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ScroogeFrog AI Antifraud
The first Antifraud with separate AI model for each customer
ScroogeFrog AI Antifraud isn't just a filter - it's a learnable system that trains a custom AI model specifically for your product. We use your trusted publishers that bring real conversions to define what clean traffic looks like. The AI learns the unique behavioral patterns of your real customers versus bots. It works with any traffic model and gets smarter over time. The result? Surgical precision that protects ROI without blocking real users.
Hi Product Hunt Community👋 My name is Kostia, I'm the founder of ScroogeFrog.🐸
I have a background in STEM and over 20 years of experience in the industry. This academic foundation serves as the basis for managing complex technical systems in AI and AdTech. It allows me to look at advertising not just as "marketing," but as a high-load engineering challenge.
Problem 👀
At ScroogeFrog, we provide high-trust agency ad accounts to teams worldwide. Managing this ecosystem gave us a "God mode" view of the market. We saw that even top-tier media buyers were losing ROI because standard antifraud tools were failing.
Why? Because most solutions are built by marketers, not engineers. They rely on simple blacklists that miss sophisticated, human-mimicking bots. Our clients were buying traffic that looked "normal" to these filters but was toxic for the ad platforms, ruining their account health scores.
Solution ✌️
We approached this problem with an engineering mindset. We needed a system that learns, not just reacts.
ScroogeFrog AI Antifraud trains a Custom Machine Learning Model based on the "Gold Standard" of real performance. Instead of guessing, we train our AI exclusively on your Trusted Publishers - sources that generate confirmed conversions and quality leads. This creates a clean baseline unique to your project, allowing the system to filter out anything that doesn't behave like a real customer.
Result❇️
Originally built as an internal shield for the customers of our agency, this tool proved to be the only way to keep advertising healthy at scale. Now, we are opening it to the public.
ScroogeFrog AI Antifraud gives you an unfair advantage:
Turn your Sales Data into a Weapon: Don't just track conversions - use them to train your defense. The AI learns from your money to find more people who pay.
Immunize your Ad Accounts: We filter out the "toxic" behavioral patterns on major platforms, keeping your health score green.
Unlock New Traffic Sources: Safely buy traffic from high-risk/high-volume sources (like Native & In-App) where your competitors are afraid to tread.
Team 🤝
We are a diverse team, from sales managers to developers, united by one simple obsession: Making the ad market transparent. We believe businesses should pay for real customers, not for bot farms. Our goal is to provide the safety infrastructure that allows you to grow without limits.
💚Use code LAUNCH75 to get 75% OFF for the entire first year (valid for both monthly and annual plans).
Thank you for your support! Let us know what you think in the comments 👇
About ScroogeFrog AI Antifraud on Product Hunt
“The first Antifraud with separate AI model for each customer”
ScroogeFrog AI Antifraud was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #152 on the daily leaderboard. ScroogeFrog AI Antifraud isn't just a filter - it's a learnable system that trains a custom AI model specifically for your product. We use your trusted publishers that bring real conversions to define what clean traffic looks like. The AI learns the unique behavioral patterns of your real customers versus bots. It works with any traffic model and gets smarter over time. The result? Surgical precision that protects ROI without blocking real users.
On the analytics side, ScroogeFrog AI Antifraud competes within Artificial Intelligence, Bots and Affiliate marketing — topics that collectively have 588.3k followers on Product Hunt. The dashboard above tracks how ScroogeFrog AI Antifraud performed against the three products that launched closest to it on the same day.
Who hunted ScroogeFrog AI Antifraud?
ScroogeFrog AI Antifraud was hunted by Yaroslav Chuykov. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of ScroogeFrog AI Antifraud including community comment highlights and product details, visit the product overview.
Yaroslav Chuykov
Hi Product Hunt Community👋
My name is Kostia, I'm the founder of ScroogeFrog.🐸
I have a background in STEM and over 20 years of experience in the industry. This academic foundation serves as the basis for managing complex technical systems in AI and AdTech. It allows me to look at advertising not just as "marketing," but as a high-load engineering challenge.
Problem 👀
At ScroogeFrog, we provide high-trust agency ad accounts to teams worldwide. Managing this ecosystem gave us a "God mode" view of the market. We saw that even top-tier media buyers were losing ROI because standard antifraud tools were failing.
Why? Because most solutions are built by marketers, not engineers. They rely on simple blacklists that miss sophisticated, human-mimicking bots. Our clients were buying traffic that looked "normal" to these filters but was toxic for the ad platforms, ruining their account health scores.
Solution ✌️
We approached this problem with an engineering mindset. We needed a system that learns, not just reacts.
ScroogeFrog AI Antifraud trains a Custom Machine Learning Model based on the "Gold Standard" of real performance. Instead of guessing, we train our AI exclusively on your Trusted Publishers - sources that generate confirmed conversions and quality leads. This creates a clean baseline unique to your project, allowing the system to filter out anything that doesn't behave like a real customer.
Result❇️
Originally built as an internal shield for the customers of our agency, this tool proved to be the only way to keep advertising healthy at scale. Now, we are opening it to the public.
ScroogeFrog AI Antifraud gives you an unfair advantage:
Turn your Sales Data into a Weapon: Don't just track conversions - use them to train your defense. The AI learns from your money to find more people who pay.
Immunize your Ad Accounts: We filter out the "toxic" behavioral patterns on major platforms, keeping your health score green.
Unlock New Traffic Sources: Safely buy traffic from high-risk/high-volume sources (like Native & In-App) where your competitors are afraid to tread.
Team 🤝
We are a diverse team, from sales managers to developers, united by one simple obsession: Making the ad market transparent. We believe businesses should pay for real customers, not for bot farms. Our goal is to provide the safety infrastructure that allows you to grow without limits.
💚Use code LAUNCH75 to get 75% OFF for the entire first year (valid for both monthly and annual plans).
Thank you for your support! Let us know what you think in the comments 👇