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Nullify AI

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Autonomous AI agents that detect, validate, triage, and remediate software vulnerabilities into merge-ready fixes—no humans in the critical path.

收录时间:2026年7月13日
月访问量:
10.2K
autonomous AI securityvulnerability remediationAppSec automationproduct securityself-healing fixesfind-to-fix

工具信息

什么是 Nullify AI?

Nullify AI is an autonomous AI agent system that detects, validates, triages, and remediates software vulnerabilities into merge-ready fixes without humans in the critical path. It drives end-to-end product security work to closure by autonomously handling vulnerability detection, validation, prioritization, patch generation, and merge follow-through for application and product security teams.

核心功能

  • Autonomous Find-to-Fix Loop

    End-to-end workflow that takes a real vulnerability from detection through validation, triage, patch writing, refinement, and merge confirmation without a human in the critical path.

  • Self-Healing Fixes

    Remediation pull requests that automatically refactor themselves until they are merge-ready and CI is green.

  • Proof-Based Validation

    Validates findings with reachability, exposure analysis, and a reproducible exploit backed by code rather than probabilistic scoring.

  • Business-Grounded Triage

    Scores impact using organizational context from Vault including assets, data sensitivity, and threat model instead of generic CVSS.

  • Campaign-Driven Remediation

    Owns security work to completion at scale by routing ownership via Compass, capacity via Jira, and escalating via Slack until merged.

  • Vault Knowledge Graph

    Unified organizational ontology that ingests code, cloud, tickets, messaging, and docs to provide constant context for every decision.

  • False Positive Filtering

    Automatically suppresses noise so only validated, exploitable risk reaches security and engineering teams.

  • Business Logic Flaw Detection

    Identifies flaws that traditional signature-based scanners cannot see by reasoning about application intent.

  • Capacity Routing (The Harness)

    Continuously allocates AI and human capacity to the highest-impact, exploitable findings so every token and engineer hour produces outcomes.

使用场景

  • #1

    Close the Patch Gap

    Automatically convert validated vulnerabilities into merged fixes at scale, reclaiming engineering labor previously spent on triage and chasing.

  • #2

    Replace Multi-Tool AppSec Stack

    Stand in for SAST, SCA, DAST, secret scanning, container scanning, IaC scanning, bug bounty triage, ASPM, and manual triage with a single autonomous agent system.

  • #3

    Drive Security Campaigns to Merge

    Run large-scale sweeps (for example critical SQL injection campaigns) that assign ownership, track capacity, escalate stalls, and confirm merges without human chasing.

  • #4

    Surface Only Human Judgment Calls

    Filter noise and automate routine remediation so humans only decide on high-stakes or ambiguous security trade-offs.

适用人群:Product security teamsApplication security (AppSec) teamsSecurity teams shipping software at scaleEngineering organizations seeking to reduce triage overhead

定价方案

Priced on work performed and outcomes rather than seats or license tiers. Program is scoped, volume estimated, and pricing set against results delivered.

替代工具

常见问题

What is Nullify AI?
Nullify AI is an autonomous AI agent system that detects, validates, triages, and remediates software vulnerabilities into merge-ready fixes without humans in the critical path.
What is the primary purpose of Nullify AI?
It drives end-to-end product security work to closure by autonomously handling vulnerability detection, validation, prioritization, patch generation, and merge follow-through for application and product security teams.
How do Self-Healing Fixes work?
Remediation pull requests automatically refactor themselves until they are merge-ready and CI is green.
How does Nullify AI validate vulnerabilities?
It uses proof-based validation with reachability, exposure analysis, and a reproducible exploit backed by code rather than probabilistic scoring.
What integrations does Nullify AI support?
Nullify AI works with Compass for ownership routing, Jira for capacity, and Slack for escalations. It is available as a web platform.
How is Nullify AI priced?
It is paid and priced on work performed and outcomes rather than seats or license tiers. Programs are scoped, volume estimated, and pricing set against results delivered. Exact tiers or free trial details are not clearly published by the official source.
Who is Nullify AI designed for?
Product security teams, application security (AppSec) teams, security teams shipping software at scale, and engineering organizations seeking to reduce triage overhead.
What is the Vault Knowledge Graph?
It is a unified organizational ontology that ingests code, cloud, tickets, messaging, and docs to provide constant context for every decision.

Nullify AI 联系方式与社交媒体

访问官方网站

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工具信息

定价模式Paid
分类开发者工具
二级分类
autonomous AI securityvulnerability remediationAppSec automationproduct securityself-healing fixesfind-to-fix
语言英语
最后更新2026年7月16日