Stop losing time and money to manual GL workflows.
AutoGL is the agentic automation layer for hospital insurance Guarantee Letter (GL) workflows — intake, submission, tracking, escalation and reconciliation. Faster admissions, fewer dropped cases, and a revenue cycle that actually closes on time.
Where GL workflows quietly cost you money
Insurance Guarantee Letters are the slowest, least-automated step in modern admissions — and the most expensive when they go wrong.
Patients waiting hours for GL
Admissions stall while staff chase paperwork between insurer, ward and finance — a clinical bed sits empty and a patient sits in the lobby.
Insurer-template chaos
Each insurer wants different forms, different fields, different attachments — submitted manually, with no good feedback when something is missing.
SLA breaches go unnoticed
When an insurer doesn't respond, no one calls — until billing notices weeks later that an entire admission wasn't covered.
Revenue leakage everywhere
Missing documentation, late submissions, untracked escalations — the cumulative effect is a quiet leak in the revenue cycle that finance can't plug.
For Clinicians
- Faster admissions — patients moved from triage to bed sooner
- Less time chasing GL paperwork during the shift
- Fewer escalations and last-minute scrambles at the desk
- Better visibility into which patients are still pending GL
- More energy spent on care, less on insurer ping-pong
For Operators & Executives
- Faster conversion from patient arrival to confirmed admission
- Reduced revenue leakage and admin labour cost
- Tighter cashflow predictability across insurers
- Operational control over insurer-side variability
- Clean audit trail for every GL case end-to-end
What It Is
Built for real workflows, not slide decks.
Qmed AutoGL is an agentic automation platform for insurance Guarantee Letter workflows — built for hospital finance, billing and patient access teams. It picks up GL cases at intake, prepares the right documents per insurer template, submits and tracks the request, escalates when SLAs slip and reconciles outcomes back into the revenue cycle.
Core Capabilities
Agentic automation, end-to-end
Built to take the GL workflow from a manual relay race to a tracked, governed, auditable assembly line.
Auto-intake at admission
AutoGL picks up new GL cases the moment a patient is registered for an insured admission — no waiting for the ward to email finance.
- Auto-trigger from HIS
- Pre-populated case files
- Insurer detection
Per-insurer template prep
For each insurer, the right form, the right fields and the right attachments are assembled automatically.
- Insurer-specific templates
- Auto-attachment matching
- Pre-submission validation
Submission & tracking
Submissions are sent through the right channel for each insurer, with status tracked in one dashboard — not 12 inboxes.
- Multi-channel submission
- One unified dashboard
- Per-case status timeline
SLA escalation alerts
When an insurer doesn't respond within SLA, the case is flagged — and routed to a human owner with the full audit trail.
- SLA-driven alerts
- Auto-escalation workflows
- Owner-assigned tasks
Auto-reconciliation
Approvals, decisions and final amounts are reconciled back into the revenue cycle automatically — closing the loop on every case.
- Live reconciliation
- Discrepancy flagging
- Revenue-cycle integration
Audit-ready trail
Every action, every override and every insurer touch-point is logged for governance, audit and dispute resolution.
- Per-case audit log
- Override tracking
- Exportable evidence pack
From admission to closed case
Five steps that turn manual GL chasing into a controllable, auditable revenue-cycle stage.
Intake
New GL case is auto-created when an insured admission is registered.
Prepare
Insurer-specific template is assembled with the right fields and attachments.
Submit
Submission is sent via the insurer's preferred channel and tracked.
Track & escalate
SLA breaches and missing-info responses are flagged and routed to owners.
Reconcile
Final outcome is posted back into billing and the revenue cycle.
The AutoGL advantage
Operational, financial and patient-experience improvements you can measure in weeks, not quarters.
Operational
- Faster admissions and earlier bed placement
- Less manual GL chasing across teams
- Clear ownership for every stalled case
Financial
- Lower revenue leakage per admission
- Faster billing close per cycle
- Better insurer SLA outcomes
Patient Experience
- Less waiting between triage and admission
- Clearer visibility into GL status
- Smoother discharge billing
Outcomes & KPIs
Outcomes you can measure.
We design every deployment to deliver measurable change — not just a feature list.
Time-to-GL submission and time-to-approval
Reduction in staff time per GL case
Reduction in missing documentation errors
Reduction in revenue leakage and delayed billing
Improved insurer SLA compliance and dispute outcomes
Deployment
- On-premise or private cloud options
- Integration with HIS, billing and document repositories
- Configurable insurer routing and templates
- Phased rollout per ward or insurer cohort
Security & Governance
- PDPA-aligned handling of patient and policy data
- Role-based access for finance, ops and clinical reviewers
- Audit logging of every action and override
- Controlled workflow templates for consistency
The plain truth.
AutoGL is not automation for automation's sake. It is a revenue-cycle control lever — every minute of GL processing time you remove is a minute closer to admission, and every percentage point of leakage you recover funds the next module rollout.
Ready to deploy Qmed AutoGL?
Talk to our team about your hospital's rollout. We'll scope a pilot that fits your reality — not a generic demo.