Multi-Cloud
Data sovereignty requirements are among the most strictly enforced regulations in software: GDPR mandates EU data stays in the EU, certain healthcare data must remain within national borders, and financial data has jurisdiction-specific retention requirements. In a multi-cloud architecture, violating these rules isn't a technical bug
Compliance Testing
PCI-DSS (Payment Card Industry Data Security Standard) applies to any organization that processes, stores, or transmits cardholder data. Non-compliance can result in losing the ability to accept card payments—a business-ending consequence for most companies. PCI-DSS compliance requires both technical controls and periodic assessments. This guide
Compliance Testing
PCI DSS version 4.0 became the only active standard in April 2024. If you process, store, or transmit payment card data — or if your platform affects the security of that data — PCI DSS applies to you. A failed QSA assessment or a data breach means fines, remediation costs, and
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.
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
Traditional software has deterministic behavior: the same input always produces the same output. AI systems break this contract.
Compliance Testing
The EU AI Act became enforceable in phases starting 2024, but August 2026 marks the deadline for full obligations on high-risk AI systems.
Testing
SOX (Sarbanes-Oxley Act) Section 404 requires public companies to document and test internal controls over financial reporting.
Testing
HIPAA (Health Insurance Portability and Accountability Act) imposes specific technical safeguards on software that handles Protected Health Information (PHI).
Testing
Compliance testing done manually, at audit time, is expensive and unreliable.