Security teams can now see exactly what would be blocked before they turn enforcement on

• Detection and enforcement inside the application runtime, where AI-powered bots reveal themselves through behavior
• Blocking decisions validated against live production traffic before enforcement is turned on
• Bot policies as code, deployed through CI/CD and rolled back in seconds

Impart Security, a unified runtime protection platform, today announced Programmable Bot Protection, a runtime approach to bot defense that brings detection and enforcement together inside the application. Impart makes enforcement operational by letting teams see exactly what would be blocked before turning it on.

Traditional bot protection split detection and enforcement across two tools that were never designed to work together. Web Application Firewalls (WAFs) attempted bot detection at the edge but lacked behavioral intelligence. Dedicated bot vendors improved detection with browser fingerprinting but relied on the WAF for enforcement, leaving teams stuck in monitor mode even with better signals.

Meanwhile, AI-powered bots have rendered both approaches inadequate. They use real browsers, maintain legitimate-looking sessions, and are indistinguishable from real users in production traffic. The result is a multi-billion-dollar industry that can detect suspicious behavior but cannot safely enforce against it.

"Most companies pay for bot protection they never fully turn on. That's not a technology problem, it's a trust problem. We solved it by letting teams see exactly what would happen before anything is enforced. When you can prove a block is safe using your own production data, enforcement stops being scary and starts being operational," said Jonathan DiVincenzo, CEO and Co-Founder of Impart.

Programmable Bot Protection runs inline, inside the live request path, evaluating behavior rather than relying on headers, IP reputation, or device fingerprints. By correlating activity across sessions, identities, and time, Impart detects all 21 OWASP automated threat categories, including credential stuffing, carding, inventory denial, and account-creation abuse, that evade perimeter-based controls.

Impart runs inside the application without adding latency or requiring agents. The platform closes the enforcement gap through three capabilities:

• Runtime behavioral detection that evaluates intent inside the application, not at the edge, identifying patterns AI-powered bots cannot fake because they exist at the application layer
• Shadow mode validation to observe exactly what would be blocked using real production traffic, then enforce inline with a complete audit trail for every decision
• Programmable policies as code, version-controlled in Git, deployed through CI/CD, and rolled back in seconds, giving teams full ownership of enforcement logic without vendor tickets or black-box decisions

Before a single request is enforced, teams run Programmable Bot Protection in shadow mode against live production traffic. Nothing is touched, but everything that would be blocked is logged with full context. Teams validate accuracy against their own data, their own edge cases, and their own peak traffic patterns. When they turn enforcement on, it is a decision backed by evidence from their own production environment. Today, 95% of Impart customers actively block threats in production, a sharp contrast to an industry where most teams never move past monitor mode.

"It's the AI agents that are trying to look like real users that matter. We needed to know our enforcement could tell the difference before we turned it on." -- Security Leader, Impart Customer

"The bot protection market accepted that enforcement in production was too risky. Impart proved it doesn't have to be," said Karan Mehandru, Managing Director at Madrona. "As AI-driven attacks accelerate, the teams that can safely enforce will separate from the teams that are still watching dashboards."

Programmable Bot Protection is available today as part of the Impart runtime application protection platform. To see it in action, request a demo.

About Impart Security

Impart is a unified runtime protection platform that helps security teams stop AI, API, and web application attacks safely in production. Built for modern cloud environments, Impart brings detection and enforcement together inside the application runtime, so teams can see exactly what they'd block before they block it. Learn more at impart.ai.

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