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What does it mean for a bot detection tool to cross-check context?

What does it mean for a bot detection tool to cross-check context?

Direct Answer: It means the tool looks at multiple independent signals to see if they tell the same story. An audio channel mismatch alone is not enough, so BotRefund also checks browser, network, device, and behavior data. Cross-checking helps avoid false positives from real...

What happens after a bot detection tool catches a Font OS Mismatch on my site?

Direct Answer: BotRefund treats that mismatch as one piece of evidence, not a final answer. It cross-checks the signal against independent browser, network, device, and behavior data. The AI prediction then decides if the visit is a bot, which is why a single mismatch...

What happens after a bot detection tool collects a browser signal?

Direct Answer: After a signal is collected, BotRefund treats it as one objective fact about the visit. It then cross-checks that signal against independent browser, network, device, and behavior data. The prediction AI weighs the complete pattern instead of trusting a raw rule. That...

What happens after FlareSolverr Patch evidence is collected on my site?

Direct Answer: The signal is treated as independent evidence and sent into BotRefund's prediction AI. The AI evaluates it together with browser, network, device, and behavior data to decide if the visit is human or automated. When the evidence supports a bot verdict, it...

What happens after the bot audit report is finished and I have the evidence?

Direct Answer: You take the dispute-ready report containing the GCLIDs, timestamps, and behavioral proof and submit it to Google Ads or Meta Ads support as a Click Investigation request. Once the ad platform reviews the evidence, they issue a billing credit back to your...

What happens after the free bot audit is completed?

Direct Answer: You receive a concise report showing the percentage of traffic flagged as bot and the key signals behind each flag. The report also outlines next steps for real‑time blocking or filing refunds. If you choose, you can upgrade to full protection directly...

What happens during the first 20-50 conversions of a campaign that makes it vulnerable?

Direct Answer: In the early learning phase, the ad platform's algorithm assigns heavy statistical weight to the first 20-50 interactions. If those are bot conversions, the algorithm enters a 'bot loop' and continues to buy cheap bot traffic. BotRefund ensures those early signals are...

What happens during the first 48 hours of a new campaign that makes it vulnerable to bots?

Direct Answer: During the learning phase, the ad platform's neural network has very few data points and assigns high weight to the first 20–50 interactions. If those interactions are from bots on low-quality networks like Google Search Partners, the algorithm enters a 'bot loop'...

What happens if a real user has unusual browser behavior because of accessibility tools?

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...

What happens if a real user triggers a rapid tab blur anomaly due to network lag or multitasking?

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...

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What happens if a real user triggers a rapid tab blur anomaly due to network lag or multitasking?

What happens if a real visitor behaves in an unusual way?

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...

What happens to my ad budget after a successful refund?

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...

What happens when a real user has an unusual browser setup?

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...

What happens when a real user has unusual behavior due to privacy software or unusual devices?

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...

What is a CDP Stack Trace Trap in bot detection?

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...

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What is a CDP Stack Trace Trap in bot detection?

What is a cheap or free tool for identifying bot traffic on my landing pages?

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...

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What is a cheap or free tool for identifying bot traffic on my landing pages?

What is a cheap or free way to detect navigation timing stubs on my website?

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...

What is a cheap way to stop bot clicks from Google Search Partners ruining my Smart Bidding

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...

What is a Chrome API stub and why does it matter for bot detection?

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...

What is a DNS Challenge Blocked check in bot detection?

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....