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Click fraud detection 2026 Rank: #61

Ghostwall ✓

Detect click fraud and recover ad spend.

Source rating 5.0 (3) 1.2k views 96 saves 1 comments Free Trial
Ad Fraud Detection Click Fraud Protection Ad Spend Recovery
More categories (4)
Click Fraud Detection Bot Detection Suspicious Activity Tracking Click fraud detection
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Trial; then from $20/mo

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Verdict

A quick read before you dig into the full page.

Best if
Detect click fraud and recover ad spend
Skip if
Lacks autonomous learning capability
Pick this when
Specialized Ad Fraud Detection

Considering ClicKarma instead? Compare side by side

Overview

Ghostwall is an AI tool designed to protect your ad budget from fraudulent activities such as click fraud. It operates across various platforms including Google Ads, Meta (formerly Facebook), Microsoft, LinkedIn, and TikTok.

The detection process needs two phases: identifying and blocking. The tool monitors visitor behavior and identifies patterns that deviate from those of genuine human users, this is essential in detecting bot traffic.

Aside from monitoring and detecting suspicious activities with a level of accuracy, Ghostwall is implemented to shadow-ban these suspicious activities to maintain the integrity of your pixel data.

Another integral part of Ghostwall's functionality is the recovery phase. For every blocked bot event, the tool logs it with the necessary forensic evidence.

This evidence plays a key role when claiming refunds from the respective ad platforms for the fraudulent clicks your ads received. Ghostwall offers two pricing plans; the 'Blocker' and 'Recovery'.

The 'Blocker' focuses on bot detection and blocking on your website while 'Recovery' offers an additional feature of providing the necessary forensic evidence tools for claiming ad platform refund claims.

The operation of Ghostwall does not require complex technical knowledge and the tool can be easily set up on ghostwall.co.

Ghostwall website

Access & connections

Where you can use Ghostwall, and what it plugs into.

Platforms

Web

Integrations

LinkedIn

Capabilities

What this tool accepts, produces, and is strongest at.

Input

  • Sensor data

Output

  • Text

Supported features

  • Cybersecurity
  • Integrations
  • Automation

Pros & cons

Pros

  • Specialized Ad Fraud Detection
  • Click Fraud Protection
  • Universal platform coverage
  • High detection accuracy
  • Helps claim refunds
  • Protects pixel data
  • Detailed forensic evidence
  • Shadow banning feature
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  • Two service levels
  • Structured process
  • User behavior monitoring
  • Effortless setup
  • Traffic pattern analysis
  • Detects deviant patterns
  • Bot traffic blocking
  • Visitor pattern deviation detection

Cons

  • No API access
  • Cannot self-host
  • No multi-user support
  • Limited platform compatibility
  • No real-time fraud alert
  • No custom analysis reports
  • Lacks autonomous learning capability
  • No free trial
Show 2 more
  • No tiered pricing options
  • Lacks community support

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Releases 1

Initial release March 15, 2026 Current
Initial release of Ghostwall.

Imported reviews 1

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Studio Miyo Mar 15, 2026 v@ initial release

Helps a lot!

FAQ 12

What is Ghostwall?
Ghostwall is a specialized digital tool for Ad Fraud Detection and Click Fraud Protection. It's designed to safeguard advertising budgets from potential threats such as click fraud and bot traffic. Ghostwall operates using a phased approach of 'Detect, Block, and Recover' to ensure effective prevention and recovery from ad fraud.
What platforms does Ghostwall cover for ad fraud detection?
Ghostwall provides effective fraud protection for a wide array of platforms including Google Ads, Meta (formerly Facebook), Microsoft Ads, LinkedIn Ads, and TikTok Ads.
How does Ghostwall's detection phase work?
In the detection phase of Ghostwall, its sensor observes visitor behavior and identifies patterns that don't match real human activities. It systematically detects anomalous patterns and possibly fraudulent behavior.
How does Ghostwall protect my pixel data?
Ghostwall protects pixel data by implementing a 'shadow-ban' on suspicious activities detected during its operation. This effectively prevents any fraudulent clicks from contaminating and skewing the accuracy of your traffic data.
What does Ghostwall do in the 'Recover' phase?
In the 'Recover' phase of Ghostwall, every blocked event is meticulously logged with forensic evidence. This evidence can then be used to make refund claims from the respective ad platform, helping to recoup part of your ad spend.
What are the two primary service levels offered by Ghostwall?
Ghostwall offers two primary service levels: 'Blocker' and 'Recovery'. The 'Blocker' service provides bot detection and blocking for websites, and the 'Recovery' service extends beyond that to include forensic evidence tools for filing ad platform refund claims.
What is included in Ghostwall's 'Blocker' service?
Ghostwall's 'Blocker' service includes systematic bot detection and blocking for websites, effective in maintaining the integrity of your site's traffic data.
What additional features does Ghostwall's 'Recovery' service offer?
The 'Recovery' service offered by Ghostwall provides everything that is included in the 'Blocker' service, and also adds powerful forensic evidence tools. These tools can be used for filing refund claims with ad platforms if fraudulent activity has been detected and verified.
How much does Ghostwall's 'Blocker' service cost per site per month?
Ghostwall's 'Blocker' service is priced at $20 per site per month.
How much is the 'Recovery' service of Ghostwall per site per month?
The 'Recovery' service offered by Ghostwall is priced at $30 per site per month.
How does Ghostwall identify patterns that don't match real humans?
Ghostwall identifies patterns that don't match real humans through a careful examination of visitor behavior by its sensor. This can include high rates of click-through, unusually quick page navigation, or patterns of navigation that simply don't mimic normal human browsing.
How does Ghostwall help me with ad platform refund claims?
Ghostwall assists users in claiming ad platform refunds by collecting and providing forensic evidence of fraudulent activity. This data can then be leveraged to make refund claims from the ad platform.
Ghostwall Trial; then from $20/mo
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