uses this...

Direct Answer: A DNS Challenge Blocked check looks for a mismatch between network facts that a real browsing session does not normally create. It is one of 106 independent checks BotRefund uses to build a picture of whether a visit is human or automated....

Direct Answer: BotRefund compares the fonts and operating-system details a browser reports to see if they fit together. A mismatch can happen when a virtual machine or spoofed profile claims one device while other signals tell a different story. It is one of 106...

Direct Answer: A forensic click log contains detailed session records including GCLID and FBCLID identifiers. These logs provide evidence that invalid traffic occurred and can be submitted to ad platforms to claim refunds. BotRefund generates compliance-ready forensic logs you can download for this purpose.

Direct Answer: A forensic click log records click identifiers like GCLIDs or FBCLIDs along with evidence that the session was automated. Ad platforms need this kind of proof when reviewing invalid activity claims. BotRefund creates compliance-ready dispute logs for this purpose.

Direct Answer: A free bot audit from BotRefund scans your site for 106 independent signals, including rapid tab blurs, to detect automated traffic. You get a report showing how many bot visits occurred and which behaviors were detected. This helps you decide whether to...

Direct Answer: You can run a free bot audit to get an initial read on automated traffic visiting your site. BotRefund offers a free bot audit that uses multiple independent signals to avoid false positives from privacy tools or unusual user setups. The audit...

Direct Answer: A hex-edited CDP leak is a mismatch in the browser that usually appears when automation tools change or patch browser APIs. It is one of 106 independent checks BotRefund uses to evaluate a visit. A real browsing session does not normally create...

Direct Answer: A free bot audit can check for incomplete or spoofed browser APIs like Speech Synthesis. BotRefund offers a free audit that tests over 100 independent signals, including browser capability mismatches. It cross-checks each anomaly against other data before deciding if a visit...

Direct Answer: BotRefund offers a free bot audit that includes checks like the Navigation Timing Stub. You can add free bot protection to your website to start seeing if automated browsers are hitting your pages. The audit uses 106 independent checks to build a...

Direct Answer: You can start with BotRefund's free trial to see whether bots are firing your conversion pixel on lead magnet pages. The script uses behavioral and device-level signals to detect automated visitors and blocks your tracking tags from executing on those sessions. That...

Direct Answer: BotRefund offers a free bot audit that includes checks like Constant Scroll Speed among 106 independent signals to identify automated scrolling patterns. The audit installs a lightweight script that analyzes visitor behavior without slowing page load. You can see how many visits...

Direct Answer: BotRefund installs a lightweight client-side script that detects automated browsers by analyzing mouse acceleration curvature touch pressure dynamics and hardware rendering pipelines. When a bot is identified it dynamically suppresses your Google Tag Meta Pixel and TikTok Pixel from firing preventing Search...

Direct Answer: A Chrome API stub is a partial or placeholder browser capability that automated browsers sometimes expose. BotRefund checks for these mismatches as one of 106 independent signals. A real browsing session normally shows complete, internally consistent browser capabilities, so a stub can...

Direct Answer: A connection anomaly is a mismatch that a normal browsing session does not usually create, such as missing or simplified browser capabilities. BotRefund treats it as one of 106 independent checks, not a final verdict. It adds objective evidence about a visit...

Direct Answer: A Default Viewport check looks for mismatches in how a browser reports its viewport and related APIs. Normal browsers run standard APIs as designed, while automated browsers often patch or hide things and break when checked from another angle. BotRefund uses this...

Direct Answer: A DNS Challenge Blocked check looks for a mismatch between network facts that a real browsing session does not normally create. It is one of 106 independent checks BotRefund uses to build a picture of whether a visit is human or automated....

Direct Answer: BotRefund compares the fonts and operating-system details a browser reports to see if they fit together. A mismatch can happen when a virtual machine or spoofed profile claims one device while other signals tell a different story. It is one of 106...

Direct Answer: A forensic click log contains detailed session records including GCLID and FBCLID identifiers. These logs provide evidence that invalid traffic occurred and can be submitted to ad platforms to claim refunds. BotRefund generates compliance-ready forensic logs you can download for this purpose.

Direct Answer: A forensic click log records click identifiers like GCLIDs or FBCLIDs along with evidence that the session was automated. Ad platforms need this kind of proof when reviewing invalid activity claims. BotRefund creates compliance-ready dispute logs for this purpose.

Direct Answer: A free bot audit from BotRefund scans your site for 106 independent signals, including rapid tab blurs, to detect automated traffic. You get a report showing how many bot visits occurred and which behaviors were detected. This helps you decide whether to...

Direct Answer: You can run a free bot audit to get an initial read on automated traffic visiting your site. BotRefund offers a free bot audit that uses multiple independent signals to avoid false positives from privacy tools or unusual user setups. The audit...

Direct Answer: A hex-edited CDP leak is a mismatch in the browser that usually appears when automation tools change or patch browser APIs. It is one of 106 independent checks BotRefund uses to evaluate a visit. A real browsing session does not normally create...

Direct Answer: A languages mismatch is a check that looks for a conflict between a visitor's browser language, network location, and timing. A real browsing session usually has these signals agree with one another. Proxy rotation, location masking, or browser spoofing can make network...

Direct Answer: A lazy bot developer vector is a detection signal that catches automated browsers which only partially spoof their capabilities. The connection anomaly is one example, where a browser reveals missing or inconsistent details when checked deeply. BotRefund includes these vectors as part...

Direct Answer: Lazy bot developer vectors are detection categories that catch automated browsers that only fake the surface of a real browser. Background Navigation is one example from BotRefund's 106 checks. It looks for missing, simplified, or inconsistent browser capabilities that a real session...

Direct Answer: A marketing traffic audit is a systematic review of your paid acquisition channels to evaluate user quality, identify geographic anomalies, and isolate invalid activity. Unlike a standard audit that focuses on keywords and ad copy, a security-focused audit targets Sophisticated Invalid Traffic...

Direct Answer: A monitor sync anomaly is a mismatch that a normal browsing session does not usually create. BotRefund treats it as one of 106 independent checks, not a final verdict. It helps spot scripts that send clicks and scrolls but cannot fully reproduce...

Direct Answer: A free bot audit can check for incomplete or spoofed browser APIs like Speech Synthesis. BotRefund offers a free audit that tests over 100 independent signals, including browser capability mismatches. It cross-checks each anomaly against other data before deciding if a visit...

Direct Answer: BotRefund offers a free bot audit that includes checks like the Navigation Timing Stub. You can add free bot protection to your website to start seeing if automated browsers are hitting your pages. The audit uses 106 independent checks to build a...

Direct Answer: You can start with BotRefund's free trial to see whether bots are firing your conversion pixel on lead magnet pages. The script uses behavioral and device-level signals to detect automated visitors and blocks your tracking tags from executing on those sessions. That...

Direct Answer: BotRefund offers a free bot audit that includes checks like Constant Scroll Speed among 106 independent signals to identify automated scrolling patterns. The audit installs a lightweight script that analyzes visitor behavior without slowing page load. You can see how many visits...

Direct Answer: BotRefund installs a lightweight client-side script that detects automated browsers by analyzing mouse acceleration curvature touch pressure dynamics and hardware rendering pipelines. When a bot is identified it dynamically suppresses your Google Tag Meta Pixel and TikTok Pixel from firing preventing Search...

Direct Answer: A Chrome API stub is a partial or placeholder browser capability that automated browsers sometimes expose. BotRefund checks for these mismatches as one of 106 independent signals. A real browsing session normally shows complete, internally consistent browser capabilities, so a stub can...

Direct Answer: A connection anomaly is a mismatch that a normal browsing session does not usually create, such as missing or simplified browser capabilities. BotRefund treats it as one of 106 independent checks, not a final verdict. It adds objective evidence about a visit...

Direct Answer: A Default Viewport check looks for mismatches in how a browser reports its viewport and related APIs. Normal browsers run standard APIs as designed, while automated browsers often patch or hide things and break when checked from another angle. BotRefund uses this...

Direct Answer: A DNS Challenge Blocked check looks for a mismatch between network facts that a real browsing session does not normally create. It is one of 106 independent checks BotRefund uses to build a picture of whether a visit is human or automated....

Direct Answer: BotRefund compares the fonts and operating-system details a browser reports to see if they fit together. A mismatch can happen when a virtual machine or spoofed profile claims one device while other signals tell a different story. It is one of 106...

Direct Answer: A forensic click log contains detailed session records including GCLID and FBCLID identifiers. These logs provide evidence that invalid traffic occurred and can be submitted to ad platforms to claim refunds. BotRefund generates compliance-ready forensic logs you can download for this purpose.

Direct Answer: A forensic click log records click identifiers like GCLIDs or FBCLIDs along with evidence that the session was automated. Ad platforms need this kind of proof when reviewing invalid activity claims. BotRefund creates compliance-ready dispute logs for this purpose.

Direct Answer: A free bot audit from BotRefund scans your site for 106 independent signals, including rapid tab blurs, to detect automated traffic. You get a report showing how many bot visits occurred and which behaviors were detected. This helps you decide whether to...

Direct Answer: You can run a free bot audit to get an initial read on automated traffic visiting your site. BotRefund offers a free bot audit that uses multiple independent signals to avoid false positives from privacy tools or unusual user setups. The audit...

Direct Answer: A hex-edited CDP leak is a mismatch in the browser that usually appears when automation tools change or patch browser APIs. It is one of 106 independent checks BotRefund uses to evaluate a visit. A real browsing session does not normally create...

Direct Answer: A languages mismatch is a check that looks for a conflict between a visitor's browser language, network location, and timing. A real browsing session usually has these signals agree with one another. Proxy rotation, location masking, or browser spoofing can make network...

Direct Answer: A lazy bot developer vector is a detection signal that catches automated browsers which only partially spoof their capabilities. The connection anomaly is one example, where a browser reveals missing or inconsistent details when checked deeply. BotRefund includes these vectors as part...

Direct Answer: Lazy bot developer vectors are detection categories that catch automated browsers that only fake the surface of a real browser. Background Navigation is one example from BotRefund's 106 checks. It looks for missing, simplified, or inconsistent browser capabilities that a real session...

Direct Answer: A marketing traffic audit is a systematic review of your paid acquisition channels to evaluate user quality, identify geographic anomalies, and isolate invalid activity. Unlike a standard audit that focuses on keywords and ad copy, a security-focused audit targets Sophisticated Invalid Traffic...

Direct Answer: A monitor sync anomaly is a mismatch that a normal browsing session does not usually create. BotRefund treats it as one of 106 independent checks, not a final verdict. It helps spot scripts that send clicks and scrolls but cannot fully reproduce...