# Why vulnerability response and deployment, not discovery, are the security bottleneck

DevFeed: [Why vulnerability response and deployment, not discovery, are the security bottleneck](<https://devfeed.tech/articles/mythos-era-vulnerability-response-security-at-machine-speed-13507.md>)

Original publisher: [Read original article](<https://www.harness.io/blog/zero-day-to-fix-why-security-response-speed--not-discovery--is-your-real-bottleneck>)

Author: Nicole Morgan

Published: 2026-08-06T00:00:00Z

Content type: opinion

Language: en

Sources: [Harness Blog](<https://devfeed.tech/sources/harness-blog.md>)

Topics: [Vulnerabilities](<https://devfeed.tech/topics/vulnerabilities.md>), [Security](<https://devfeed.tech/topics/security.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [AI Models](<https://devfeed.tech/topics/ai-models.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-models](<https://devfeed.tech/tags/ai-models.md>), [analysis](<https://devfeed.tech/tags/analysis.md>), [llm](<https://devfeed.tech/tags/llm.md>), [security](<https://devfeed.tech/tags/security.md>), [vulnerabilities](<https://devfeed.tech/tags/vulnerabilities.md>)

## AI overview

The article argues that AI-assisted vulnerability discovery is outpacing organizations' ability to triage, remediate, and deploy fixes. It presents the gap between detection and production deployment as the main security bottleneck, with remediation often taking days, weeks, or months.

## Source excerpt

AI finds vulnerabilities 10x faster. Here's why response speed, not discovery, is the bottleneck keeping your organization exposed to zero-days and why security | Blog