The Data Behind AI

Follow the information behind an answer.

The 48-page visual guide that makes the rest make sense. Follow information from its source to an AI answer, with diagrams and worked examples you can read without writing code.

What’s inside

• AI Begins With Data: what a model learns, and what an application retrieves.
• Inside a Database: tables, relationships, keys, and queries.
• How Data Moves: APIs, pipelines, and keeping copies in sync.
• Can You Trust It? Validation, metadata, lineage, and missing values.
• How Search Finds Things: keywords, embeddings, and hybrid search.
• From Search Result to AI Answer: retrieval-augmented generation and its limits.
• Follow a Real Dataset: a World Bank indicator, from definition to an honest chart.

What you get

• A 48-page illustrated PDF in an 8 × 10-inch layout.
• Seven chapters, a closing checklist, a glossary, and source references.
• A visual route through databases, search, and the information behind AI answers.

Published by Neura Collective. An SI Database guide. No coding required.