OpenClaw for Emergency Departments: Coordinating Care for the Patients Who Keep Coming Back

OpenClaw for Emergency Departments: Coordinating Care for the Patients Who Keep Coming Back

Case management literature has long pointed to a consistent pattern: a small fraction of patients — often cited around 5% — account for roughly a quarter of all emergency department visits. These are not patients abusing the system. They are usually patients with poorly controlled chronic disease, unstable housing, limited primary care access, or behavioral health needs who keep ending up in the one place that is open 24 hours and cannot turn them away. ED overcrowding and boarding have become a defining crisis of US healthcare capacity, and high utilizers are a meaningful piece of that pressure. OpenClaw cannot fix housing instability, but it can make sure these patients do not fall out of follow-up the moment they leave the ED.

The Frequent Utilizer Coordination Problem

A patient identified as a high utilizer typically needs a case manager to coordinate a primary care appointment, a specialist referral, social work support, or medication reconciliation. The handoff from ED discharge to that coordination often depends on a case manager remembering to follow up, days after the visit, on top of an already full caseload — and the patient frequently does not have reliable transportation or a working phone number on file.

Setting Up OpenClaw for ED Follow-Up Coordination

```bash

curl -fsSL https://openclaw.ai/install.sh | bash

openclaw onboard --install-daemon

```

Connect OpenClaw to your ED's case management system and identify patients flagged as high utilizers.

Automatic Flag on ED Registration

```

Skill: high-utilizer-flag

Trigger: webhook on ED registration

Prompt: "Check if this patient has 3 or more ED visits in the last 12 months. If so, flag the visit as 'high utilizer' and notify the ED case manager via Slack immediately, including a summary of their visit history and any existing care plan on file, so the case manager can engage before discharge rather than finding out afterward."

```

Post-Discharge Follow-Up Within 48 Hours

```

Skill: high-utilizer-followup

Trigger: high-utilizer patient discharged from ED

Delay: 24 hours

Prompt: "Send [Patient Name] a WhatsApp or SMS message: 'Hi [Name], we wanted to check in after your recent ER visit. Do you have a primary care appointment scheduled? Reply BOOK if you'd like help scheduling one, or HELP if you need anything else.' Log the response and notify the case manager of any reply, including no response after 24 hours."

```

Care Plan Visibility for Future Visits

```

Skill: care-plan-summary

Trigger: high-utilizer patient registers for a new ED visit

Prompt: "Pull the patient's existing case management care plan and recent care coordination notes, and post a concise summary to the treating physician's Slack channel before they see the patient: known social factors, prior interventions tried, and the assigned case manager's contact. This gives the ED team context in under a minute instead of starting from zero each visit."

```

Measuring the Impact

Track ED visit frequency for flagged patients over 6 and 12 months after care coordination begins, the percentage of post-discharge follow-up contacts that succeed within 48 hours, and how often treating physicians report having useful context at the point of care. Reducing avoidable ED utilization is one of the few interventions that simultaneously improves patient outcomes and reduces system-wide capacity pressure — but only if the follow-up actually happens.