Tag: vision-llm

Apr 01, 2026

Multimodal RAG: when summary-based stops being enough

A founder asked why their AI assistant kept saying 'the chart shows a positive trend' instead of reading the actual numbers. The pipeline was doing exactly what it was designed to do, and that was the problem. Here is how Sapota decides between summary-based and native multimodal RAG.