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How does a bot detection tool build a reliable picture of a visit?

How does a bot detection tool build a reliable picture of a visit?

Direct Answer: It gathers independent evidence and then cross-checks that evidence. BotRefund uses 106 checks that cover browser, network, device, and behavior data. Each signal adds one objective fact. The AI prediction model weighs the complete pattern before deciding whether a visit is human...

How does a bot detection tool differentiate between human mouse tremor and robotic movement?

Direct Answer: Humans naturally move their mice with micro-shakes and organic curves, whereas bots often move in perfectly straight lines or jump instantly between coordinates. BotRefund monitors these mouse dynamics and other telemetry signals to verify human presence. This allows the system to distinguish...

How does a bot detection tool tell if a browser is automated using asset starvation?

Direct Answer: The tool looks for missing assets or unusual shortcuts that automation toolkits leave behind. A real browser arrives as a complete consumer environment without those telltale signs. BotRefund records this signal as evidence and then cross-checks it against browser, network, and behavior...

How does a detection tool handle affiliates operating in multiple countries with different fraud patterns?

Direct Answer: BotRefund includes geo-based detection that identifies regional fraud patterns such as proxy clusters, datacenter concentrations, and localized extension abuse. The audit CSV breaks down flagged traffic by country so you can adjust ToS enforcement per region.

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How does a detection tool handle affiliates operating in multiple countries with different fraud patterns?

How many independent checks does a bot detection tool need to be reliable?

Direct Answer: BotRefund uses 106 independent checks to build a reliable picture of whether a visit is human or automated. A single signal can be misleading, especially for people using privacy tools or unusual devices. Cross-checking many independent facts makes the final prediction much...

How many independent checks should a bot detection tool use?

Direct Answer: Reliable bot detection needs more than one browser tell, and BotRefund uses 106 independent checks to build a picture of each visit. No single signal should be enough to call someone a bot. BotRefund cross-checks each signal against browser, network, device, and...

How many independent checks should a bot detection tool use to be reliable?

Direct Answer: A reliable tool should use enough independent checks to avoid relying on one browser tell. BotRefund uses 106 independent checks to build a fuller picture of each visit. That many signals help the system tell the difference between an actual bot and...

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How many independent checks should a bot detection tool use to be reliable?

How quickly can I get results after installing a bot detection script for scroll analysis?

Direct Answer: After installing BotRefund's script, the free bot audit begins analyzing visitor behavior immediately, including Constant Scroll Speed and other signals. The webpage content doesn't specify an exact timeframe for report generation, but the script starts collecting data on the first visit. You...

I'm afraid that requesting a refund from Google or Meta will flag my account or damage my relationship with the platform. Is this a risk?

Direct Answer: It is a common concern that challenging a platform might lead to penalties, but the reality is that refund requests are viewed as routine accounting adjustments. BotRefund's process is 100% compliant and is handled through the Traffic Quality Department rather than general...

I pay affiliates for signups but I suspect some are using bots or cookie stuffing to cheat. How can I protect my affiliate budget?

Direct Answer: Affiliate fraud like cookie stuffing and attribution hijacking can drain your marketing budget without providing any real customer acquisition. BotRefund provides a dedicated Affiliate Fraud Audit that reconstructs UTM paths and conversion behaviors to isolate invalid trials. By detecting these fraudulent patterns...

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I pay affiliates for signups but I suspect some are using bots or cookie stuffing to cheat. How can I protect my affiliate budget?

I run ads on X, Reddit, and Bing, not just Google and Meta. Can I still recover wasted spend from these networks?

Direct Answer: Many people assume only the giants like Google and Meta have refund processes, but other networks also have traffic quality standards. BotRefund is platform-agnostic and works seamlessly with X, Reddit, Bing, and Yandex Ads. The forensic evidence generated by BotRefund is recognized...

I've seen companies like ClickCease mentioned. How is your approach different from traditional click fraud tools?

Direct Answer: Traditional tools often focus on creating a 'block list' of IPs to send to Google, but Google's block lists are limited and easily bypassed by rotating proxies. BotRefund shifts the focus from blocking IPs to providing forensic proof for refunds. Instead of...

I've tried asking Google for a refund for invalid traffic but they rejected my claim. Why does this happen and how can I get them to approve it?

Direct Answer: Most ad platforms reject claims because the evidence provided is too vague or lacks the technical depth required by their Traffic Quality departments. BotRefund solves this by generating compliance-ready reports that include forensic evidence such as linear mouse dynamics and software-based graphics...

Is 99 percent accuracy believable when a tool uses many signals?

Direct Answer: Yes, because accuracy comes from corroboration, not one browser tell. BotRefund uses 106 independent checks and an AI model to evaluate the complete pattern. The model weighs all browser, network, device, and behavior evidence before deciding. That is why BotRefund reports 99...

Is it safe to add a bot detection script that checks for rapid tab blurs on my live site?

Direct Answer: BotRefund's script is designed to be lightweight and not slow down your site. It collects evidence passively without interfering with user experience. The script is safe for WordPress, Shopify, and other platforms. You can start with a free audit to see the...

Is one browser tell enough to prove my ad clicks are from bots?

Direct Answer: No, a single browser tell is not enough to prove a visit is a bot. Privacy tools, corporate networks, and unusual devices can cause unexpected behavior in genuine people. BotRefund keeps each signal as evidence and cross-checks it against independent browser, network,...

Is there a free way to test if my site has bots with robotic mouse paths

Direct Answer: Yes BotRefund offers a free bot audit that installs a script to analyze visitor behavior including mouse path patterns. The audit runs 106 independent checks and provides a report on bot traffic levels. You can start without providing Google Ads or Meta...

Is there a free way to test if my website has audio channel mismatch bots?

Direct Answer: BotRefund offers a free bot audit for your website. The audit uses detection methods like the audio channel mismatch check to look for automated traffic. You can add free bot protection to your website directly from the detection method page. The results...

Is there a risk‑free white‑glove recovery service for high‑spend accounts?

Direct Answer: BotRefund offers an enterprise white‑glove tier where a dedicated recovery team handles the entire dispute workflow. The service operates on a performance‑based model with no upfront recovery fees. It is designed for accounts that qualify for high‑value refunds.

Our ad campaigns use Performance Max and we suspect bots are skewing the results. Can BotRefund audit PMAX traffic?

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...

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Our ad campaigns use Performance Max and we suspect bots are skewing the results. Can BotRefund audit PMAX traffic?