/install afrexai-medical-billing
Medical Billing & Revenue Cycle Management
Analyze medical billing workflows, identify revenue leaks, optimize claim submissions, and reduce denial rates. Built for healthcare practices, billing companies, and revenue cycle teams.
What This Covers
CPT/ICD-10 Coding Accuracy
- Common coding errors by specialty (top 10 per specialty)
- Modifier usage: 25, 59, 76, 77, AI, AS — when required vs when it triggers audit
- E/M level selection (2021 guidelines): time-based vs MDM-based
- Evaluation matrix: does documentation support the code billed?
Claim Denial Analysis
- Denial reason code lookup (CARC/RARC codes)
- Top 20 denial reasons across commercial + Medicare + Medicaid
- Root cause mapping: front-desk error, coding error, clinical documentation, payer policy
- Appeal letter framework by denial type (with timelines)
- Clean claim rate benchmark: 95%+ target
Revenue Cycle KPIs
| Metric | Target | Red Flag |
|---|---|---|
| Days in A/R | \x3C35 | >50 |
| Clean claim rate | >95% | \x3C90% |
| First-pass resolution | >90% | \x3C80% |
| Denial rate | \x3C5% | >10% |
| Collection rate | >95% | \x3C90% |
| Cost to collect | \x3C4% | >7% |
| Net collection rate | >96% | \x3C92% |
Payer Contract Analysis
- Fee schedule comparison: Medicare vs commercial rates by CPT
- Allowed amount benchmarking (what you should be getting paid)
- Underpayment detection: compare ERA/835 to contracted rates
- Rate negotiation prep: volume data, market rates, quality metrics
Compliance & Audit Readiness
- OIG Work Plan items relevant to your specialty
- Stark Law / Anti-Kickback safe harbors checklist
- False Claims Act risk factors
- Internal audit sampling methodology (statistically valid)
- Documentation improvement programs (CDI)
Charge Capture Optimization
- Missed charge identification by department
- Charge lag analysis (days from service to charge entry)
- Superbill/encounter form design best practices
- Common missed revenue: vaccines, injections, supplies, time-based codes
Patient Financial Responsibility
- Eligibility verification workflow (real-time vs batch)
- Prior authorization tracking and requirements by payer
- Patient estimate generation (good faith estimate compliance)
- Collections strategy: statements → calls → agency threshold
- No Surprises Act compliance checklist
Usage
Give the agent your:
- Specialty (orthopedics, cardiology, primary care, etc.)
- Payer mix (% Medicare, Medicaid, commercial, self-pay)
- Current KPIs (denial rate, days in A/R, collection rate)
- Problem area (denials, underpayments, coding, compliance)
The agent will analyze against benchmarks and give specific, actionable recommendations.
Example Prompts
- "Our orthopedic practice has a 12% denial rate. Top reasons are CO-4 and CO-16. Analyze root causes."
- "Compare our cardiology fee schedule to Medicare rates for our top 20 CPTs."
- "Build an appeal letter for a CO-197 denial on CPT 99214 with modifier 25."
- "Audit our E/M coding distribution — we're billing 80% level 3. Is that normal for family medicine?"
- "Our days in A/R jumped from 32 to 48 in two months. What should we investigate?"
Industry Context
Medical billing errors cost US healthcare $935 million per week. The average practice loses 5-10% of revenue to preventable billing issues. Denial management alone can recover 2-5% of net revenue when done right.
Built by AfrexAI — AI agent context packs for regulated industries. Get the full Healthcare AI Context Pack with 50+ frameworks at our storefront.
- 确保已安装 OpenClaw(本地或 Docker 部署)
- 在对话框中输入安装命令:
/install afrexai-medical-billing - 安装完成后,直接呼叫该 Skill 的名称或使用
/afrexai-medical-billing触发 - 根据 Skill 的参数说明提供必要输入,即可获得结构化输出
Medical Billing & Revenue Cycle 是什么?
Analyze medical billing workflows, identify revenue leaks, optimize claims, reduce denials, and improve revenue cycle KPIs for healthcare practices and billi... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 539 次。
如何安装 Medical Billing & Revenue Cycle?
在 OpenClaw 或 Claude Code 对话框中运行命令「/install afrexai-medical-billing」即可一键安装,无需额外配置。
Medical Billing & Revenue Cycle 是免费的吗?
是的,Medical Billing & Revenue Cycle 完全免费(开源免费),可自由下载、安装和使用。
Medical Billing & Revenue Cycle 支持哪些平台?
Medical Billing & Revenue Cycle 跨平台运行,可在任意部署了 OpenClaw / Claude Code 的环境中使用(cross-platform)。
谁开发了 Medical Billing & Revenue Cycle?
由 1kalin(@1kalin)开发并维护,当前版本 v1.0.0。