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Generative & Agentic AI
AI Agents & Workflow Automation
Dental Healthcare

AI Agents Automating Revenue-Cycle Workflows for a 38-Practice Dental Group


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Problem

Manual claims follow-up backlog

A 38-practice dental group ran its revenue cycle on manual effort: staff checked payer portals one claim at a time, posted remittances by hand, and chased ageing claims only when the backlog forced it. Denials sat unworked for weeks, days in accounts receivable kept climbing, and every practice followed its own informal process with no group-wide visibility.

Solution

Supervised revenue-cycle agents

We built a set of supervised AI agents working across payer portals and the group's practice management system: one checks claim statuses daily and flags stalls, another drafts appeal letters for the most common denial codes, and a third posts matched remittances automatically. Every action lands in a review queue, so billing staff approve exceptions instead of doing everything by hand.

Measurable Impact

What changed after launch

71% of routine claim status checks handled by agents with no staff involvement

Days in accounts receivable reduced from 48 to 34 within 6 months

Appeal drafting for the 10 most common denial codes cut rework turnaround from 19 days to 4

Billing teams reclaimed roughly 60 staff-hours per week group-wide for patient-facing work

Tech & Tools Used

What powered the build

Python
LangGraph
OpenAI API
Playwright
PostgreSQL
Redis
Next.js
AWS ECS
Metabase

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