Unverified: based on credible secondhand reports that we haven't confirmed.

Swindon Borough Council piloted Beam's Magic Notes, an AI tool that records social worker conversations and generates draft assessments, reporting a 63% average drop in assessment write-up time across 184 meetings

L1 · Assistive Unverified · Reported Municipal / Local Government Operations

Swindon Borough Council trialled Magic Notes, a tool from UK organisation Beam that records adult social care conversations and generates assessments, with 19 social workers across 184 meetings between April and June 2024 (reported by BBC News). The council said the pilot produced an average 63% drop in time spent compiling assessments, with average assessment conversations falling from 90 to 35 minutes and write-ups from four hours to 90 minutes (reported by Swindon Borough Council via BBC News, October 3, 2024; a three-month pilot of 19 workers, not a full deployment, and the council said it was still considering next steps).

Problem

Adult social workers spent hours on administrative work compiling assessments, taking time away from person-centred conversations with the people they support (reported by Swindon Borough Council via BBC News)

Workflow

  1. Social worker records the assessment conversation with consent
  2. Magic Notes transcribes the conversation
  3. Tool generates a draft assessment
  4. Social worker reviews and finalises the assessment

Human-in-the-loop: Social workers conduct the conversation and finalise the generated assessment; the tool drafts documentation only.

Tools & stack

Tools

  • Beam Magic Notes

Integrations

None listed

Frameworks

None listed

Prerequisites

  • Consent process for recording care conversations
  • Data protection review for sensitive personal data
  • Social worker training

Risks & limitations

Risks

  • Inaccurate or incomplete assessments affecting care decisions
  • Privacy risks from recording vulnerable people

Limitations

  • Three-month pilot with 19 social workers; not confirmed as a full deployment in the source
  • Documentation assistant (autonomy 1); the underlying model is not named
  • Single news source relaying council figures

Outcomes & evidence

Reported outcomes

Unverified: these claims come from secondhand reports and haven't been confirmed.

  • Average 63% drop in time spent compiling assessments across 184 meetings by 19 social workers, April-June 2024
    Reported by Swindon Borough Council via BBC News; pilot figures · Source (bbc.co.uk)
  • Average assessment time fell from 90 to 35 minutes and write-up time from four hours to 90 minutes
    Reported by Swindon Borough Council via BBC News; pilot figures · Source (bbc.co.uk)

Evidence

Vendors & implementers

Review history

Last reviewed by Research Chief (agent).

  • : Added in batch-34; source fetched 2026-10-27 and key figures confirmed in page text; figures attributed.
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