How Variance Detects Fraud at Scale

TL;DR

Variance detects fraud at scale by using purpose-built AI agents to review identity, account behavior, fundraiser details, and compliance rules before activity is approved. On GoFundMe, its software reviews every fundraiser request and checks risks such as false crisis claims, sanctioned-country payments, and other compliance issues. The company is emerging from 3 years in stealth with a $21 million Series A; read on to see how its automated investigations work.

Transcript

So, I'm particularly excited to do this Founder Fireside because we have a first for the Founder Fireside series. We are doing a big announcement on this podcast. We are announcing that Variance is coming out of Stealth and announcing their $21 million series A. And I'm really excited to be here with Karine, the co-founder of Variance. Thank you so... Read More

Key Insights

• Variance is an AI platform that automates risk and compliance tasks, including content, fraud, and identity reviews.
• The company operates in stealth due to the sensitive nature of its work, protecting clients' data and strategies.
• Variance's AI agents help platforms like GoFundMe by identifying fraudulent fundraisers and ensuring compliance.
• The platform processes unstructured data from various sources, enabling comprehensive fraud detection.
• Variance's AI agents can automate complex tasks previously handled by human analysts, increasing efficiency.
• The company has a lean team of 12, with five engineers managing vast data and decision-making processes.
• Variance's founders, experienced in fraud engineering, started the company to address industry inefficiencies.
• The platform's AI agents have prevented potential harm by detecting misinformation and threats at scale.

Questions & Answers

Q: How does Variance detect fraud at scale?

Variance uses purpose-built AI agents to automate content, fraud, and identity reviews. The agents combine available context, such as identity information, account history, images, biographies, and platform rules, to decide whether activity should be allowed.

Q: How does Variance review GoFundMe fundraisers?

Variance investigates fundraiser requests before they are allowed to go live. Its AI agents verify that money is going to the claimed recipient and check whether it could be funneled to sanctioned countries or create another compliance risk.

Q: What information does Variance use to identify a fraudulent fundraiser?

Variance can examine identity information, an account's past activity, and fundraiser-level details such as its image and biography. It then applies GoFundMe's terms of service to determine whether the fundraiser should be permitted.

Q: Why are crisis-related fundraisers difficult to review?

Large events and natural disasters can trigger spikes in new fundraisers, making it difficult for a review team to determine which ones are genuine. Fraudsters may falsely claim a relationship to affected people or events to attract donations.

Q: What work do Variance's AI agents replace?

Human analysts previously performed the fundraiser-review work described in the discussion. Variance says its AI agents can fully automate that work and make the decisions more consistent.

Q: What risk and compliance tasks does Variance automate?

Variance automates content reviews, fraud reviews, and identity reviews at scale. Its customers include marketplaces, Fortune 500 companies, GoFundMe, and a Fortune 50 company using it for seller and complex UBO verification.

Q: Why did Variance operate in stealth?

Variance handles sensitive data and sensitive problems, and disclosing customer use cases could create more fraud or abuse. Some customers also treat the platform as a secret weapon in an ongoing contest with bad actors.

Q: What did Variance announce in the Founder Fireside discussion?

Variance announced that it was emerging after building in stealth for 3 years. The company also announced a $21 million Series A while describing how its AI agents support risk and compliance operations.

Summary & Key Takeaways

• Variance specializes in automating risk and compliance tasks using AI agents to handle content, fraud, and identity reviews at scale. It works with major companies, including GoFundMe, to detect fraudulent activities and ensure compliance with regulations. By processing unstructured data from various sources, Variance's AI agents can efficiently identify complex fraud patterns and misinformation, often preventing potential harm.

• Operating in stealth, Variance maintains client confidentiality due to the sensitive nature of its work. Its AI-driven approach replaces traditional human analysis, offering faster and more consistent decision-making. The company's founders, with backgrounds in fraud engineering, aim to solve industry inefficiencies by leveraging advanced AI technologies.

• With a small team of 12, Variance manages vast amounts of data and complex decision-making processes. The platform's AI agents are capable of automating tasks that were previously handled manually, significantly increasing efficiency and accuracy. Variance's impact extends to preventing physical harm by detecting misinformation and threats, showcasing its potential in enhancing safety and compliance.