Hai

AI agent harnesses are getting simpler as models get smarter. See how HackerOne evolved its security AI architecture across 18 months of frontier model changes.

Meet new Hai capabilities that validate exploitability, reduce triage noise, and help security and engineering move from findings to fixes faster.

A real-world XSS workflow shows how continuous security validation helps teams prove exploitability and confirm fixes faster with reusable evidence.

pixiv moved beyond periodic assessments to continuous security testing, proving real exploitable risk, reducing noise, and accelerating remediation with high-signal findings.

Vulnerability volume is rising fast with AI, and triage is breaking. Exposure management and CTEM keep programs focused on fixable risk and high-signal findings.

Reduce exposure time with agentic validation powered by Hai. Cut triage noise, prove real risk, and accelerate remediation in a continuous CTEM loop.

Shopify used agentic AI to support bug bounty triage, reaching inbox zero and speeding validation and analyst onboarding while keeping humans in control.

Hai Replay turns your security data into clear, actionable insights to guide smarter decisions and planning in 2026.

Reliable, 91% accurate routing helps teams cut manual effort, reduce triage overhead, and strengthen vulnerability management across exposure workflows.