GenAI QA Blog | genai.qa
Practical insights on GenAI application testing - hallucination benchmarking, prompt injection defense, RAG evaluation, agent safety, and compliance documentation for startups.
RAGAS vs TruLens (2026): Which to Pick + When
RAGAS vs TruLens compared on metrics, tracing, observability, and cost. A clear verdict on when RAGAS wins, when TruLens …
Promptfoo vs LangSmith (2026): Eval Harness or Platform
Promptfoo vs LangSmith compared on eval style, red-teaming, production tracing, self-hosting, and cost. A clear verdict …
Ollama vs vLLM (2026): Local Dev vs Production Serving
Ollama vs vLLM compared - simple local LLM runtime vs high-throughput GPU serving engine, on concurrency, deployment, …
Ollama vs LM Studio (2026): Run Local LLMs the Right Way
Ollama vs LM Studio compared - open-source CLI and server vs polished desktop GUI for running local LLMs. Decision …
LangGraph vs AutoGen (2026): Pick the Right Agent Framework
LangGraph vs AutoGen compared - graph-based state control vs conversation-driven multi-agent collaboration, the …
Langfuse vs Helicone (2026): Which LLM Observability Tool to Pick
Langfuse vs Helicone compared on tracing, evals, proxy logging, cost tracking, self-hosting, and price. A clear verdict …
LangChain vs LlamaIndex (2026): Which LLM Framework to Pick
LangChain vs LlamaIndex compared on orchestration, RAG, agents, data ingestion, and cost. Clear verdict on when …
Haystack vs LangChain (2026): Pick the Right LLM Framework
Haystack vs LangChain compared - pipeline-based RAG and search vs the broadest agent and integration ecosystem, with a …
Guardrails AI vs NeMo Guardrails (2026): Which LLM Safety Framework?
Guardrails AI vs NeMo Guardrails compared - validator-centric output validation vs Colang conversational rails, …
Giskard vs DeepEval (2026): Which to Pick + When
Giskard vs DeepEval compared on red-teaming, metric coverage, CI/CD fit, and cost. A clear verdict on when Giskard wins, …
DSPy vs LangChain (2026): Optimize or Orchestrate?
DSPy vs LangChain compared - declarative self-optimizing pipelines vs manual orchestration, prompt tuning, integrations, …
CrewAI vs AutoGen (2026): Multi-Agent Framework Verdict
CrewAI vs AutoGen compared - role-based crews and flows vs conversation-driven agents, control model, ecosystem, cost, …
Braintrust vs LangSmith (2026): Which LLM Eval Platform to Pick
Braintrust vs LangSmith compared on evaluation, experimentation, scoring, datasets, tracing, and LangChain fit. Clear …
LangSmith vs Langfuse (2026): Which LLM Observability Tool to Pick
LangSmith vs Langfuse compared on tracing, evals, prompt management, self-hosting, and cost. Clear verdict on when …
EU AI Act Adversarial Testing: Red-Team Checklist
EU AI Act adversarial testing requirements explained: the Article 15 red-team evidence checklist, mapped to NIST AI RMF …
AI QA for Financial Services: Chatbot Hallucination Testing
Banking chatbot hallucination testing as a compliance problem, not a UX bug. A regulator-mapped framework for CFPB UDAAP …
LangSmith Alternative: Replace LangSmith with Claude Code + Phoenix in 2026 (Save $30K-$200K/year)
Independent guide to replacing LangSmith LLM observability with Arize Phoenix, Helicone, and Claude Code. Cost …
Promptfoo vs DeepEval: LLM Testing Framework Comparison (2026)
Promptfoo vs DeepEval compared - CLI red-teaming vs Python pytest testing, metric coverage, CI/CD integration, cost, and …
DeepEval vs RAGAS (2026): Which to Pick + When
DeepEval vs RAGAS compared on metric coverage, setup, CI/CD, and cost. Clear verdict on when DeepEval wins, when RAGAS …
Hire LLM Engineer 2026 - Salary, Skills, Interview Questions, Portfolio Red Flags
Hiring LLM engineers in 2026 - salary benchmarks (USD 130-400k+), skills matrix (LangChain, RAG, fine-tuning, …
Pinecone vs Weaviate vs Qdrant vs Chroma vs Milvus 2026 Vector DB Guide
Vector databases compared for 2026 - Pinecone, Weaviate, Qdrant, Chroma, Milvus. Ingest speed, query latency, filtering, …
LangFuse vs LangSmith vs Braintrust vs Helicone vs Portkey 2026
LLM observability platforms compared for 2026 - LangFuse, LangSmith, Braintrust, Helicone, Portkey. Tracing, evaluation, …
LangSmith vs Braintrust vs Galileo: Agent Trajectory Testing
LangSmith, Braintrust, Galileo, Arize Phoenix + 3 more compared for AI agent trajectory testing in 2026 - golden …
EU AI Act Compliance for Startups: What You Actually Need to Do by August 2026
A startup-actionable summary of EU AI Act requirements - risk classification, documentation requirements, testing …
What Your Series B Investors Will Ask About AI Safety (And How to Answer)
The 12 most common AI safety and quality questions VCs ask during technical due diligence, with template answers and …
Promptfoo vs DeepEval vs RAGAS: 2026 LLM Evaluation Tools Comparison
In-depth comparison of Promptfoo, DeepEval, and RAGAS - the three leading open-source GenAI evaluation frameworks. …
How to Test AI Agents: Safety Boundaries, Tool Use, and Planning Failures
The first comprehensive guide to testing autonomous AI agents. Covers tool use validation, planning verification, safety …
OWASP LLM Top 10: A Startup CTO's Testing Checklist
Maps the OWASP Top 10 for LLM Applications to concrete testing actions. Severity ratings, testing approaches, tool …
7 Ways RAG Systems Fail in Production (And How to Test for Each)
A detailed breakdown of RAG failure modes - retrieval miss, grounding failure, context overflow, stale data, and more. …
The Complete Guide to GenAI Application Testing (2026)
The definitive guide to testing GenAI applications - hallucination benchmarking, prompt injection testing, RAG …
Why 30% of GenAI Projects Fail After POC - And How to Prevent It
One-third of GenAI projects never make it past proof-of-concept. Analysis of the five most common failure patterns and …