The big picture: Generative AI is increasingly breaking traditional behavioral analytics used for fraud detection by mimicking normal user behavior. Spur Intelligence, a Lake Mary, Florida-based IP intelligence company, just raised $200 million from Insight Partners to counter this by focusing on the true origin of internet traffic rather than just its behavior.
Why it matters:
- AI’s impact: Generative AI can now convincingly fake user behavior, rendering traditional behavioral analytics less effective for fraud detection.
- Prevalence of obfuscation: Spur’s 2026 IP Intelligence Study found 94% of organizations encountered anonymizing VPNs or residential proxies during security incidents.
- Growing demand: Nearly half of organizations plan to buy or upgrade a commercial IP intelligence tool within 12 months, reflecting urgent market need.
How it works:
- Origin over behavior: Spur identifies when network connections are deliberately obscured, converting this signal into actionable context for security and fraud teams.
- Real-time intelligence: The company delivers this intelligence through APIs, data feeds, and session enrichment, enabling real-time decision-making.
- Targeted detection: For example, a bank’s fraud team can flag a behaviorally normal login if it’s routed through a residential proxy network linked to known credential-stuffing campaigns.
The catch: Spur Intelligence competes with larger threat intelligence players like Palo Alto Networks and Recorded Future, as well as direct rivals such as GreyNoise and MaxMind. While Spur differentiates by prioritizing network-origin attribution, the long-term challenge remains whether attackers will eventually find ways to make their traffic completely unidentifiable, circumventing even advanced IP intelligence.
Key Facts
- Company: Spur Intelligence
- Amount: $200 million
- Investor: Insight Partners (lead)
- Founders: Riley Kilmer, Ethan Smith
- Sector: IP Intelligence
- Headquarters: Lake Mary, Florida
