Seatext library / BotRefund evidence

Why does my conversion count look great but sales don't follow?

This often happens when automated bots trigger conversion events on whitepaper or lead magnet pages without ever becoming real leads. The ad platform sees a conversion and keeps...

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Why does my conversion count look great but sales don't follow?

Why does my conversion count look great but sales don't follow?

Direct Answer: This often happens when automated bots trigger conversion events on whitepaper or lead magnet pages without ever becoming real leads. The ad platform sees a conversion and keeps optimizing toward similar bot traffic. BotRefund suppresses pixels on bot sessions and compiles audit...

Why does my site get traffic from browsers that look normal but are actually automated?

Direct Answer: Automated browsers often expose partial or placeholder browser capabilities that fail when checked deeply. BotRefund's Background Navigation check looks for those inconsistent details that a real browsing session would not produce. That evidence is cross-checked with browser, network, device, and behavior signals....

Why does my site show visitors with mismatched audio and GPU data from virtual machines?

Direct Answer: Virtual machines and spoofed profiles can claim one device while their graphics, fonts, audio, or processor behavior tells a different story. This creates the kind of audio and GPU mismatch that real browsing sessions do not normally produce. BotRefund treats that mismatch...

Why is 99% accuracy possible for bot detection?

Direct Answer: BotRefund says accuracy comes from corroboration, not one browser tell. It sends each signal like HTTP Protocol Mismatch into a prediction AI that weighs the complete picture across browser, network, device, and behavior evidence. By seeing how all signals fit together, it...

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Why is 99% accuracy possible for bot detection?

Why is 99% accuracy possible when using multiple signals like timezone

Direct Answer: Accuracy comes from corroboration, not one browser tell. By collecting 106 independent checks, BotRefund builds a complete picture of each visit. The AI prediction model weighs how all signals fit together, so a timezone mismatch alone is not taken as proof. This...

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Why is 99% accuracy possible when using multiple signals like timezone

Why is a missing network telemetry fact a sign of an automated browser?

Direct Answer: Because a real browsing session usually has connection, location, language, and timing that fit together. Automated browsers often break that coherence through proxy rotation or location masking. BotRefund uses this mismatch as one piece of evidence, not as the sole reason to...

Why is a single anomaly not a bot verdict?

Direct Answer: Because genuine people can produce unexpected behavior for many valid reasons. Travel, privacy tools, corporate networks, and unusual devices can all cause an anomaly in a browser check. BotRefund keeps each signal as objective evidence and cross-checks it against independent data. Only...

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Why is a single anomaly not a bot verdict?

Why is a single anomaly not considered a bot verdict

Direct Answer: A single anomaly, like an audio mismatch, is not a bot verdict because legitimate users can have unexpected behavior due to privacy tools, travel, or unusual devices. BotRefund keeps this signal as evidence and cross-checks it against independent browser, network, device, and...

Why is a single anomaly not enough to flag a bot?

Direct Answer: Because many legitimate users have unusual setups due to privacy tools, corporate networks, or accessibility features. A single anomaly could be a false positive. BotRefund treats each signal as evidence, not a verdict, and cross-checks it against other data before making a...

Why is a single anomaly not enough to label a visitor as a bot

Direct Answer: Privacy tools travel corporate networks and unusual devices can produce unexpected behavior for genuine people. Relying on one signal would cause many false positives. BotRefund keeps each signal as evidence and requires corroboration before issuing a bot verdict.

Why is a single anomaly not enough to prove a visit is a bot?

Direct Answer: A single anomaly can happen to real people using privacy tools, travel, corporate networks, or unusual devices. BotRefund treats each signal as evidence rather than a verdict. It cross-checks that signal against browser, network, device, and behavior data before deciding the visit...

Why is a single anomaly not enough to prove my ad clicks are from bots?

Direct Answer: A single anomaly can be caused by privacy tools, travel, corporate networks, or unusual devices. BotRefund keeps each anomaly as evidence rather than treating it as a bot verdict. It cross-checks the signal against independent browser, network, device, and behavior data. This...

Why is a single bot detection signal not enough?

Direct Answer: A single signal can be triggered by privacy tools, travel, corporate networks, or unusual devices. BotRefund keeps each signal as evidence and looks for corroboration from other checks. The Popup Blocker Bypass check is one of 106 independent checks. Only when the...

Why is a single browser anomaly not enough to prove a bot?

Direct Answer: A single anomaly can come from privacy tools, travel, corporate networks, or unusual devices used by real people. If a bot detector flagged every anomaly, it would create too many false positives. BotRefund treats a single signal as evidence, not a verdict,...

Why is a single network mismatch not enough to flag a bot?

Direct Answer: A single network mismatch, like an HTTP Protocol Mismatch, is only one objective fact. Genuine users can create unusual signals through privacy tools, travel, corporate networks, or unusual devices. BotRefund treats this as evidence and cross-checks it against other signals. Only after...

Why is an inconsistent Chrome API a sign of an automated browser?

Direct Answer: A real browser has complete and internally consistent APIs, while automated browsers often expose partial or placeholder versions. BotRefund's Chrome API Stub check detects these inconsistencies. This is useful because a bot developer can patch some APIs but leaves others mismatched.

Why is checking audio sample rate useful for spotting automated browsers?

Direct Answer: Automated browsers often run in environments where the reported audio hardware does not match the rest of the device. Real browsing sessions rarely create that mismatch. BotRefund uses the audio sample rate as one of its 106 independent checks. It adds objective...

Why is my Meta cost per lead low but the leads are still junk?

Direct Answer: Automated bots can simulate high-intent browsing and submit forms, which makes the reported cost per lead look healthy even when the contacts are fake. The ad platform sees the conversion event and assumes it was valuable. BotRefund can identify those bot sessions...

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Why is my Meta cost per lead low but the leads are still junk?

Why is one browser tell not enough to confirm a bot?

Direct Answer: A single anomaly can happen for legitimate reasons like privacy tools, travel, corporate networks, or unusual devices. BotRefund treats one signal as evidence, not a verdict, and cross-checks it against independent browser, network, device, and behavior data. If other signals support the...

Why is one mismatch not enough to prove a visit is a bot?

Direct Answer: A single anomaly can happen for genuine people due to privacy tools, travel, corporate networks, or unusual devices. BotRefund keeps each signal as evidence and then cross-checks it with other independent data. Only when the complete pattern supports it does BotRefund identify...

Frequently asked questions

Why does my conversion count look great but sales don't follow?

This often happens when automated bots trigger conversion events on whitepaper or lead magnet pages without ever becoming real leads. The ad platform sees a conversion and keeps optimizing toward similar bot traffic. BotRefund suppresses pixels on bot sessions and compiles audit data so you can compare reported conversions to actual sales opportunities.

Learn more