The company is building a cross surface autonomous remediation and orchestration platform that takes a fundamentally different architectural approach from the alert and ticketing model that dominates the category. Where incumbents in vulnerability and exposure management rely on surfacing findings into a queue and handing them off to a ticketing system for a human to triage, assign, and fix, an approach that works reasonably well when the volume of findings is small but breaks down structurally as the number of disconnected detection tools and the exposures they generate multiplies, this platform deploys autonomous software agents directly onto the remediation problem itself.

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The agents investigate each candidate exposure by actively probing the target, cluster findings that share a root cause to eliminate redundant alerts, and manage the fix end to end, inferring the responsible owner, drafting the outreach needed to engage them, and verifying and closing the exposure once it has been genuinely remediated.

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The result is automated resolution for the substantial majority of the work that security teams traditionally perform manually after a finding is generated, and more importantly, closed loop verification that an exposure is actually fixed rather than a ticket that was simply marked resolved.