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The record

The record

Notes on research, sources, and what a citation is allowed to mean.

A citation is a promise. These notes are about keeping it.

01Notes
  1. AI-led expert calls vs transcript libraries: what investors actually buy

    How AI-led expert calls differ from human-led calls and transcript search, and when a source-backed research agent fits instead of an expert network.

  2. Cited AI for association members: standards, handbooks, and when a chatbot isn’t enough

    How trade associations get member answers from standards and handbooks with sources attached, and when a research workflow fits better than a portal FAQ bot.

  3. How do you use AI on a sensitive dataset without sending raw rows?

    A member file, a FOIA dump, or a book is not a prompt. Raw rows can stay private. The model sees schema and aggregates. Nothing auto-starts.

  4. Why do AI deep-research reports cite URLs that don’t exist?

    Deep-research agents cite more URLs than search-augmented models, and hallucinate more of them. A citation is a promise that the page exists.

02The door

Bring us a question or a dataset.