86 Signals

AI Security Pipeline Review Hub

A SaaS tool that automates AI-assisted threat modeling, CI/CD security reviews, and threat intelligence correlation for engineering teams.

Added Jun 12, 2026

Last signal 1d ago

Job Ads

DevSecOps

Threat Intelligence

Application Security

Opportunity Score

Opportunity: Medium (58%)

Evidence Strength

Vol: 35%

Urg: 50%

Spec: 100%

Market Analysis

high

$ high

Multi-billion-dollar application security, DevSecOps, and threat intelligence automation market

The Problem

Security teams are being asked to secure fast-moving CI/CD pipelines, AI-assisted engineering workflows, and increasingly fragmented threat intelligence sources. The job signals point to a recurring need to turn vulnerability feeds, indicators of compromise, and threat modeling outputs into actionable guidance for both security teams and developers.

Potential Solution

The product would ingest CI/CD metadata, vulnerability feeds, security tool findings, and threat intelligence indicators, then correlate them into prioritized risks and developer-ready remediation actions. It would provide AI-enabled security reviews and threat modeling workflows directly tied to code changes, pipelines, and detection playbooks.

Why Now?

Companies are explicitly hiring for AI-enabled security reviews, agentic engineering workflow security, and scalable analysis pipelines. As AI-assisted development enters production engineering, security review and threat intelligence workflows need more automation and tighter integration into CI/CD.

Market validation

Opportunity score

85% score confidence

Search demand

Trend snapshot pending

Competition (0)

No matched competitors yet

Showing 1-20 of 20 signals

Senior/Staff Security Researcher

semgrepJul 25, 2026

Semgrep Workflows : a platform for programming security work (research, detect, validate, triage, fix, optimize) as reproducible pipelines that combine deterministic tools with AI agents and run at scale.

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Senior / Security Engineer - Singapore

plaudJul 22, 2026

We're building out our security engineering function and looking for someone to own hands-on application security work across our product stack — secure SDLC, CI/CD security tooling, and growing into securing our AI product surfaces over time. Early-stage function: you'll have real scope to shape how we do this, not just execute an existing playbook. Own secure SDLC — SAST/DAST integration in CI/CD (Semgrep, CodeQL), vulnerability triage and remediation workflows.

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Principal Software Engineer (Cybersecurity)

ikas-international-asia-pte-ltd-200914065eJul 22, 2026

Develop threat models and security controls that influence architecture and engineering decisions. Build security into CI/CD pipelines through automation, policy-as-code, and DevSecOps practices.

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Staff Application Security Engineer

geminiJul 21, 2026

Lead architecture reviews, threat modeling, code reviews, and penetration testing for high-risk applications and services Design and build AI agents throughout the SDLC for automated threat modeling during design, AI-driven secure code generation and review, and reducing AppSec toil

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Security Technical Program Manager

gustoJul 21, 2026

Stand up the daily security-health and vulnerability-management metrics dashboards leadership uses to run the business, and drive monthly vulnerability reporting. Build security workflows that run on AI plugins by default, so coverage checks and evidence collection happen automatically instead of by hand.

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