Legitimately improved our fraud outcomes in weeks
We brought in Canonical Labs after struggling with rising disputes and unclear fraud signals. Within a few weeks, they helped us rethink how we were using Stripe Radar and added a layer of intelligence we simply didn’t have before.
What stood out most was how practical everything was. No theoretical models or overengineered dashboards—just clear actions that directly impacted approval rates and dispute outcomes. The team clearly understands how fraud actually shows up in production systems.
We saw a meaningful lift in dispute win rates and better visibility into risky transactions without hurting good customer approvals.
If you’re running payments at any scale and dealing with fraud or chargebacks, this is one of the few teams that actually knows what they’re doing.







