Revenue Cycle Management Automation for Medical Practices
Claims stall between your practice management system, your clearinghouse, and thirty payer portals while your billers act as the integration layer. I build the connections: submissions tracked, remits posted, A/R worked from lists.
Auto-resolved
Backlog
−210
Avg. cycle
9 days
- 837/835
- EDI handled natively, not re-keyed
- Daily
- A/R worklists from live remit data
- BAA
- Signed with every vendor in the chain
Buying another tool is easy. Building a system to move charges from the encounter to the bank without manual handoffs is the work.
Revenue Cycle Management Automation for Medical Practices only pays off when the system watches real work, catches exceptions, and leaves humans the judgment calls. For healthcare teams that means retiring the spreadsheet, sticky-note, and payer-tab patchwork that holds your receivables together. What they often get instead is a dashboard nobody trusts, a chatbot that creates tickets, or a pilot that never becomes the default path. I build the closed loop so your team only touches what needs a person.
Every dollar a practice earns travels the same road: the encounter closes, charges get coded, an 837 claim file goes to the clearinghouse, the payer adjudicates, an 835 remittance comes back, payment posts, and whatever is left becomes a secondary claim or a patient balance. At most practices each handoff is a person with a login, a spreadsheet, and a good memory. Days in A/R climbs not because anyone is bad at their job, but because the work between systems never stops.
I am Zack Shields, an Orlando automation consultant who wires revenue cycles end to end. I connect the practice management system you already run, athenahealth, eClinicalWorks, AdvancedMD, Kareo/Tebra, or a legacy PM that still exports flat files, to your clearinghouse (Availity, Change Healthcare, Waystar) and the payer portals behind it. Claims leave scrubbed, rejections surface same-day, remittances parse and post automatically, and follow-up runs off prioritized worklists instead of a weekly aging PDF.
The compliance posture is designed first, because claim and remittance files are dense with PHI: diagnoses, procedure codes, member IDs, dates of service. Every vendor in the chain signs a Business Associate Agreement, each workflow touches only the fields it needs, and language models run under healthcare-tier agreements or privately hosted.
Where the cycle actually leaks
Submission is the first leak. Claims queue in the PM until someone transmits the batch, rejections from the clearinghouse sit unread for days, and a demographic error that took eleven seconds to make takes three weeks to notice. Each dead day in that loop is cash the practice has earned and cannot spend.
Posting is the second leak. Remittance arrives daily as 835 files and paper EOBs, and staff key payments, contractual adjustments, and patient responsibilities line by line. Keyed adjustments drift from the contract, secondary claims wait for the primary to post, and month-end close slips because the ledger and the bank never quite agree.
Follow-up is the leak nobody dashboards. A/R gets worked from an aging report sorted oldest-first, a claim crosses a timely-filing limit while it waits its turn, and a CO-45 adjustment that should have been a contract-variance conversation gets written off as routine. Leadership asks about days in A/R and clean-claim rate; the honest answer is that nobody can see the cycle clearly enough to manage it.
Want to see where your cycle is leaking?
Bring a week of remittance files and your current days-in-A/R number. I will trace the leaks with you and tell you plainly which loop I would automate first and what it would take.
The end-to-end system I build
One connected pipeline from closed encounter to posted payment, scoped to your PM, your clearinghouse, and your payer mix:
- 01
Claim Submission & Scrubbing
837 files generated and transmitted on schedule, clearinghouse acceptances and rejections monitored continuously, and edits learned from your own denial history catch known failure patterns before the payer ever sees them.
- 02
Remittance Parsing & Posting
835 ERAs parsed at line level: payments matched to claims, contractual adjustments applied per your fee schedules, patient-responsible amounts (PR-1 deductibles, PR-2 coinsurance) stated correctly, and secondary claims fired automatically.
- 03
A/R Worklists & Status Chasing
Unpaid claims pulled into daily worklists ranked by balance, age, and distance to the timely-filing deadline. Claim status runs through 276/277 inquiries or portal checks, so a stalled claim gets touched before it gets old.
- 04
Denial Routing & Upstream Feedback
Every adjustment coded CO or PR on the remit flows into categorized queues with the right owner attached, and recurring causes roll up into a weekly view the practice can act on.
Under the hood of the cycle
The 835 is the heartbeat
Every answer in the revenue cycle arrives on the remittance advice. The 835 says what the payer allowed, what they adjusted and why (the CAS segment with its CARC codes), and what moved to the patient (PR-1 deductible, PR-2 coinsurance, PR-3 copay). A CO-45, charge exceeds the contracted fee, is not a denial to appeal; it is a contractual adjustment to verify against your fee schedule, and occasionally a signal the payer loaded the wrong contract.
That is why posting automation matters beyond the labor saved. Line-level parsing separates adjustments that are contractual from ones that are recoverable, applies the correct write-off categories, and leaves an audit record per claim. The ledger stops being an approximation of the remits and starts being a reflection of them.
Clean claims are a feedback loop, not a filter
Every clearinghouse sells claim scrubbing, and most of it checks the same generic edits: valid codes, valid dates, required fields present. The edits that actually move your first-pass acceptance rate are the ones learned from your own history: the modifier your top payer rejects on bilateral procedures, the rendering-provider quirk on incident-to billing, the plan that wants a referral number in a specific loop.
The system mines your past remittances and rejections for those patterns, then applies them as pre-submission edits. That is the sense in which the cycle improves itself: the scrubber is a living artifact of your data, not a vendor's generic checklist.
A/R follow-up is a sorting problem
Ask a billing office how follow-up claims get chosen and the honest answer is usually the aging report, oldest first. That ordering ignores the three numbers that decide recoverability: the balance at stake, the payer's typical payment behavior, and the distance to the timely-filing deadline. A $4,000 claim forty days from its filing limit should outrank fifty small balances with a year of runway.
Automated worklists compute that ordering daily from live remittance and status data, and 276/277 claim-status inquiries keep the statuses fresh without a human dialing in. Follow-up stops being a sorting exercise and becomes what it should be: a short, ranked list of claims where today's touch is worth the most money.
What changes across the cycle
Cash stops waiting on inboxes
Rejections surface the day they happen, remits post the day they arrive, and follow-up starts from a list instead of a feeling. Practices typically see the gap between date of service and date of payment closing within the first month.
The ledger tells the truth
Adjustments apply per contract, patient balances reflect the actual remit, and month-end reconciliation becomes a review instead of an investigation.
Billers do billing work
The re-keying, portal-checking, and batch-watching disappears from the job; the team concentrates on underpayments and the claims that genuinely need a person.
You can finally see the cycle
Clean-claim rate, first-pass acceptance, days in A/R, and net collections become live numbers from your own data, discussed the way HFMA frames them, not quarterly guesses for a board deck.
How an engagement runs
Baseline first, automation second. The first loop ships in two to six weeks depending on your PM:
- 011
Cycle Walk & Data Baseline
We trace one week of claims through every system they touch, pull your current remittance files, and establish where hours go; you get the honest baseline first.
- 022
Posting Loop First
The opening build is usually remittance parsing and posting: the highest-volume manual task, and the easiest to verify line by line against what your poster would have keyed.
- 033
Submission & Follow-Up Loops
Scrubbing, rejection monitoring, status inquiries, and the A/R worklists come next, each verified in parallel with your current process before it becomes the default path.
- 044
Runbooks & Handoff
Your team gets the exception queues, the documentation, and the training to run the system without me; an optional light retainer covers payer-mix and PM changes.
Example: one claim's trip through an automated cycle
A composite of a typical primary-care build. Your PM and payer mix differ; the sequence holds.
Trigger
Provider signs the encounter at 4:12pm
Action
Charges and codes flow from the PM, scrubbing rules learned from your denial history run, and the claim joins the evening 837 batch
Result
The claim leaves clean the same day instead of waiting for tomorrow's manual review
Trigger
Clearinghouse rejects one claim in the batch overnight
Action
Rejection parsed at intake, the demographic error flagged, and the fix queued for the morning with the offending field highlighted
Result
A correction that used to take three weeks to notice waits nine hours
Trigger
Payer adjudicates and returns the 835
Action
Remittance parsed line by line: payment matched, CO-45 adjustment verified against the contract, PR-1 deductible moved to the patient balance
Result
Posting completes without a keying session, and the ledger matches the remit
Trigger
A secondary policy exists on the patient
Action
Crossover or secondary 837 generated automatically with the primary remit attached
Result
The secondary claim that used to wait for a free afternoon goes out immediately
Trigger
Forty-five days pass on a sibling claim with no remit
Action
Status inquiry fires, the worklist ranks it by balance and filing-limit distance, and it lands near the top of tomorrow's queue
Result
The claim gets touched while it is still recoverable, not after the deadline
Why practices bring me in for this
Revenue cycle work is integration work wearing a billing costume. The hard part is not the AI; it is the 835 that arrives in three different formats, the PM whose API hides the field you need, the clearinghouse enrollment that takes two weeks of phone calls. I write that layer myself, with the operator background to know which parts of a billing office break under load.
The privacy architecture is part of the build, not a slide about it. Business Associate Agreements get signed before any record moves, workflows are scoped to the minimum fields each one needs, and every automated touch on a claim leaves an audit record. When your compliance review asks how the system works, the documentation is the deliverable, already written.
What you get
- athenahealth, eClinicalWorks, AdvancedMD, and Tebra integration depth
- Availity, Change Healthcare, and Waystar enrollment experience
- First production loop live in two to six weeks
- BAAs and minimum-necessary scoping before any data moves
- Audit trail on every claim, remit, and adjustment
- Runbooks and training included; no hostage retainer
The RCM stack I build on
Your PM and clearinghouse stay. The automation connects them:
athenahealth / eClinicalWorks / AdvancedMD / Tebra
PM and EHR integration for charges, schedules, claims, and patient balances
Availity / Change Healthcare / Waystar
Clearinghouse EDI for 837 submission, 835 receipt, and 276/277 status
n8n (self-hosted)
Orchestration on your infrastructure, with every run logged
Postgres
A claim-and-remit ledger that becomes the audit trail and the analytics source
Healthcare-tier or private LLM
EOB parsing and variance explanation under a signed BAA
Payer portals via monitored automation
Status and document retrieval for the payers without clean EDI paths
Billing operations this fits
Different shapes, same leaks:
- Multi-provider primary care group
High claim volume across several payers, posters keying remits all morning, follow-up stuck to whatever the aging PDF says.
Outcome: Posting runs itself, follow-up ranks itself, and the same team covers a larger panel without the overtime.
- Independent specialty practice
One or two billers juggling submission, posting, and phones, with secondary claims perpetually behind.
Outcome: The routine loops absorb the volume; billers spend the day on underpayments instead of data entry.
- Medical billing company
Dozens of small-practice clients, each with a different PM and a different spreadsheet holding the workflow together.
Outcome: One integration pattern per PM, reusable across the client base, with per-client worklists and audit trails separated cleanly.
- Clinic with heavy Medicare and secondary mix
Crossover claims and supplemental policies multiplying the touches per visit.
Outcome: Primary remits trigger secondary submissions automatically, and patient statements wait until the coverage sequence finishes.
Portal-and-spreadsheet RCM versus an EDI loop I connect to your PM
I compare billers as the integration layer to the cycle I wire: scrubbed 837s, parsed 835s, and worklists ranked by money and clocks, under BAAs.
Aspect
DIY / off-the-shelf
Working with me
Claim leave
A batch waits until someone remembers to transmit.
I generate and send 837s on a schedule, with rejections visible the same night.
Posting
Staff key 835 lines and paper EOBs into the PM by hand.
I parse remits to the claim, then queue low-confidence OCR for a person.
Follow-up order
Aging PDF, oldest first, while a large timely-filing clock runs out.
I rank by balance, payer behavior, and distance to the filing limit.
Scrubbing
Generic clearinghouse edits that miss your modifier quirks.
I add pre-bill checks learned from your own CARC history.
PHI and vendors
A helper tool with no BAA on the claim file path.
I map the chain first: BAA on every store, process, and transmit step.
What stays yours
Rip-and-replace the PM to buy a vendor's closed RCM module.
athena, eCW, Tebra, Availity, or Waystar stay; I fill the gaps between them.
Frequently asked questions.
Our practice management system is old. Can you still integrate?
Usually, yes. Modern PMs like athenahealth, eClinicalWorks, AdvancedMD, and Tebra expose real APIs. Older systems typically still produce scheduled exports, HL7 feeds, or SFTP drops, and the clearinghouse side (Availity, Change Healthcare, Waystar) speaks standard EDI regardless.
Who signs the BAAs, and how many are there?
Every vendor that stores, processes, or transmits claim or remittance data on your behalf: the orchestration platform, any storage layer, messaging providers, and any AI processing tier. I map the chain during discovery, confirm agreements are available for each link, and route around any vendor that cannot sign.
We still get paper EOBs from some payers. Can those post automatically?
Yes, through a capture step: scanned or e-faxed EOBs get parsed with OCR and matched to open claims, then queued for the same posting logic the 835s follow. Line-level accuracy is verified against a sample before go-live; low-confidence reads always route to a person.
What stays manual in an automated revenue cycle?
Judgment: contract negotiations, underpayment disputes, complex medical-necessity appeals, write-off approvals, payer relationships. The system clears the routine volume and prepares the evidence for those conversations; your team still has them.
Our clearinghouse already sells an RCM module. Why is this different?
Clearinghouse modules handle their slice well: transmission, acceptance reports, sometimes posting. What they do not do is span your PM, your payer portals, your lockbox, and your patient statements as one pipeline. This build fills the gaps between the modules you already pay for rather than replacing them.
Will this replace our billing company or our billers?
No. The system takes re-keying, portal checking, and batch watching off their plate so they work denials, underpayments, and exceptions. If you use an outsourced biller, we scope to the handoffs they already own rather than swapping vendors as a surprise.
Ask them in a free workflow review
Tell me the process. I will reply within one business day with a time for a 30-minute call. No pitch.
About your consultant.
I am Zack Shields. I build agentic systems for mid-market and enterprise teams in hospitality, travel, healthcare, and finance. Closed-loop workflows that monitor data, surface true exceptions, route decisions, and act so your team only handles what requires judgment.
My background is operations first, technology second: real estate operations, hospitality systems, short-term rental workflows, sales operations, dashboards, RAG tools, API integrations, and team training. That mix matters because the hard part is rarely the model. The hard part is designing a system people trust enough to use. One that survives real users, edge cases, and daily reality.
When you work with me, you get an operator-builder hybrid who can map the workflow, design the agentic loop, build the system, test the edge cases, document the process, and support adoption after launch.
The rest of the revenue cycle
Insurance Verification Automation
Eligibility and benefits checks that keep coverage denials out of the cycle.
Read morePrior Authorization Automation
Auth requirements detected and submitted before the procedure.
Read moreDenial Management Automation
CARC/RARC triage, appeal drafting, and root-cause dashboards.
Read moreFlorida PIP Billing Automation
No-fault auto injury billing under Florida's PIP statute.
Read moreAI Automation for Healthcare
The front-desk and administrative side of the practice.
Read more
Getting started is simple.
The first step is a no-obligation 30-minute workflow review. We map your actual workflows, identify high-leverage agentic opportunities, and give you an honest picture of fit. No pitch.
- 01
Book your call
Schedule a focused conversation about the workflow you want to improve.
- 02
Share your challenges
Walk through the systems, users, exceptions, and reporting gaps that shape the work.
- 03
Get your roadmap
Leave with practical next steps for discovery, pilot scope, or implementation.
Want to see where your cycle is leaking?
Bring a week of remittance files and your current days-in-A/R number. I will trace the leaks with you and tell you plainly which loop I would automate first and what it would take.
- Free
- Cost
- 30 min
- Length
- None
- Pressure