From Guesswork to Certainty: Aptori's AI Triage Delivers Deterministic, Actionable Security Findings and Eliminates False Positives
New product validates vulnerabilities the way a developer would, cutting alert queues from hundreds of thousands to the handful that actually matter.
SAN FRANCISCO, Sept. 23, 2025 /PRNewswire/ -- Aptori today announced the launch of AI Triage, an AI agent designed to help enterprises eliminate the noise in vulnerability findings and focus only on exploitable flaws. AI Triage approaches flagged issues the way a human developer would: stepping through code, tracing control and data flows, and validating whether a vulnerability is real. The result is a shift from scoring to validation, giving enterprises the determinism they need to build secure AI-driven software at scale.
Why agentic AI in the triage process matters
Traditional approaches to triage rely on heuristic risk scoring. Tools match code against known patterns, flagging anything that looks suspicious. For example, a static analyzer might see a string resembling an SQL query and raise an alert. However, it has no awareness of whether the data was sanitized earlier, whether the variable ever reaches the query in an unsafe way, or whether an exploit path actually exists. The result is often hundreds of thousands of alerts, most of them false positives, that leave security teams overwhelmed and developers disengaged.
AI Triage replaces this guesswork with validation. It takes each flagged issue and reasons through it step by step, following the logic like a developer would. Instead of surfacing endless "maybes," it delivers a concise, prioritized list of confirmed vulnerabilities.
"Large enterprises embracing AI-generating coding toolchains are being swamped in noisy and slow security testing results from legacy approaches that are disconnected from how developers actually build software," said Sumeet Singh, founder and CEO of Aptori. "We're changing that. We've built an AI agent that provides deterministic analysis and semantic detection delivered right inside coding workflows. Aptori is bringing AI-first tooling for a new era of security issues.
"Legacy tools flood teams with findings, many of them false positives," continued Singh. "The result is paralysis: real issues remain hidden beneath an avalanche of alerts. When the attack surface is shifting as fast as AI now enables, time wasted on noise is a luxury no organization can afford."
Aptori AI Triage is already in use at several Fortune 50 regulated enterprises.
Enterprise impact
For enterprises, the shift is profound. AI Triage transforms vulnerability management from a numbers game into a deterministic process. Security teams save weeks of manual review. Developers stop wasting time on false positives. Alert queues that once contained 100,000 items can shrink to the handful that truly matter. And because AI Triage produces explainable evidence – such as call chains, parameter lineage and environmental assumptions – teams gain confidence in every finding.
The outcome is faster remediation, improved collaboration between security and development, and a measurable reduction in enterprise risk.
Built for the AI-Code Era
AI Triage is designed to meet the realities of modern software delivery. It integrates directly into CI/CD pipelines and coding environments, providing real-time feedback without slowing developers down. Results are deterministic – repeatable, testable and complete – so CISOs and compliance leaders can trust that no exploitable flaw has been missed.
To give enterprises maximum flexibility, AI Triage can be consumed in whichever way best fits existing workflows. It integrates seamlessly into a customer's Application Security Posture Management (ASPM) dashboard for centralized risk visibility and into GitHub, GitLab and Azure DevOps for developers working directly in repositories. AI Triage is also available as a model context protocol (MCP) tool for coding assistants like Claude Code and Gemini CLI. By integrating with the tools developers are already using, Aptori ensures AI Triage delivers value without adding friction.
Availability
Aptori's AI Triage is in GA today as part of the Aptori platform. Deployment options include ASPM integration as well as leading source code platforms, including GitHub, GitLab and Azure DevOps. It also integrates with coding assistants like Claude Code and Gemini CLI, supporting enterprises with strict governance and data control requirements. To learn more, visit aptori.com or contact sales@aptori.com.
About Aptori
Aptori helps the world's largest enterprises reduce risk and stay compliant in the AI-software era. While AST tools overwhelm teams with false positives and ASPM platforms merely aggregate that noise, Aptori redefines secure development with deterministic validation and context-aware remediation powered by AI. Instead of probabilistic scores, Aptori confirms exploitability and integrates into developer workflows. For the CSO, this means fewer lingering vulnerabilities, less wasted effort on false alarms, and a measurable reduction in MTTR. Security shifts from bottleneck to design principle, enabling leaders to prove resilience, satisfy regulators, and assure boards that security is a first-class product requirement. Aptori defines an emerging category: the AI-powered secure development platform for the modern SDLC. More at www.aptori.com.
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SOURCE Aptori