Case Study: Eliminating Transcription Backlogs Across Outpatient Specialties

Lyrebird & University Hospitals of Leicester NHS Trust
Organisation: University Hospitals of Leicester NHS Trust
Setting: One of the UK's largest and busiest acute Trusts
Deployment: 4-week pilot across outpatient specialties
Specialties: Women's health, paediatrics, haematology, respiratory
Focus: Addressing transcription backlogs and letter turnaround delays

The Challenge
University Hospitals of Leicester faced documentation workflow challenges that affected care continuity and operational efficiency:
- Transcription backlogs: Letters were taking nearly a week to reach patients and GPs, creating delays in care coordination and follow-up.
- External transcription dependency: Reliance on outsourced transcription services introduced delays and removed direct control over documentation timelines.
- Approval cycle delays: Even after transcription, approval workflows added days to letter finalisation.
- Administrative burden: Staff spent significant time chasing transcription delays rather than supporting patient communication and service coordination.
- Workflow fragmentation: Separation between consultation, transcription, and approval meant documentation was rarely finalised during clinic hours.
The Solution
UHL deployed Lyrebird Health's ambient voice technology across multiple outpatient specialties to test whether AI-powered documentation could eliminate transcription backlogs and accelerate letter turnaround at scale.
The technology captures clinical conversations during consultations and generates structured letters in real-time, enabling clinicians to review and finalise documentation before leaving clinic.
What changed on the ground
During the 4-week pilot, clinicians immediately noticed the shift in workflow. Instead of waiting for outsourced transcription and approval cycles, letters were generated instantly and could be reviewed and finalised before the clinician left clinic.
A senior consultant described the change:
"Transformational - what once took days of chasing through admin queues now happens before I leave the consultation room."
Administrative staff, instead of spending time chasing transcription delays, could focus on supporting patient communication, scheduling, and service coordination.

Results
Productivity and Workflow Acceleration
- Transcription time: Reduced from 14.7 hours to 1 minute (>99% improvement)
- Approval time: Reduced from 5.4 days to 1 minute (>99% improvement)
- Letter turnaround: Accelerated from 6.7 days to 22 hours (81% improvement)
Workflow and Compliance Benefits
- Dependency removal: Elimination of external transcription dependency, bringing documentation control in-house
- Real-time availability: Documentation available for review within minutes of consultation completion
- Governance improvement: Enhanced audit trail, document quality compliance, and clinical governance through standardised documentation processes
Clinical Accuracy and Safety
- Medical terminology accuracy: 95% transcription accuracy for medical terminology across specialties
- Documentation standardisation: Consistent documentation structure across different specialties and clinicians
- Communication quality: Enhanced clinical communication with GPs and referrers through faster, more complete letters
Clinician Experience
- Recommendation rate: 95% of clinicians would recommend Lyrebird to colleagues, indicating high user confidence in system safety and utility
- Consultation focus: 100% of clinicians reported improved focus during consultations due to reduced documentation burden during patient interactions
Impact: What the Pilot Demonstrated
UHL's 4-week pilot validated that ambient voice technology could address transcription backlogs and workflow delays at scale across diverse outpatient specialties.
- For patients and GPs: Letter turnaround reduced from 6.7 days to less than 24 hours, improving care continuity and enabling faster clinical decision-making.
- For clinicians: Real-time documentation replaced outsourced transcription workflows. Clinicians could finalise letters before leaving the clinic rather than waiting days for transcription and approval.
- For administrative teams: Time previously spent chasing transcription delays was redirected to patient-facing activities and service coordination.
- For the organisation: Removal of external transcription dependency reduced costs and brought documentation timelines under direct control.
Looking Forward
UHL's pilot demonstrates that ambient voice technology can eliminate transcription backlogs and accelerate letter turnaround across busy acute trust settings.
The 4-week timeframe validates that benefits are realised quickly once the technology is deployed, with minimal disruption to existing clinical workflows. High clinician recommendation rates (95%) indicate that the technology is acceptable and valued by frontline users.
For NHS trusts facing similar transcription delays and external service dependencies, UHL's experience offers evidence that ambient voice technology can address these challenges at scale while improving documentation quality and clinician experience.
The pilot's success across diverse specialties (women's health, paediatrics, haematology, respiratory) suggests that the approach is generalisable and not limited to specific clinical contexts.
Contact Lyrebird Health:
enterprise@lyrebirdhealth.com | lyrebirdhealth.com
This case study is based on deployment data and feedback from University Hospitals of Leicester NHS Trust's 4-week ambient voice technology pilot across outpatient specialties.






