Seatext library / BotRefund evidence
Can BotRefund Work With My Existing Fraud Tools?
Yes, BotRefund is designed to complement existing click-level fraud tools rather than replace them. While standard tools focus on blocking bot traffic at the click level, BotRefund specializes in identifying post-click attribution manipulation and...
✓ Built for advertisers who need clear, refund-ready traffic evidence.
Understanding the Layered Approach to Fraud Prevention
Most businesses already use some form of click-level fraud protection. These tools are effective at filtering out basic automated crawlers and known botnets before they reach your site. However, sophisticated fraud often occurs after the click, where standard tools may see a "clean" session and allow it to pass.
BotRefund functions as a specialized layer that sits downstream from your existing traffic filters. While your current tools focus on the source of the traffic, BotRefund focuses on the behavior and attribution path of the visitor. This creates a dual-layer defense: your existing tools block the "noisy" bots, and BotRefund catches the "quiet" fraud that mimics human behavior to steal commissions or inflate lead counts.
Why Existing Tools Often Miss Post-Click Fraud
Standard fraud tools are built to identify technical signatures of non-human traffic. They excel at spotting IP addresses associated with data centers or known bot networks. However, modern fraudsters use residential proxies and AI-driven mouse movement emulation to bypass these filters.
Once a bot successfully enters your site, it can perform actions that look like legitimate browsing. BotRefund monitors for specific manipulation tactics that standard tools ignore, such as:
- Last-click hijacking: Where a script overwrites the original referral source in the final seconds of a session.
- Cookie stuffing: Silently dropping affiliate cookies via hidden iframes to claim credit for sales the affiliate didn't drive.
- Coupon extension injection: Browser extensions that trigger at checkout to claim an affiliate commission on a sale that was already going to happen.
These tactics leave no trace in IP reputation databases. They appear as normal human sessions. Click-level tools cannot see the attribution path manipulation because they stop analyzing at the entry point.
How BotRefund Integrates Into Your Workflow
You do not need to rip out your current infrastructure to start using BotRefund. The setup is designed to be additive:
- Lightweight Script: You install a tracking script on your site that captures behavioral signals and attribution data. The script loads asynchronously and adds minimal weight to page load.
- Data Reconciliation: BotRefund reconstructs the attribution path using your existing UTM parameters and click IDs (GCLID, FBCLID). It reads these directly from traffic without requiring platform API connections.
- Evidence Generation: Instead of just blocking, BotRefund tags conversions as "Approve," "Review," "Hold," or "Reject." Each tag comes with video proof and behavioral evidence.
- Payout Protection: You use these reports to make informed decisions about which affiliate commissions or ad-spend refunds to pursue. Finance and affiliate teams get granular evidence, not just a score.
For deeper reconciliation, you can upload your payout CSVs or connect your affiliate platform at your own pace. The system works without platform integrations initially.
Comparison: Standard Fraud Tools vs. BotRefund
| Feature | Standard Click-Level Tools | BotRefund |
|---|---|---|
| Primary Focus | Blocking bot traffic at the source | Post-click attribution and payout integrity |
| Detection Method | IP reputation, known bot signatures | Behavioral signals, attribution path analysis |
| Action Taken | Blocks access | Tags, audits, and provides evidence for refunds |
| Best For | Reducing server load and junk traffic | Recovering ad spend and protecting commissions |
| Data Required | IP logs, user-agent strings | UTM parameters, click IDs, behavioral telemetry |
| Refund Support | None | Audit-ready reports for Google and Meta disputes |
| Best fit | Essential for all paid traffic. Use as first line of defense. | Add when monthly ad spend > $10k or affiliate payouts > $5k/mo. |
When to Use Both
The most effective strategy is to keep your existing tools for volume control and add BotRefund for financial reconciliation. Use your current tools to keep your site clean of high-volume, low-sophistication bots. Use BotRefund to audit the "human-like" traffic that makes it through, specifically when you need to justify a refund request to Google or Meta, or when you need to decline an affiliate payout based on evidence of manipulation.
Decision framework: evaluate your fraud maturity and spend level.
- Low spend (< $10k/mo), no affiliate program: Click-level tools alone may suffice. BotRefund ROI is limited.
- Medium spend ($10k–$250k/mo) or active affiliate channel: Add BotRefund. Post-click fraud becomes financially material.
- High spend (> $250k/mo) or complex multi-channel attribution: BotRefund is essential. Pixel poisoning and coordinated fraud require behavioral evidence.
Conditional recommendation: if you pay for clicks and pay commissions, you need both layers.
Limitations & Trade-offs
BotRefund does not replace server-side protections such as a Web Application Firewall (WAF) or CDN-level bot mitigation. Those systems block malicious requests before they reach your application. BotRefund operates in the browser, after the page loads. It cannot stop a bot from hitting your server; it only analyzes the session that results.
Click-level tools remain necessary for high-volume junk traffic. If you receive millions of bot hits per day, a browser-side script alone cannot filter that volume. Server-side filtering reduces infrastructure load and noise.
Situations where click-level tools may suffice: monthly ad spend under $10,000 with no affiliate program, or when fraud is limited to obvious data-center crawlers. In these cases, the cost of post-click analysis may outweigh recoverable losses.
Implementation considerations: the tracking script must be placed in the <head> or early in <body> to capture full session data. Content Security Policy (CSP) headers must allow the script domain and any endpoints it calls. The script collects behavioral signals, device data, and attribution parameters; ensure your privacy policy discloses this processing. GDPR and CCPA compliance requires lawful basis for data collection and user rights fulfillment. BotRefund provides data export and deletion APIs to support these obligations.
BotRefund does not automatically block traffic. It tags conversions for human review. Your team must act on "Hold" and "Reject" tags to stop payouts or file refund claims. The tool provides evidence; it does not enforce policy.
Key Facts About BotRefund Integration
BotRefund is built to be platform-agnostic, meaning it does not require complex API integrations to start providing value. You can begin by simply adding the tracking script to your website. For deeper reconciliation, you can upload your payout CSVs or connect your affiliate platform at your own pace.
The script captures over 100 independent behavioral checks, including mouse movement patterns, click timing, scroll behavior, and window interaction anomalies. These signals feed an AI model that weighs the complete pattern rather than relying on single rules. Accuracy is reported at 99% through corroboration across browser, network, device, and behavior evidence.
Refund reports are formatted for Google Ads and Meta Ads dispute processes. They include video replay of the session, click ID logs, and behavioral anomaly timestamps. This evidence package is designed to meet platform requirements for invalid traffic refunds.
Frequently Asked Questions
Will BotRefund slow down my website?
No, the tracking script is lightweight and designed to monitor sessions without impacting page load performance or user experience.
Do I need to remove my current fraud tool?
No. BotRefund is designed to work alongside existing tools. It provides a different type of visibility—focused on financial recovery and attribution—that most click-level tools do not offer.
How does BotRefund help with Google and Meta refunds?
BotRefund captures video proof and behavioral evidence for invalid clicks. You can export this data to generate audit-ready reports, which you then submit to your ad platform representatives to claim refunds for wasted spend.
Can I use BotRefund for affiliate fraud only?
Yes. While BotRefund is powerful for ad spend recovery, its attribution path analysis is specifically designed to detect affiliate fraud like cookie stuffing and last-click hijacking.
What if I have a Content Security Policy?
You will need to add the BotRefund script domain to your CSP script-src directive and allow the data endpoint in connect-src. The script loads asynchronously and does not require inline scripts.
How long until I see results?
Data collection starts immediately after script installation. Meaningful audit reports typically require one to two weeks of traffic, depending on volume.
Further reading and comparison sources
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