Fraudsters work around the clock, and so should your risk controls.
Fraud prevention built for Stripe, customizable to your needs — powered by our SDK for Stripe Elements.
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Experience real-time fraud detection in action. Complete the checkout to see how transactions are monitored and blocked.
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OUR USERS
Who we work with
Our users are merchants processing on Stripe who are ready to transform their risk operations. If you're experiencing real fraud challenges and want to improve your risk posture, we're here to help.
HIGH-VOLUME BUSINESSES
Scale Risk Operations
For companies processing $1M+ monthly volume, we help you automate fraud detection, reduce manual reviews by 80%, and scale risk operations without proportional headcount growth.
RISK & COMPLIANCE TEAMS
From Alert Fatigue to Action
We work with CROs, fraud managers, and risk analysts to prioritize real threats, reduce false positives, and make faster, more confident decisions with AI-powered insights.
PAYMENT OPERATIONS
Optimize for Growth
For teams handling disputes, chargebacks, and fraud patterns, we help you reduce losses while improving customer experience and maintaining compliance standards.
MEET THE TEAM
Founded by an all-star team.
Misha and Tahin met at Stripe, where they worked on high-scale risk and fraud systems — blending machine learning with distributed systems to protect billions in payments. Across roles at Stripe, Mercury, and Interac, they've spent over a decade building risk systems that turns real-world signals into actionable insight.
With deep experience across AI, engineering, and data science, they started Canonical Labs to solve a hard but common problem: how to catch fraud faster, scale ops without adding headcount, and bring clarity to messy signals. Their work helps financial institutions reduce losses, improve decision systems, and build automation.
Canonical partners with high-growth teams to tackle the problems that traditional vendors ignore — from reducing alert fatigue to unblocking approvals, accelerating market expansion, and bringing AI into production risk workflows.




JOIN OUR TEAM
Help us build the defense against fraud.
Canonical's mission is to make fraud detection practical for every company processing payments on the internet. Join our mission to build the next generation of fraud detection tools for Agentic Commerce.
How we think and work
We build like engineers, think like risk teams, and move like founders. Here's how we work.
Users first
Users first. Canonical second. Team third.
We are ex-Stripes. This is drilled into us.
Ship like it matters
Shipping is the feedback loop that makes us build, deploy, and iterate faster.
Build for the problem, not the solution
We don't guess. We sit with users, read their logs, and watch what breaks.
Every insight starts with proximity to pain.
Precision over polish
We care about clarity and correctness before gloss.
Smart beats shiny. Usable beats ornamental.
Use AI like a power tool, not a crutch
AI accelerates our judgment. It doesn't replace it.
Understand first, build second, automate third.
Small team, big surface area
We do more with less because we trust each other to own things fully.
No handoffs, no tickets for things that can be a Slack DM.
Say the quiet part out loud
Honesty > Harmony.
Assume good intentions, but say the quiet part out loud.
Don't tax momentum with process
If we're debating templates instead of shipping code, something's broken.
We rather be stressed than bored
Challenge is a feature, not a bug.
Humble in judgment, ruthless in standards.
We care more about getting it right than being right.
Open roles
Don't see a perfect fit? We love thoughtful cold emails. Tell us about your superpower at careers@gocanonical.com.