# #525 Neil: Stanford STORM Make Claude Research Like 5 Experts

Page: https://stenobird.com/podcast/ai-fire-daily-7354020/525-neil-stanford-storm-make-claude-research-like-5-experts
Text version: https://stenobird.com/podcast/ai-fire-daily-7354020/525-neil-stanford-storm-make-claude-research-like-5-experts.md
Podcast: [AI Fire Daily](https://stenobird.com/podcast/ai-fire-daily-7354020)
Published: 2026-07-03T04:53:40+00:00
Episode link: https://rss.com/podcasts/ai-fire-daily/2961335
Audio file: https://content.rss.com/episodes/331987/2961335/ai-fire-daily/2026_07_03_04_55_17_1e1ae039-313c-4e6a-ae50-ec49cfd980c5.mp3
Processing state: not_requested
JSON: https://stenobird.com/v1/public/podcasts/ai-fire-daily-7354020/episodes/525-neil-stanford-storm-make-claude-research-like-5-experts
Duration seconds: 833

## Resource

Stanford STORM is a research method from Stanford that runs any topic through 5 competing expert perspectives. The workflow maps contradictions, prioritizes the strongest evidence, then verifies every source as confirmed, corrected, or demoted. No installs. Just 4 prompts in Claude chat. ⚡ We'll Talk About: What Stanford STORM actually is and where the 25% better organization stat comes from The 5 expert lenses and why each one exists The exact 4 prompts to run STORM in Claude chat How to read the conflict map and reliability scores in the final report How to add custom lenses based on your audience and research goal Keywords : Stanford STORM, Claude Chat Research, AI Research Workflow, Prompt-Based Research, AI Fact-Checking, AI Tools. Links: Newsletter: Sign up for our FREE daily newsletter. Our Community: Get 3-level AI tutorials across industries. Join AI Fire Academy: 500+ advanced AI workflows ($14,500+ Value) Our Socials: Facebook Group: Join 295K+ AI builders X (Twitter): Follow us for daily AI drops YouTube: Watch AI walkthroughs & tutorials

## Actions

- request_transcript: `POST https://stenobird.com/v1/public/podcasts/ai-fire-daily-7354020/episodes/525-neil-stanford-storm-make-claude-research-like-5-experts/transcription-requests` — Idempotently request low-priority transcript generation for this episode.
- read_markdown: `GET https://stenobird.com/podcast/ai-fire-daily-7354020/525-neil-stanford-storm-make-claude-research-like-5-experts.md` — Read the agent-friendly Markdown representation of this episode resource.

A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed.

## Transcript

Full transcripts are not published on public pages unless there is a clear rights basis.