Whitepaper 01 · 2026

Retrieval you can stand behind. In courtrooms, clinics, and capital.

Vectors are fuzzy nearest-neighbour guesses. For chat, that's fine. For healthcare, finance, and law, it's a liability. This paper makes the case for vectorless retrieval — and introduces the product that ships it.

One Go binary · Self-hosted · Drop in any RAG pipeline · 20 pages

Inside the paper
  • 00

    Introduction: The Accuracy Ceiling

    Where vector RAG stopped being enough

  • 01

    Why Vectors Hit the Wall

    Three failure modes that show up in production

  • 02

    What Vectorless Means

    Retrieval as navigation, not approximation

  • 03

    Healthcare, Finance & High-Accuracy Domains

    Where the case writes itself — with examples

  • 04

    How vectorless.store Works

    One Go binary, dropped into your pipeline

  • 05

    Integration & Compliance

    Self-hosted, air-gap-ready, audit-trail-native

Vectorless-Whitepaper.pdf
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