{
  "abstract": "Calculate your AI payback period using human-only adoption, separating agent activity above 20% of product events to avoid inflated usage metrics.\n\nIndependent technical note mirroring the canonical version: https://pnpai.co/blog/calculate-ai-payback-period-85-adoptionproduct-and-ops-roll-out.php",
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  "authors": [
    {
      "name": "Jonas Keller"
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  "bibtex": "https://research.draconitic.com/paper/cc6pt7v9y5vsg.bib",
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  "doi": "10.5281/zenodo.23551663",
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  "pdf_url": "https://zenodo.org/api/records/23551663/files/blog_calculate-ai-payback-period-85-adoptionproduct-and-ops-roll-out.php.pdf/content",
  "pmcid": null,
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  "published": "2026-10-21",
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  "ris": "https://research.draconitic.com/paper/cc6pt7v9y5vsg.ris",
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  "subjects": [],
  "title": "Calculate AI Payback Period: 85% Adoption—Product and Ops Roll Out?",
  "title_text": "Calculate AI Payback Period: 85% Adoption—Product and Ops Roll Out?",
  "type": "preprint",
  "updated_at": "2026-11-04T12:20:54Z",
  "url": "https://research.draconitic.com/paper/cc6pt7v9y5vsg",
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