SOC 2
SOC 2 audits are expensive not because testing is hard, but because evidence collection is a nightmare. Your auditor requests 200 pieces of evidence. You spend two weeks hunting down screenshots of Jira tickets, GitHub access logs, deployment records, and AWS Config snapshots. Then they come back with follow-up
Compliance Testing
The problem with compliance testing is that most teams treat it as a layer separate from their regular test suite. GDPR tests live in one place, SOC 2 evidence collection in another, PCI tests in a third. Each uses a different toolchain, runs on a different schedule, and is owned
Compliance Testing
EU AI Act compliance for high-risk AI systems is not a one-time checklist — it requires ongoing automated testing. This guide shows how to integrate bias, accuracy, robustness, audit trail, and logging tests into GitHub Actions using DeepEval and Giskard, with full YAML examples and a production monitoring setup
AI Testing
LLMs encode the biases present in their training data — and those biases surface in completions in ways that are measurable and testable. This guide covers what LLM bias looks like in practice, how to measure it with established benchmarks and DeepEval, how to build a bias test suite, and how
AI Testing
AI systems fail in ways traditional software doesn't — they drift, discriminate, and hallucinate, often silently. Risk-based testing for AI means probing bias across demographic groups, benchmarking accuracy under distribution shift, testing adversarial robustness, and measuring hallucination rates. This guide shows how to do all of it with
Compliance Testing
The EU AI Act's full obligations for high-risk AI systems take effect in August 2026. If you're building AI-powered products in hiring, credit, healthcare, or similar domains, you need a concrete testing strategy right now — not a legal strategy, an engineering one. This guide
Testing
SOX (Sarbanes-Oxley Act) Section 404 requires public companies to document and test internal controls over financial reporting. For software teams, this means testing IT General Controls (ITGCs) — access controls, change management, and data integrity controls — that support financial systems. This guide covers what SOX compliance means for software testing,
Testing
HIPAA (Health Insurance Portability and Accountability Act) imposes specific technical safeguards on software that handles Protected Health Information (PHI). Testing for HIPAA compliance means verifying these safeguards work as designed — not just documenting that policies exist. This guide focuses on what to test, how to structure those tests, and how
Testing
Compliance testing done manually, at audit time, is expensive and unreliable. Controls that worked in Q1 can break in Q3 when someone updates a middleware or changes an API. Automated compliance testing shifts the catch point to when code changes — cheap to fix — rather than when auditors arrive. This guide
Testing
GDPR testing is not a single audit — it's ongoing verification that your application handles personal data according to the regulation's requirements. This guide covers what to test, how to structure tests for the major GDPR obligations, and how to integrate compliance testing into your development workflow.
Compliance Testing
HIPAA (Health Insurance Portability and Accountability Act) violations can cost healthcare organizations millions in fines and destroy patient trust. Unlike many compliance frameworks, HIPAA violations don't require a data breach—a misconfigured access control or missing audit log is enough. This guide covers practical testing strategies for HIPAA-