pptogo.com
From 6 Hours of Manual Review to 8-Minute AI Decisions
PPToGo is an AI-agent-first creator commerce platform—creators and AI agents promote Shopify/SaaS products through tracking links and earn commissions on conversions. As the platform scaled, the cost of manually reviewing creator applications, monitoring campaign compliance, and handling affiliate disputes became a growth bottleneck.
6h→8min
Creator Review Time
Average response time down 97%
90%
Auto-Filter Rate
Invalid applications blocked by AI employees
3×
Operations Team Output
Human review focused on edge cases
THE CHALLENGE
The Challenge
Creator applications to the PPToGo platform kept climbing—hundreds a week needing manual review, spanning credential verification, content-style assessment, and follower authenticity checks. At the same time, detecting fraud farmers and resolving disputes within affiliate campaigns relied entirely on people: slow to respond and inconsistent in judgment. The faster the platform grew, the heavier the operational load became—a vicious cycle.
THE SOLUTION
How the AI Employees Step In
PPToGo integrated RixyAgent and deployed three dedicated AI employees: a "Reviewer" to pre-screen creator applications, an "Inspector" to monitor campaign compliance in real time, and an "Arbitrator" to handle the first response on affiliate disputes. The AI employees apply a single, consistent rule set, while the human team handles only the high-complexity cases the AI flags. Overall operating costs dropped by more than 70%, and processing capacity is no longer capped by team size.
USE CASES
Three AI Employee Workflows
Creator Onboarding Review
Creator Onboarding Review
The AI employee automatically pulls each applicant's platform data (follower count, engagement rate, content category, prior violation history) and compares it against admission criteria across multiple dimensions. Approved applicants receive an invite code automatically; suspected fakes or data anomalies are routed to a human review queue with a summary of the reasons, helping reviewers decide quickly.
Before
6 hours on average
After
8 minutes on average
Campaign Compliance Monitoring
Campaign Compliance Monitoring
The AI employee continuously scans click patterns across every active tracking link, spotting fraud signals such as abnormal traffic concentration, high conversion volume from a single IP, and traffic from non-target regions. On detecting suspected click farming, it immediately pauses that creator's billing and alerts operations, protecting merchants from losses.
Before
After-the-fact manual investigation
After
Real-time automated alerts
Affiliate Dispute Triage
Affiliate Dispute Triage
When a creator or merchant files a dispute, the AI employee automatically gathers the relevant evidence chain—order flow, attribution records, cookie timing—and generates a structured dispute summary with a preliminary recommendation. Simple cases get a direct conclusion; complex ones are flagged with the key points of contention for human arbitration, dramatically shortening resolution time.
Before
3 days to resolve on average
After
80% closed same day
“
For the first time, RixyAgent let us double the platform's scale without scaling the operations team in lockstep. The AI employees handle all the repetitive review work, and our team only does the work that truly needs human judgment.
— PPToGo Team
Creator Commerce Platform · pptogo.com
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