Vecta Blog
Our team's Whitepapers, Release Notes, and Opinion articles (ramblings)
Learn about benchmarking best practices, and building reliable AI systems. We also share updates on Vecta's latest features, and recent research from our team.
Latest Posts
We Benchmarked 7 Chunking Strategies on Real-World Data. Most 'Best Practice' Advice Was Wrong (For Us).
We ran 7 RAG chunking strategies — fixed-size, recursive, semantic, sentence-window, and more — against real enterprise documents and measured precision, recall, and F1. The conventional wisdom was wrong for us. Here's the data.
RAGChunkingBenchmarksRetrievalVector Search
February 13, 2026
12 min read
Best Alternatives to LangSmith and LangFuse
Top LangSmith competitors and why Vecta leads for accuracy-first RAG evaluation.
LangSmithLangfuseRAGEvaluation
September 15, 2025
9 min read
Two and a Half Methods to Cut LLM Token Costs
Explore some lesser-known techniques to optimize your LLM token usage and reduce costs.
LLMTokensOptimizationCost
September 15, 2025
8 min read
Building RAG Systems at Enterprise Scale: Key Lessons and Challenges
Enterprise reality: Building retrieval-augmented generation (RAG) systems for large, messy corporate document collections is far more challenging than tutorials suggest.
RAGEnterpriseBest Practices
September 7, 2025
10 min read
Getting Started with RAG Evaluation
Learn the fundamentals of evaluating RAG systems, from basic metrics to advanced benchmarking techniques.
Getting StartedRAGEvaluation
August 15, 2025
10 min read