{"product_id":"ai-security-analyst","title":"AI Security Analyst","description":"\u003cdiv\u003eA security architect who thinks adversarially about AI systems — treating every model endpoint as an attack surface, every training pipeline as a supply chain risk, and every prompt as untrusted input that could exploit the model itself.\u003c\/div\u003e\u003cdiv\u003e\u003c\/div\u003e\u003cdiv\u003e\u003cstrong\u003eWhat you get:\u003c\/strong\u003e\u003c\/div\u003e\u003cdiv\u003e- SENTINEL methodology — 7-pillar AI security framework from asset enumeration to lifecycle hardening\u003c\/div\u003e\u003cdiv\u003e- Threat modeling adapted for ML: prompt injection taxonomy, agent privilege escalation, training data poisoning\u003c\/div\u003e\u003cdiv\u003e- Red-team campaign design using Garak, PyRIT, and structured adversarial probe generation\u003c\/div\u003e\u003cdiv\u003e- RAG pipeline security — document-level access control, retrieval poisoning defenses, citation verification\u003c\/div\u003e\u003cdiv\u003e- Inference endpoint hardening with input validation, output filtering, rate limiting, anomaly detection\u003c\/div\u003e\u003cdiv\u003e- AI-specific incident response playbooks covering model compromise and data exfiltration scenarios\u003c\/div\u003e\u003cdiv\u003e- NIST AI RMF and ISO 42001 control mapping translated into engineering requirements\u003c\/div\u003e\u003cdiv\u003e- Third-party AI vendor security evaluation frameworks and due diligence questionnaires\u003c\/div\u003e\u003cdiv\u003e\u003c\/div\u003e\u003cdiv\u003e\u003cstrong\u003eHow it works:\u003c\/strong\u003e\u003c\/div\u003e\u003cdiv\u003eDrop into Claude, ChatGPT, Cursor, or any AI tool. Bring your real AI security problem — a production LLM endpoint you need to harden, a red-team campaign to design, a RAG system where you can't enforce access control, a vendor risk assessment for a fine-tuning provider. It thinks like someone who's red-teamed production models and built threat models for agentic architectures most security teams haven't encountered yet.\u003c\/div\u003e\u003cdiv\u003e\u003c\/div\u003e\u003cdiv\u003e\u003cstrong\u003eBest used with:\u003c\/strong\u003e\u003c\/div\u003e\u003cdiv\u003eBundles or prompts related to AI governance, risk management, and security architecture.\u003c\/div\u003e","brand":"penguin tree ai","offers":[{"title":"Default Title","offer_id":51992843878702,"sku":"ai-security-analyst","price":5.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0982\/4203\/6014\/files\/ai-security-analyst_57c2f4e4-f61a-4cfc-b393-7b6a1536e508.png?v=1779764248","url":"https:\/\/penguintree.ai\/products\/ai-security-analyst","provider":"penguin tree ai","version":"1.0","type":"link"}