Case study · Affiliate platform · 2025
PartnerPath
Affiliate network goes AI-native, partner-first.
A platform serving 1000+ affiliates embedded AI across partner ops, fraud detection, and support — partner KYC turnaround dropped 5x without weakening risk controls.
At a glance
- 150Headcount
- 4 weeksEngagement
- 10Pioneers
- 1000+Partners
- 5×KYC speed
The brief
AI inside the partner ops loop, without giving up risk discipline.

Cohort
- C-level (CEO, COO)2
- Heads of Department4
- AI pioneers10
Drawn from Partner Ops, Risk, Tech, and Marketing — the four functions where partner experience and platform integrity meet daily.
What the pioneers shipped
Five partner-facing workflows rebuilt.
Partner onboarding KYC
Agent ingests company docs, drafts risk score, flags discrepancies for review.
Fraud-traffic pattern detection
Surfaces anomalous traffic shapes per partner, drafts the analyst note for action.
Partner support copilot
Tier-1 partner questions answered with audit trail; complex issues escalated with full context.
Commission reconciliation
Cross-checks attributed conversions against operator postbacks. Discrepancies flagged before payout.
Creative compliance scanner
Reviews partner landing pages and creatives against ad rules per jurisdiction.
“Five-times faster KYC, same risk veto on every payout.”
Approach
Four weeks. Risk-first. Partner-aware.
Discover
Mapped partner journey, payout flow, and risk controls. Risk team and Partner Ops co-defined what AI could draft vs. decide.
Build
Pioneers built first cuts. Risk reviewed every prompt, tool call, and data flow — partner-facing comms gated by tone review.
Validate
Three demos with Heads of Risk, Partner Ops, Tech. Anything that risked a partner relationship was redesigned.
Compound
Skills shipped to internal marketplace. Partner-managers across markets install and tune.
Impact · Year one
Outcomes leadership signed off on.
Annual savings
€1.1M
Across the engagement's first twelve months.
FTE optimized
9
Full-time equivalents freed for higher-leverage work.
Business satisfaction
9.1 / 10
Post-engagement leadership review.
Why it didn't go off the rails
Risk veto. Transparent reasoning. No silent payouts.
Human review on payout decisions
Agents draft commission reports, flag anomalies. Payouts always signed by a finance human.
Transparent reasoning to partners
When an agent flags a partner, the reasoning is visible to the partner-manager — and to the partner if escalated.
Jurisdiction-aware rule sets
Compliance scanners run per-market. Same creative passes UK and fails MGA without surprise.
Audit logs per partner
Every agent run logged against the partner record — same shape regulator and partner inspections expect.
Where to start
Book an org assessment.
Ninety minutes, no slides.
We'll spend an hour with your leadership team mapping where AI creates the most leverage in your operation — and what an overlay would look like in practice.








