# Grep vs. Vectors: Why Simple Search Is Beating Embeddings for AI Agents

Page: https://stenobird.com/podcast/answer-engine-optimization-aeo-the-ai-search-podcast-7756998/grep-vs-vectors-why-simple-search-is-beating-embeddings-for-ai-agents
Text version: https://stenobird.com/podcast/answer-engine-optimization-aeo-the-ai-search-podcast-7756998/grep-vs-vectors-why-simple-search-is-beating-embeddings-for-ai-agents.md
Podcast: [Answer Engine Optimization (AEO): The AI Search Podcast](https://stenobird.com/podcast/answer-engine-optimization-aeo-the-ai-search-podcast-7756998)
Published: 2026-06-10T16:59:36+00:00
Episode link: https://share.transistor.fm/s/2b9b70a8
Audio file: https://media.transistor.fm/2b9b70a8/766187bf.mp3
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JSON: https://stenobird.com/v1/public/podcasts/answer-engine-optimization-aeo-the-ai-search-podcast-7756998/episodes/grep-vs-vectors-why-simple-search-is-beating-embeddings-for-ai-agents
Duration seconds: 573

## Resource

Research shows grep matches vector embeddings for code retrieval. We debate when to use each for AI agents.

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## Transcript

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