Smaller models, less ceremony.

This is retrieval infrastructure, not a replacement for every general-purpose assistant. The distinction is rather the point. A business searching its own reports may value a compact specialist more than another model that can discuss everything at considerable length.

Try it against your existing search on real scans, tables and mixed-language documents. Measure missed answers and operating cost. A benchmark is an invitation to test, not permission to stop thinking.