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The portfolio recruiters actually open: 5 projects that get replies

Why scale beats novelty, how to write a README that gets read, and the one metric to put at the top.

CSCareer ServicesACRY placement team Jul 24, 2026 6 min read

Key takeaways up front

  • Recruiters spend under 90 seconds per portfolio
  • A number in the first line doubles reply rates
  • Domain-specific beats generic every time

We tracked which portfolio links got responses across 1,200 applications. The pattern was consistent enough to be a checklist.

1The five project archetypes that work

Pick three of these, matched to the job family you are targeting.

  • A workflow automation with measured hours saved
  • A retrieval assistant over a real, messy corpus
  • An analytics project that ends in a decision, not a chart
  • An agent that completes a multi-step business task
  • A teardown: something that failed, and what you changed

2README structure that gets read

Front-load the outcome; put the architecture below the fold.

  • Line one: the metric — hours saved, accuracy, cost per run
  • Then: the problem in two sentences
  • Then: a screenshot or 20-second clip
  • Finally: architecture, trade-offs and known limits

What to do next

  • Three targeted projects beat ten generic ones.
  • Lead with the number.
  • Include one honest limitations section — reviewers trust it.
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