{
  "id": "AIBD-0560",
  "title": "Somerset Council: Using Microsoft Copilot to improve productivity",
  "summary": "Somerset reports two to four hours saved weekly per Copilot user, with 75% reporting better focus and 53% finding work more enjoyable.",
  "date_observed": "2025-02-03",
  "date_basis": "source publication",
  "date_precision": "day",
  "benefit_status": "reported",
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  "source_entry": "LGA-024",
  "account": "Somerset offered 300 Copilot licenses to staff and assessed their experiences after three months. Staff reportedly reduced meeting-minute work from 72 to 17 minutes and saved two to four hours weekly. Productivity and enjoyment results are self-reported. The stated 4–10x ROI is project-side valuation, not independently validated cash savings.",
  "category": "general benefit",
  "unexpected": false,
  "purpose": "Explore whether Copilot improves staff productivity and work experience.",
  "system": "Microsoft Copilot",
  "model_version": null,
  "developer": "Microsoft",
  "deployer": "Somerset Council",
  "location": "United Kingdom",
  "domain": "Local-government administration and workplace productivity",
  "segment": null,
  "benefit_type": "Improved Organizational Efficiency",
  "taxonomy_note": null,
  "registry_ids": {},
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    {
      "group": "organizational",
      "depth": 1,
      "reason": "Staff report less time spent on meeting notes and other tasks."
    },
    {
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      "depth": 2,
      "reason": "Staff report improved focus, productivity, and work experience. The duration of those improvements is unknown."
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    "statement": "The source attributes transcription, note creation, and related task support to Copilot. Staff surveys, interviews, and usage data underpin reported time and work-experience improvements, without an independent causal evaluation."
  },
  "evidence": [
    {
      "kind": "report",
      "citation": "Council or project account published in the Local Government Association AI case-study bank. The account provides no independent outcome evaluation.",
      "title": "Somerset Council: Using Microsoft Copilot to improve productivity",
      "url": "https://www.local.gov.uk/case-studies/somerset-council-using-microsoft-copilot-improve-productivity",
      "date": "2025-02-03",
      "written_by": "deployer",
      "quote": null
    }
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  "replication": {
    "produced_by": [
      "The discovery pilot provided 300 licenses to staff volunteers and used regular review points.",
      "Participants received peer support through a Teams community and regular contact sessions."
    ],
    "must_hold": [
      "The conditions needed to reproduce the benefit are unspecified."
    ],
    "echoes": []
  },
  "paired_incident": null,
  "headline": "Somerset reports time savings and improved staff focus",
  "metric": null,
  "comparator": null,
  "later": null,
  "value": null,
  "developer_country": null,
  "deployer_country": null,
  "unrated_because": null,
  "brief_notes": null,
  "brief": null,
  "revisions": [
    {
      "date": "2026-10-22",
      "change": "Added the case.",
      "source": "https://www.local.gov.uk/case-studies/somerset-council-using-microsoft-copilot-improve-productivity",
      "editor": "AIBD"
    }
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  "confidence": "claimed",
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