Start with the pressure: sales, launch, abuse, agents, data, or guardrails
Training
Skill checks ask you to inspect AI systems, identify trust boundaries, spot abuse paths, choose controls, interpret findings, and package evidence. Each check maps back to MADE so you know whether the gap is Map, Attack, Defend, or Evidence.
Research backed
Grounded in practice and field data
Hands-on focus
Measures real capability, not trivia
Verified signal
Results you can use with confidence
Training at a glance
Sample telemetry
128
Challenges completed
36%
Pass rate
76%
Average score
Choose your training experience
Fast · Practical · MADE-based
A fast, guided path through AI product security skill checks. Choose a domain, run several, or take a full MADE sweep. Use before workshops, assessments, or launch reviews.
~30–45 minutes · Instant results
AIPSA study cards
AI Security Flash Cards turn the MADE methodology into concepts, scenarios, and controls across Map, Attack, Defend, and Evidence at four knowledge levels — use them before speed runs or skill checks.
Skill domains
The training system spans the problem spaces that matter in AI product security, governance, and field work — organized around Map, Attack, Defend, and Evidence. Domain scores roll up into the 14-domain model used by the scorecard and certification path.
Control Plane Security
128 attempts · 85.2% pass rate · 89% average
Model Security
128 attempts · 72.7% pass rate · 87.1% average
What to expect
Scenario based
Real-world scenarios, not multiple choice trivia
Adaptive difficulty
Questions adjust to your skill level
Detailed results
Domain breakdowns and actionable insights
Use with confidence
Results built for practitioners and leaders
Connected to MADE
Training is the practitioner capability layer for AI Security LLC. Use it to benchmark, practice, and build the skills that make assessments, red-team work, and evidence packaging more effective.
Look up your results
Already completed a challenge? Use your training token to retrieve private results or verify credential status.
Disclosure
Challenges are continually updated based on research and real-world practice. Content, scoring, and domains may evolve. Results reflect capability at the time of the challenge.
Built by practitioners. Backed by research.
AI Security LLC training is grounded in real-world AI product security engineering, the MADE methodology, and the AI Security Research Program.
AI Security Foundations
Most attempted domain
14
Technical domains
513
Unique scenarios
Verified · Credentialed · Practitioner
A comprehensive practitioner assessment across 14 AI security domains, with verified results suitable for credentialing and professional sharing.
~90–120 minutes · Verified results
AI Systems Security
128 attempts · 15.6% pass rate · 68.6% average
Data & Privacy
128 attempts · 12.5% pass rate · 68.4% average
Governance & Assurance
128 attempts · 46.1% pass rate · 77.9% average
Adversarial Resilience
128 attempts · 2.3% pass rate · 62.6% average
Not sure where to start?
Start with a Speed Run to calibrate your domain strengths. When you are ready for a verified practitioner record, take the full AIPSA Certification Challenge.
Results that matter
Personal growth
Focus your learning where it matters most
Team benchmarking
Understand capability across your organization
Hiring signal
Use verified results in hiring and staffing
Claim readiness
Evidence for trust, governance, and assurance