Blog

Insights on RAG, document AI, and building better chatbots.

EngineeringApril 5, 2026

Why hybrid search outperforms pure vector search for RAG

We tested BM25, vector-only, and hybrid approaches across 12 document types. Here's what we found.

ProductMarch 22, 2026

Building chatbots your users actually trust

Citation linking, confidence scores, and graceful 'I don't know' responses — the features that build trust.

EngineeringMarch 10, 2026

Document chunking strategies that actually matter

Fixed-size chunks are leaving accuracy on the table. We break down semantic, recursive, and document-aware chunking.

Case StudyFebruary 28, 2026

How Meridian Law cut research time by 80% with Vestric

A 50-person law firm went from manual document review to AI-powered research in two weeks.

GuideFebruary 15, 2026

The RAG quality checklist: 15 things to get right

From embedding model selection to reranking — a practical checklist for production RAG systems.