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AI Security Careers

AI Security Careers Hub — 20 Roles & Salary Data
AI Security Career Intelligence

Every AI System Needs a Guardian

The cybersecurity industry faces 4.8 million unfilled positions globally, and professionals with AI security skills earn a 56% wage premium over peers without them. This is your roadmap into the discipline that protects the systems reshaping every industry.

Explore 20 Roles Find Your Role → MITRE ATLAS & OWASP Deep Dive Guides ↓
4.8M
Unfilled Cybersecurity Jobs Globally
ISC2 Workforce Study, 2025
+56%
AI Skills Wage Premium
PwC AI Jobs Barometer
$60B+
AI Security Market by 2030
Multiple analyst projections
33%
BLS Growth Rate Through 2033
Bureau of Labor Statistics
The Two Disciplines

Two Sides of One Shield

AI security splits into two distinct career tracks. Understanding which side draws you is the first decision that shapes your entire path.

🛡

Security for AI

Protect AI systems from adversarial attacks, data poisoning, model extraction, and prompt injection. You defend the models themselves.

Adversarial ML Model Hardening Prompt Injection Defense AI Red Teaming MLSecOps
⚔

AI for Security

Use machine learning to enhance cybersecurity defenses. Threat detection, anomaly analysis, automated incident response powered by AI.

AI-Powered SIEM Threat Intelligence Automated IR Behavioral Analysis Fraud Detection
Career Directory

20 AI Security Roles

From entry-level analysts to Chief AI Security Officers. Validated, emerging, and speculative roles across five career tracks.

Validation Status
✅ Validated — 3+ independent sources confirm the role title, responsibilities, and active job postings
⚠️ Emerging — 1–2 sources with active hiring or clear market signals; title may not be standardized yet
❓ Speculative — Responsibilities exist but are typically split across other roles; dedicated title is rare or unconfirmed
Showing 20 of 20 roles

AI Security Architect

⚠️ Emerging
$160K-$260K High Demand Engineering
Designs secure-by-default AI infrastructure and system architectures. Establishes security patterns for model training, serving, and monitoring at enterprise scale.
Threat Modeling Zero Trust Cloud Security ML Pipelines
CISSP CAISP
Background fit: Cloud architects, security engineers, enterprise architects transitioning into AI.

AI Security Engineer

✅ Validated
$143K-$225K Very High Demand Engineering
Implements security controls for AI/ML systems in production environments. Bridges the gap between ML engineering and security operations.
Adversarial ML MITRE ATLAS Python DevSecOps
Security+ CAISP
Background fit: Software engineers, DevOps engineers, cybersecurity analysts with Python proficiency.

MLSecOps Engineer

⚠️ Emerging
$132K-$210K High Demand Engineering
Integrates security into ML pipelines, model registries, and deployment workflows. Ensures every stage from training to inference meets security policy.
CI/CD MLflow Container Security Policy as Code
AWS ML Specialty
Background fit: MLOps engineers, DevSecOps professionals, platform engineers with ML exposure.

Cloud Security Engineer (AI/ML)

✅ Validated
$96K-$220K High Demand Engineering
Secures cloud-hosted AI workloads across AWS, Azure, and GCP. Configures IAM, encryption, network isolation, and monitoring for ML services.
AWS SageMaker Azure ML IAM Encryption
AWS Security Specialty CCSP
Background fit: Cloud engineers, cloud security analysts, SREs working with managed ML services.

AI Infrastructure Security Specialist

⚠️ Emerging
$160K-$240K Moderate Demand Engineering
Focuses on GPU cluster security, model serving infrastructure, and data pipeline hardening. Protects the physical and virtual compute layer powering AI.
Kubernetes GPU Security Network Segmentation
Security+
Background fit: Infrastructure engineers, network security specialists, data center operations professionals.

AI Red Teamer

⚠️ Emerging
$120K-$253K High Demand Offensive
Proactively tests AI systems for vulnerabilities through adversarial simulation. Uses tools like PyRIT and Garak to find weaknesses before attackers do.
Prompt Injection PyRIT Garak OWASP LLM
OSCP+ CAISP
Background fit: Penetration testers, ethical hackers, CTF competitors, security researchers.

AI Penetration Tester

✅ Validated
$114K-$202K High Demand Offensive
Performs targeted security assessments of AI-powered applications and APIs. Identifies vulnerabilities in LLM integrations, model endpoints, and AI workflows.
Burp Suite API Testing LLM Attacks Report Writing
OSCP+ GPEN
Background fit: Web app pen testers, API security testers, vulnerability assessment analysts.

Adversarial ML Researcher

⚠️ Emerging
$157K-$222K Moderate Demand Offensive
Discovers novel attack vectors against machine learning models. Publishes research on evasion, poisoning, and extraction techniques that advance the field.
PyTorch Evasion Attacks Data Poisoning Research
Academic credentials
Background fit: ML researchers, PhD candidates in adversarial ML, data scientists with security interest.

AI Bug Bounty Hunter

❓ Speculative
$80K-$250K+ Moderate Demand Offensive
Freelance vulnerability discovery in AI systems through bug bounty programs. Rewards scale with severity as companies race to secure LLM-powered products.
Creative Thinking Prompt Engineering Exploit Dev
CEH (helpful)
Background fit: Existing bug bounty hunters, hobbyist hackers, prompt engineers with security curiosity.

AI Security Analyst

⚠️ Emerging
$95K-$155K High Demand Defense
Monitors AI systems for anomalies, threats, and security incidents. First line of defense for detecting adversarial activity against deployed models.
SIEM Threat Detection Log Analysis Triage
Security+ CAISP
Background fit: SOC analysts, cybersecurity analysts, IT security specialists seeking AI specialization.

AI Threat Intelligence Analyst

⚠️ Emerging
$117K-$190K High Demand Defense
Tracks adversarial tactics targeting AI systems using MITRE ATLAS. Produces actionable intelligence reports on emerging AI threat actors and techniques.
MITRE ATLAS OSINT Threat Modeling Intel Reports
GPEN
Background fit: Threat intelligence analysts, OSINT researchers, cybersecurity analysts with strong writing skills.

AI Digital Forensics Examiner

⚠️ Emerging
$95K-$171K Moderate Demand Defense
Investigates AI security breaches and model compromise incidents. Performs model audits, evidence preservation, and root cause analysis for AI-specific attacks.
Forensics Tools Evidence Handling Model Audit
CISSP
Background fit: Digital forensics examiners, incident responders, cybercrime investigators.

AI Model Risk Analyst

⚠️ Emerging
$100K-$160K High Demand Defense
Assesses and quantifies risk in deployed AI models for regulatory compliance. Validates model behavior against SR 11-7 and emerging AI governance frameworks.
Risk Frameworks Model Validation SR 11-7 Stats
CRISC
Background fit: Risk analysts, model validators, compliance analysts in financial services or regulated industries.

AI Security Researcher

⚠️ Emerging
$150K-$250K Moderate Demand R&D
Publishes novel AI security research and develops new defense techniques. Advances the state of the art in protecting ML systems from adversarial threats.
Academic Writing Novel Attacks Defense Mechanisms
Academic credentials
Background fit: PhD researchers, published security academics, senior engineers with research track record.

Cryptographic Engineer (AI Privacy)

⚠️ Emerging
$172K-$257K Moderate Demand R&D
Builds privacy-preserving AI systems using differential privacy, federated learning, and homomorphic encryption. Enables AI training on sensitive data without exposure.
Differential Privacy Federated Learning HE PySyft
CCSP
Background fit: Cryptographers, privacy engineers, mathematicians, applied researchers in PETs.

Secure AI/ML Developer

❓ Speculative
$135K-$195K High Demand R&D
Builds AI applications with security embedded from design through deployment. Applies secure coding, input validation, and output filtering throughout the SDLC.
Secure Coding SDLC Input Validation Output Filtering
Security+
Background fit: Full-stack developers, ML engineers, software engineers adopting security-first practices.

AI Security Manager

⚠️ Emerging
$175K-$240K High Demand Leadership
Leads AI security teams and develops organizational AI security strategy. Translates technical risk into business language for executive stakeholders.
Team Leadership Budget Risk Management Communication
CISSP AAISM
Background fit: Security team leads, engineering managers, senior security engineers moving into management.

AI Product Security Manager

❓ Speculative
$180K-$250K Moderate Demand Leadership
Owns the security posture of AI-powered products across the SDLC. Coordinates between product, engineering, and security to ship safe AI features.
Product Security Threat Modeling Vendor Risk
CISSP
Background fit: Product security engineers, technical product managers, AppSec leads transitioning into AI.

AI Security Consultant

❓ Speculative
$160K-$220K Moderate Demand Leadership
Advises organizations on AI security strategy, framework adoption, and implementation. Bridges technical expertise with executive communication across engagements.
Advisory Framework Design Client Management
CISSP CAISP
Background fit: Security consultants, Big 4 cyber advisory, independent security practitioners.

CAISO

❓ Speculative
$250K-$450K+ Low Demand Leadership
Chief AI Security Officer. Executive responsible for enterprise AI security strategy, risk posture, and board-level reporting on AI threats and controls.
Executive Leadership Board Communication Enterprise Risk
CISSP
Background fit: CISOs, VPs of Security, Directors of AI/ML with 15+ years security leadership experience.

Sources: Glassdoor Feb 2026, ZipRecruiter Jan 2026, PwC AI Jobs Barometer, Cybersecurity Ventures

Threat Frameworks

MITRE ATLAS & OWASP LLM Top 10

The two frameworks that define AI security careers. Master these and you speak the language every employer requires.

01
CRITICAL

LLM01: Prompt Injection

Attacker manipulates LLM via crafted prompts to bypass controls or exfiltrate data.

Defense: Input validation, robust system prompts, segregation of trusted/untrusted input.

Roles: All AI Security roles

Deep Dive: Prompt Injection in Agents →

02
CRITICAL

LLM02: Sensitive Information Disclosure

LLM reveals confidential training data, PII, or proprietary information.

Defense: Data sanitization, DLP tools, principle of least privilege.

Roles: AI Security Engineer, AI Privacy Engineer

03
CRITICAL

LLM03: Supply Chain Vulnerabilities

Compromised models, training data, or plugins introduce backdoors.

Defense: Vet third-party components, maintain ML-BOM, scan dependencies.

Roles: MLSecOps Engineer, AI Security Architect

Deep Dive: Agent Supply Chain Security →

04
CRITICAL

LLM04: Data and Model Poisoning

Adversaries corrupt training data to embed biases or backdoors.

Defense: Verify training data supply chain, anomaly detection.

Roles: AI Model Risk Analyst, Adversarial ML Researcher

05
HIGH

LLM05: Improper Output Handling

Unvalidated LLM outputs enable XSS, SSRF, or command injection downstream.

Defense: Treat LLM output as untrusted, rigorous validation.

Roles: AI Security Engineer, Secure AI/ML Developer

06
HIGH

LLM06: Excessive Agency

LLM-connected tools execute unintended actions with excessive permissions.

Defense: Limit agent permissions, human-in-the-loop for critical actions.

Roles: AI Red Teamer, AI Product Security Manager

Deep Dive: Tool Misuse & Excessive Agency →

07
HIGH

LLM07: System Prompt Leakage

System prompts containing sensitive instructions are extracted.

Defense: Prompt obfuscation, avoid sensitive info in system prompts.

Roles: AI Penetration Tester, AI Red Teamer

08
MEDIUM

LLM08: Vector and Embedding Weaknesses

Manipulated embeddings in RAG systems retrieve malicious content.

Defense: Secure vector databases, validate embedding data.

Roles: AI Security Engineer, MLSecOps Engineer

09
MEDIUM

LLM09: Misinformation

LLM generates plausible but factually incorrect content.

Defense: Human oversight, automated scanning of AI-generated output.

Roles: AI Model Risk Analyst

10
MEDIUM

LLM10: Unbounded Consumption

Resource exhaustion via complex prompts causes DoS or excessive costs.

Defense: API rate limiting, input length limits, resource monitoring.

Roles: Cloud Security Engineer, AI Infrastructure Security

Source: OWASP Top 10 for Large Language Models 2025 (genai.owasp.org)

Career Bridge

AI Governance ↔ AI Security: Role Cross-Map

20 AI governance roles share direct skill overlap with AI security career paths. If you’re already working in governance, your domain knowledge is a launchpad — not a restart.

Risk & Compliance
Security Paths
AI Model Risk Analyst ($100K–$160K)
AI Security GRC / Compliance
Shared skills: Risk frameworks (NIST AI RMF, ISO 42001), audit methodology, SR 11-7 model risk, regulatory mapping
Technical Security
Security Paths
AI Security Engineer
MLSecOps Engineer
Adversarial ML Researcher ($157K–$222K)
AI Penetration Tester
Shared skills: MITRE ATLAS, OWASP LLM Top 10, model validation, adversarial testing, CI/CD pipeline security
Privacy & Data
Security Paths
Cryptographic Engineer — AI Privacy ($172K–$257K)
Data Security Engineer (AI)
Fairness & Safety Testing
Shared skills: Differential privacy, federated learning, GDPR/CCPA compliance, data lineage, membership inference defense
Leadership & Strategy
Security Paths
AI Security Program Director
CISO (AI-Focused)
Shared skills: Board-level risk communication, security program strategy, regulatory roadmapping, cross-functional leadership
Ethics & Policy
Security Paths
AI Safety Researcher
AI Security Policy Analyst
Shared skills: EU AI Act compliance, NIST AI RMF alignment, responsible disclosure, safety evaluation methodology
Product & Operations
Security Paths
AI Product Security Manager
AI Infrastructure Security ($160K–$240K)
Security Awareness & Training (AI)
Shared skills: Threat modeling for product teams, safety-critical systems, deployment security, organizational training

All 20 AI governance roles link to published role profiles at Tech Jacks Solutions AI Governance Careers. Salary ranges from verified research data (compiled 2026-04-07).

Entry Points

Your Background Is Your Launchpad

Every path into AI security starts from where you already are. Select your background to discover roles where your existing skills give you the strongest advantage.

Cybersecurity / IT

3 Strong FitsFast-Medium
AI Security Analyst, AI Security Engineer, AI Red Teamer. Threat awareness and SOC experience transfer directly.

Penetration Testing

2 Strong + 1 Growth
AI Pen Tester, AI Red Teamer, Adversarial ML Researcher. Your methodology and attack mindset are the foundation.

Software Development

2 Strong + 1 Growth
Secure AI/ML Developer, MLSecOps Engineer, AI Security Engineer. Coding and CI/CD experience form the base.

Data Science / ML

2 Strong + 1 Growth
AI Model Risk Analyst, Adversarial ML Researcher, Cryptographic Engineer. Deep ML knowledge is rare in security.

Cloud Engineering

3 Strong Fits
Cloud Security Engineer, AI Infrastructure Security, MLSecOps Engineer. Platform expertise transfers directly.

Risk / Compliance

1 Strong + 2 Growth
AI Model Risk Analyst, AI Security Manager, AI Security Consultant. Risk frameworks and advisory skills transfer.

New Graduate

3 Entry Paths
AI Security Analyst, AI Red Teamer ($60K-$90K entry), AI Bug Bounty Hunter. CTF rankings and portfolios matter most.
Compensation

Salary Landscape

AI security roles command 20-40% premiums over traditional cybersecurity positions. Specialized certifications and adversarial ML expertise drive the highest compensation differentials.

Reading salary ranges: Bars show the full base salary range across all experience levels for each role. Entry-level positions typically start at the low end; senior and specialized practitioners reach the upper range. Ranges sourced from Glassdoor, ZipRecruiter, and verified employer postings (compiled 2026-04-07). See Career Transition Playbooks for entry-level ranges by background.
CAISO
$250K-$450K+
AI Security Architect
$160K-$260K
Cryptographic Engineer (AI Privacy)
$172K-$257K
AI Red Teamer
$120K-$253K
AI Security Researcher
$150K-$250K
AI Product Security Manager
$180K-$250K
AI Bug Bounty Hunter
$80K-$250K+
AI Infrastructure Security Specialist
$160K-$240K
AI Security Manager
$175K-$240K
AI Security Engineer
$143K-$225K
Adversarial ML Researcher
$157K-$222K
Cloud Security Engineer (AI/ML)
$96K-$220K
AI Security Consultant
$160K-$220K
MLSecOps Engineer
$132K-$210K
AI Penetration Tester
$114K-$202K
Secure AI/ML Developer
$135K-$195K
AI Threat Intelligence Analyst
$117K-$190K
AI Digital Forensics Examiner
$95K-$171K
AI Model Risk Analyst
$100K-$160K
AI Security Analyst
$95K-$155K

Sources: Glassdoor Feb 2026, ZipRecruiter Jan 2026, Practical DevSecOps, PwC AI Jobs Barometer

Credentials

Certification Ladder

Three tiers from foundational to advanced. Certifications are accelerators, not gatekeepers.

Foundation
CompTIA Security+ (SY0-701)
CompTIA
$404
Google AI Essentials
Google
$49
AWS AI Practitioner (AIF-C01)
AWS
$100
Azure AI Fundamentals (AI-900)
Microsoft
$99
RETIRING June 30, 2026
CompTIA SecAI+
CompTIA
$359
NEW Feb 2026
Specialized
OSCP+
OffSec
$1,749-$2,749
CAISP
Practical DevSecOps
$999-$1,099
AIGP
IAPP
$649-$799
HackTheBox AI Red Teamer
HTB + Google
$490/yr
GIAC GPEN
GIAC / SANS
$999 exam ($7,640+ with training)
Advanced
CISSP
ISC2
$749
CCSP
ISC2
$599
GIAC GXPN
GIAC / SANS
$999 exam ($8,500+ with training)
ISO 27001 Lead Auditor
PECB
~$600 exam + $900-$2,500 training

AI security professionals with specialized certifications earn 15-20% more than those with generalist security credentials.

Progression

Career Ladder

Four tiers from entry to executive. Adjacent cybersecurity experience accepted at every level.

Tier 4 — Executive
12+ years • $250K-$450K+
CAISO AI Product Security Manager (VP) AI Security Consultant (Principal)
Tier 3 — Senior
7-12 years • $175K-$260K
AI Security Architect AI Security Researcher Cryptographic Engineer AI Security Manager
Tier 2 — Mid-Level
3-7 years • $130K-$225K
AI Security Engineer AI Penetration Tester MLSecOps Engineer AI Threat Intelligence Analyst
Tier 1 — Entry
0-3 years • $60K-$155K
AI Security Analyst AI Red Teamer (entry) AI Bug Bounty Hunter Secure AI/ML Developer

Adjacent experience from penetration testing, cloud security, ML engineering, and risk management accepted at all tiers.

Start Now

Your First 7 Days

Pick a framework. Study the OWASP LLM Top 10 or MITRE ATLAS. Set up Garak on a local model. Register for the next AI Village CTF. Your career in AI security starts with one action this week.

Career Assessment
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