Is there a way to stop bot downloads from training my Smart Bidding algorithm?

Direct Answer: Yes, client-side pixel suppression stops bot sessions from sending a positive conversion signal to Google Ads. BotRefund detects automated visitors using behavioral signals like mouse acceleration curvature and headless browser stealth attributes, then suppresses your Google Tag on those sessions. That way...

Direct Answer: BotRefund’s AI audit can analyze Performance Max campaigns, identifying bot sessions that inflate metrics and waste budget. It captures GCLID data and session videos to prove invalid traffic to Google’s Traffic Quality team. The platform then prepares a refund claim that specifically...

Direct Answer: BotRefund’s tracking script is platform‑agnostic and already works with X, Reddit, Bing, and Yandex in addition to Google and Meta. The system captures the same forensic evidence across all supported networks, allowing you to file refunds uniformly. You can generate a consolidated...

Direct Answer: BotRefund’s audit report includes a primary evidence field for each flagged conversion, such as ‘no scroll engagement’, ‘duplicate device fingerprint’, or ‘click‑to‑cart under 2 seconds’. The report also provides a concise narrative explaining the reason behind the fraud score. This clear presentation...

Direct Answer: BotRefund’s tracking script is platform‑agnostic and works with Google, Meta, X, Reddit, Bing, and Yandex ad networks. It captures the same forensic evidence for each platform, ensuring compliance across all channels. You can generate a single report that covers all your ad...

Direct Answer: No, a single rule is not enough to identify bots accurately. Real users can trigger one anomaly because of privacy tools, travel, corporate networks, or unusual devices. BotRefund treats each signal as evidence and cross-checks it against 106 independent checks. The AI...

Direct Answer: BotRefund adheres to GDPR, CCPA, SOC‑II, and ISO 27001 standards, ensuring that personal data is processed lawfully. The platform stores only anonymized behavioral signals and provides data‑subject access controls. All evidence generated is kept on secure servers with encrypted transmission. This compliance...

Direct Answer: BotRefund’s script captures all network requests made during a session, including hidden image or iframe loads that set cookies without user interaction. It correlates those cookie events with the timing of the conversion and the original UTM data. When a cookie appears...

Direct Answer: BotRefund provides a RESTful API that delivers bot detection events, confidence scores, and session recordings to external systems. You can push this data into Google Analytics, Mixpanel, or any custom dashboard for unified reporting. The API respects rate limits and includes authentication...

Direct Answer: BotRefund’s tracking script is designed to be lightweight, loading asynchronously and collecting only essential behavioral and attribution data. It does not block page rendering or add noticeable latency, so Core Web Vitals remain unaffected. The script also respects privacy settings and can...

Direct Answer: Anti-stealth traps are detection methods specifically designed to catch bots that try to hide their automation. One example is the native patching check, which finds mismatches when automation tools patch or hide browser APIs. BotRefund uses such traps as part of its...

Direct Answer: A real browser usually has coherent connection, location, language, and timing data. Automated browsers often show mismatches from proxy rotation or browser spoofing. BotRefund treats these mismatches as evidence and cross-checks them against 106 independent signals before deciding.

Direct Answer: Fake clicks typically come from three places: competitor click campaigns where rivals manually click your ads, botnets and proxy networks that route automated requests through compromised residential devices, and malicious display or publisher networks that auto-click ads on their own sites to...

Direct Answer: Add a clause that bans cookie placement without an active user click on the partner's domain, a clause that invalidates cookies set on checkout pages if they override prior referrals, and a clause that reserves the right to withhold payouts when click-to-conversion...

Direct Answer: The audit scans your site with over one hundred independent checks, including browser capability, speech synthesis, network and device signals. It builds a picture of each visit and flags suspicious activity. BotRefund then provides a report showing which traffic appears automated.

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...

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...

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...

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'...

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...