ScroogeFrog AI helps advertisers find out where their ad budget is going to waste. It audits website traffic and Google Ads campaigns to uncover suspicious clicks, bot activity, and underperforming spend, then turns complex data into clear recommendations on what to fix. For agencies and larger advertisers, it also offers custom AI fraud detection models trained on their own traffic data. Less guesswork, more control over every advertising dollar.
Hey Product Hunt! 👋 I'm Kostia, founder of ScroogeFrog. 🐸
We've spent over 15 years in digital advertising, and there's one problem we keep running into: advertisers paying for clicks that look legitimate but never turn into real customers.
Traditional fraud filters don't always catch these. So we built ScroogeFrog AI Antifraud.
Instead of relying only on generic bot rules and blacklists, we train custom AI models using your trusted traffic sources - the ones that actually bring conversions and quality leads. This helps us identify suspicious traffic based on what real customers look like for your business.
We originally built it for our own advertising clients, and now we're opening it up to more advertisers.
We're still actively testing and improving the models, and we'd love feedback from anyone running paid campaigns.
🎁 PH launch offer: 75% off your first year with code LAUNCH75.
One question for the community: Have you ever suspected you were paying for fake clicks but couldn't prove it?
showing client conversion samples to train the model sounds like a smart approach
Fraud is everywhere now. I’m glad you’ve created such a great tool to help combat it👍
gonna drop this tracking snippet on our staging site today and compare with our GA4 stats
Congrats for the launch! I just curious about does the fraud detection work for meta ads / tiktok ads or strictly google ads for now? ‘Cause Google isn’t the only place I’m active, IG and TikTok also take up a big chunk of my time too.
Does this work alongside existing google analytics 4 setups without double tracking?
@kostfast what happens of the AI recommends cutting something that’s important for monitoring ?
I've been waiting for a proper click fraud tool that doesnt break the bank, tysm guys🙏
This is interesting - but some people use bots as their coworker these days so if it finds the ad and suggest it to people that will be useful right - how do your tool distinguish random spam bot vs the one people use as assistant
training on the sources that actually convert instead of generic bot lists makes sense, a click that looks clean but never signs up is still wasted budget
how many conversoins does an account need before the model is reliable??? small B2B accounts with 20 or 30 trials a month don't give it much to learn from
About ScroogeFrog AI on Product Hunt
“AI ad fraud detection that protects your marketing budget ”
ScroogeFrog AI launched on Product Hunt on November 11th, 2026 and earned 165 upvotes and 26 comments, earning #1 Product of the Day. ScroogeFrog AI helps advertisers find out where their ad budget is going to waste. It audits website traffic and Google Ads campaigns to uncover suspicious clicks, bot activity, and underperforming spend, then turns complex data into clear recommendations on what to fix. For agencies and larger advertisers, it also offers custom AI fraud detection models trained on their own traffic data. Less guesswork, more control over every advertising dollar.
ScroogeFrog AI was featured in Marketing (470.7k followers), Advertising (29.9k followers) and Artificial Intelligence (483.4k followers) on Product Hunt. Together, these topics include over 230.2k products, making this a competitive space to launch in.
Who hunted ScroogeFrog AI ?
ScroogeFrog AI was hunted by Deepak 🏆. 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.
Want to see how ScroogeFrog AI stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.
Deepak 🏆