ScroogeFrog AI

ScroogeFrog AI is an ad fraud and traffic-quality audit platform from Scrooge Frog OU, registered at Ilmatsalu tn 36-24, Tartu 50408, Estonia. It runs three product lines side by side.

Traffic Audit detects bots, fake clicks and other invalid traffic on any traffic source, including impressions and leads, not only clicks. Google Ads Audit shows which campaigns are consuming the budget. Both feed AI recommendations that name what to pause or optimise. The differentiator is not a generic rule set or IP blacklist but a custom model trained on the customer's own trusted conversion traffic; the site states the models are a Long Short-Term Memory network plus gradient boosting.

The second product is Google Ads refunds. The customer connects a Google Ads account, selects the campaigns to audit, and lets the system collect click data for one to three weeks. The dashboard then exports a structured, Google-ready evidence file (CSV) in one click, and the customer sends it to Google Ads Support with ScroogeFrog copied so the team stays on the thread until the claim is resolved. The refund page shows a verified $3,900 refund example, and its savings calculator estimates invalid traffic from a 14% invalid click rate, which it attributes to University of Baltimore research. All generated audit files are archived in the dashboard and copied to the registered email.

The third product is the Dataset Processor: customers upload 1M+ rows of raw ad data (impressions, clicks, conversions), the team runs a free pilot under an NDA-first process, marks and aligns columns to its model standards, trains a model on that specific data, and delivers a report with fraud percentages grouped by dimension. Payment comes only after results are accepted.

Plans: Test at $10 per month or $60 per year (1 site, 20,000 traffic-audit clicks, 1 custom model per month, no Google Ads account); Lite $99 per month or $599 per year (3 sites, 1 Google account, refund letters, 30,000 Google Ads audit clicks, 200,000 traffic-audit clicks, 10 custom models); Medium $249 per month or $1,499 per year (10 sites, 5 Google accounts, 300,000 and 2,000,000 clicks, 100 models, MCC connection); Pro $499 per month or $2,999 per year (100 sites, 100 Google accounts, 3,000,000 and 20,000,000 clicks, 1,000 models, dedicated account manager); and a Custom tier with unlimited sites, accounts and models. Every plan includes a 14-day trial, payments run through Stripe, nothing is charged if the subscription is cancelled during the trial, and annual pricing is listed at 50% off. There is no free tier, the product is closed source and cannot be self-hosted, and the refund figures above are the vendor's own case study rather than an independent audit.