Guide8 min read
How to Send Your Manager an LLM Security PDF Without a Credit Card
Scan a staging chat API, export a PDF, and send it upstairs. No company card, no Python setup, no waiting on security tooling procurement.
Read articleBlog
Practical security writing for teams shipping LLM features.
We publish actionable breakdowns on how real LLM attacks work and how to test for them before they reach production.
Guide13 min read
LLM Security Testing in CI/CD: How to Catch Prompt Injection Regressions Before They Ship
A practical CI/CD integration guide for LLM security testing: how to structure automated scans, set thresholds, trigger on the right events, and catch prompt injection regressions before they ship.
Read articleLLM Security12 min read
7 Jailbreak Prompts That Bypass LLM Safety Logic — and How to Test Your Defenses
Seven real jailbreak prompt patterns that bypass LLM safety logic, plus how to recognize policy breaks and test your endpoint systematically before attackers do.
Read articleGuide11 min read
How to Test Your LLM Endpoint for Security Vulnerabilities in 2026
A practical guide to testing LLM endpoints for prompt injection, jailbreaks, and system prompt extraction — including how to configure your endpoint, run a scan, interpret findings, and remediate.
Read articleLLM Security12 min read
How to Prevent Prompt Injection in Your LLM Application: Mitigations That Actually Help
The mitigations that actually reduce prompt injection risk in LLM applications: structural separation, least privilege, output validation, external content sanitization, guard models, and continuous monitoring.
Read articleLLM Security10 min read
What Is a DAN Attack? How Jailbreak Prompts Target Your LLM in 2026
A DAN attack tricks your LLM into adopting an unrestricted persona. Learn how DAN prompts work mechanically, why they still succeed in 2026, and how to test your endpoint before attackers do.
Read articleLLM Security11 min read
What Attackers Do With Your System Prompt Once They Extract It
System prompt extraction is just the beginning. Learn what attackers do with your system prompt after pulling it out, and how to test your endpoint for leaks before someone else does.
Read articleGuide11 min read
How to Interpret Your LLM Security Scan Results: A Developer's Guide
A developer's guide to interpreting LLM security scan results: what jailbreak, prompt injection, and system prompt leak findings mean, how to prioritize fixes, handle false positives, and turn findings into concrete fixes.
Read articleOWASP14 min read
OWASP LLM Top 10 in 2026: What Every Developer Building with LLMs Needs to Know
A complete walkthrough of all ten OWASP LLM Top 10 vulnerabilities, how each manifests in production, and what to test before shipping.
Read articleLLM Security12 min read
What Is LLM Security? A Developer's Guide to AI Application Vulnerabilities in 2026
A developer's guide to LLM security: what it means, why LLM applications fail differently than traditional software, the core vulnerabilities, how to test for them, and the 2026 security checklist.
Read articleLLM Security10 min read
Direct vs Indirect Prompt Injection: What's the Difference and Why Both Matter
A side-by-side comparison of direct and indirect prompt injection: how each attack works, why RAG pipelines are especially vulnerable, and how to test for both.
Read articleLLM Security12 min read
What Is Prompt Injection? The Attack Developers Need to Understand in 2026
A complete breakdown of prompt injection: how direct and indirect variants work, why your system prompt is not enough, and how to test your endpoint before attackers do.
Read articleGuide10 min read
How to Test Your LLM Endpoint for Prompt Injection - No Setup Required
A step-by-step guide to run a live prompt injection scan in under five minutes, with no setup or code required.
Read articleLLM Security12 min read
5 Direct Prompt Injection Attacks Your LLM Endpoint Is Failing in 2026
Five specific direct prompt injection attack patterns that consistently succeed against production LLM endpoints in 2026, with examples, defenses, and testing guidance.
Read articleTooling11 min read
BastionLLM vs. Running Garak Yourself: Which Is Faster for LLM Security Testing in 2026?
A direct comparison of garak and BastionLLM across setup time, payload coverage, output readability, and ongoing maintenance.
Read articleLLM Security12 min read
What Is Indirect Prompt Injection and Why Your RAG Pipeline Is the Main Risk
Indirect prompt injection hides malicious instructions inside retrieved content. If your RAG pipeline treats that content as trusted context, attackers can steer model behavior without touching user input.
Read articleLLM Security8 min read
LLM Security Checklist for Production Deployments in 2026
A comprehensive security checklist for developers shipping LLM-powered features in 2026, covering endpoint hardening, injection testing, and automated scanning.
Read articleGuide10 min read
How to Configure BastionLLM for SSE and NDJSON Streaming Endpoints
A practical setup guide for streaming LLM endpoints, including SSE and NDJSON response parsing, payload schema configuration, and scan validation workflows.
Read articleLLM Security10 min read
Are LLMs Fundamentally Vulnerable to Prompt Injection? What the Research Says in 2026
Research in 2026 shows prompt injection is rooted in LLM architecture, not just weak prompting. Learn what this means for defense strategy, testing frequency, and risk containment.
Read articleLLM Security10 min read
Indirect Prompt Injection Explained: The Attack Vector Hiding in Your RAG Pipeline
A practical breakdown of how indirect prompt injection works in RAG systems, why retrieved content becomes an attack vector, and how to test defenses before production.
Read articleGuide11 min read
How to Add LLM Security Testing to Your CI/CD Pipeline
A practical CI/CD integration guide for LLM security scans, including trigger strategy, pipeline patterns, result handling, and continuous monitoring.
Read articleLLM Security10 min read
What Is a DAN Attack? How Jailbreaks Bypass LLM Safety Guardrails
A practical guide to DAN jailbreak techniques, why standard safety filters fail, and how to test and defend production endpoints against role-play bypass attacks.
Read articleGuide12 min read
LLM Security Testing in 2026: The Complete Developer Guide
A complete walkthrough of modern LLM security testing, from attack surface mapping and automated scans to result interpretation and continuous validation.
Read articleTooling11 min read
BastionLLM vs. Promptfoo: Which LLM Security Tool Fits Your Team?
A practical comparison of BastionLLM and Promptfoo across setup complexity, attack coverage, CI/CD integration, ongoing monitoring, and pricing.
Read articleGuide11 min read
How to Scan Your LLM Endpoint for Jailbreaks: A Step-by-Step Guide
A practical setup guide for endpoint URL, payload schema, response parsing, and pass/fail verdict analysis for jailbreak scans.
Read articleTooling10 min read
Garak vs. BastionLLM: When to Use Each LLM Security Tool in 2026
A practical comparison of setup, attack coverage, monitoring, compatibility, reporting, and pricing to help teams choose the right LLM security workflow.
Read articleLLM Security9 min read
5 Prompt Injection Attacks Your LLM Endpoint Isn't Ready For in 2026
Five high-success prompt injection patterns that still break production endpoints, with examples, detection difficulty, and practical testing coverage.
Read articleLLM Security10 min read
Is Your LLM Leaking Its System Prompt? How to Detect System Prompt Leaks in 2026
System prompt leakage can expose internal AI instructions, business logic, and hidden policies. Learn how to detect leaks with manual and automated testing workflows.
Read articleOWASP12 min read
OWASP LLM Top 10 in 2026: What Every Developer Needs to Know
A practical walkthrough of all OWASP LLM Top 10 categories, what each risk looks like in production, and which vulnerabilities can be tested automatically.
Read articleLLM Security11 min read
What Is Prompt Injection? How to Test Your LLM Endpoint in 2026
Prompt injection is still OWASP LLM01 in 2026. Learn direct vs. indirect attacks, practical testing workflows, and how to build repeatable coverage.
Read articlePlaybook6 min read
LLM Security Testing Checklist Template
A reusable release checklist for prompt injection, jailbreak resistance, and prompt leak testing with audit-ready evidence tracking.
Read article