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Summarize 20 articles into a cited document

An agent extracted key insights from 20 articles, found common themes and produced a cited summary; the write-up estimates 18 minutes versus hours by hand.

Time saved
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Setup time
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Running cost
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Cost range
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Use case overview

An agent extracted key insights from 20 articles, found common themes and produced a cited summary; the write-up estimates 18 minutes versus hours by hand.

Reported experience

  1. What they did

    For an article on AI automation trends, a user gave Claude in Chrome a set of 20 articles. The prompt asked it to pull key insights from each, find common themes, and build an organized summary document with citations. The guide shows only the prompt and the result, not the individual steps the agent took.

  2. How it went

    The guide puts manual effort at an estimated 4-5 hours against 18 minutes for Claude. The summaries were accurate enough to show which articles deserved a full read, but the guide says this speeds up research and doesn't replace reading.

  3. Worth knowing

    The 4-5 hour manual figure is an estimate, not a measurement. The guide also says long sessions and long lists can stop mid-task, so add checkpoints.

Example prompts

Try with Claude Code
Read these [number] articles: [URLs or file paths]. Extract the key insights from each, identify the themes they share and where they disagree, and write a summary document in [folder] with a citation to the source for every claim. Aim for about [length] and stop when every article is cited at least once. Flag any article you couldn't open instead of guessing.
Coding · Advanced
  1. Write migration plan
  2. Agent edits in batches
  3. Tests per batch

Ship a 40-file refactor with a coding agent

Plan, execute and review a cross-cutting refactor in small batches, with Claude Code making the edits and GitHub Copilot reviewing each PR.

Claude Code · GitHub Copilot