Beam - Automated Scribe for Community Care Worker
Fabric Score 4.3
PublicPublic ServicesBeamGenAI modelExecutive / Org Leadership ×1
Workflow Diagram

Fabric Score
Task
During a meeting between a social worker and a service user, the AI system generates notes for the social worker to review and use.
Intent
The AI system improves trust and rapport between the social worker and service user; increases note-taking quality; and saves administrative time.
AI Workflow
Input
With service user approval, an audio recording is recorded and passed to the AI system.
Process
The AI system transcribes, diarises, and summarises the meeting per a “template” that has been co-designed with a particular social care team.
Output
Social worker reviews/edits output notes and adds them to their system of record, such as a Case Management System. The social worker can also use the tool to generate and review secondary artefacts (e.g. a follow-up letter).
Human Oversight Level
Human-Led with AI Assistance
Institutional Oversight Examples
- •Data Protection (Regulation) and DPIAs and DSAs
- •ISO 27001, Cyber Essentials Plus, medical device registration
- •HIPAA in the US
Risk
Social workers could become over-reliant on the AI system for documentation.
Output Modification Telemetry
- Unfaithful outputs (policy, tone, or style misalignment)34%
- Factual errors / hallucinations33%
- Missing or incomplete information33%
Transversal Metrics
Grouped by Fabric dimension.
Efficacy
Accuracy90 %
Efficiency
Operational Friction2 hrs/wk
Implementation Overhead60 hrs
Time to Launch4 wks
Value
Effort Reduction67 %
Effort Burden10 min/output
Risk
Reliability2 incident/month