RCM Technology Platform | AI-Powered Medical Billing Software

Most offshore RCM shops sell hours. We sell outcomes. The difference is the platform.

Every offshore biller can staff a seat for $8 an hour. That’s commoditized. What isn’t commoditized is what happens when that seat is wrapped inside software that flags a denial before submission, drafts the appeal letter, and tells the CFO which payer is about to blow up their DSO next month. That’s what we’re building.

This page is an honest accounting of what the Revenant Care platform does today, what’s shipping through the end of 2026, and why the combination of offshore labor plus in-house tooling is the model that actually moves your numbers.

Platform Overview: The Orchestration Layer On Top Of Your EHR

We don’t replace your EHR. We sit on top of it.

Your clinical team keeps using CentralReach, Ensora, Valant, athenahealth, Epic, NextGen, or eCW. Claims, notes, schedules, and authorizations stay where they live. Our platform pulls the data that matters for revenue cycle management, enriches it with payer rules and ML signals, routes work to the right human, and writes back the outcome.

Think of it as a workflow engine with three jobs:

1. Ingest claim, note, and eligibility data from your EHR on a defined schedule or via real-time webhook where available.
2. Predict what’s going to go wrong, which claim needs a second set of eyes, which payer is slow-walking, which authorization is about to burn.
3. Route the work to a Revenant Care biller, coder, or AR specialist with the context pre-loaded, so they spend minutes on resolution instead of hours on research.

The platform is the reason a 20-person Revenant Care team can handle volume that typically needs 35 at a naked-labor shop.

AI and ML Capabilities: What Works Now vs. What’s Coming

We’re not going to tell you we have “proprietary AI” and leave it at that. Here’s the actual inventory.

In Production Today

Denial prediction model. Before a claim goes to the clearinghouse, the model scans it against a rolling training set of adjudicated claims for the same payer and CPT combination. Claims scored above a configurable risk threshold route to a human reviewer before submission. Current model precision on the top ten payers we handle: 0.81. Recall: 0.74. That’s not magic. It’s enough to catch most of the preventable denials without drowning reviewers in false positives.

Auto-coding assistance. The model ingests the clinical note and suggests ICD-10, CPT, and HCPCS codes with confidence scores. A human coder approves, edits, or overrides. We do not auto-submit model output. Ever. The coder is the decision-maker. The model shaves roughly 40% off review time on straightforward notes and flags edge cases for senior review.

A/R forecasting. Every open claim gets a probability distribution for aging into 60, 90, and 120+ day buckets based on payer, CPT, claim value, and submission date. The forecast rolls up into a CFO-facing dashboard that shows expected collections by month with a confidence band.

Authorization burn tracking. The platform tracks units authorized vs. units delivered per client, per CPT, per payer, and forecasts re-auth dates with enough runway that your clinical team isn’t scrambling. This is especially load-bearing for ABA billing services, where a missed re-auth means a week of unbillable sessions.

Supervision-ratio audit for ABA. Specific to our ABA clients: an automated check that cross-references billed 97155 units against RBT session documentation and BCBA supervision notes. If the ratio is off, it surfaces before the claim ships. This catches the single most common reason ABA claims get recouped on audit.

Shipping Through 2026

Appeal template generation (Q2 2026). LLM-drafted payer-specific appeal letters. The model retrieves the relevant LCD, NCD, or payer medical policy, drafts the appeal with citations, and hands it to an AR specialist for review and submission. Drafting time drops from 25 minutes to roughly 5. No appeal goes out without human sign-off.

Payer behavior modeling (Q3 2026). Learns each payer’s adjudication patterns, timeliness trends, and downcoding behavior. Feeds back into the denial prediction model and surfaces as payer-specific alerts: “BCBS of Texas started denying 90837 without prior auth last week, here are the 14 claims affected.”

Underpayment detection (Q4 2026). Reads contracted rates, compares against actual payments, and flags underpayments automatically. Today this is a manual audit. By Q4 it will be continuous.

If it’s not in one of those two lists, we don’t have it.

Integration Layer: How We Connect To Your EHR

Integration is where most RCM vendor promises fall apart. Here’s the real menu.

• Native APIs where the EHR offers them. athenahealth, Epic (via App Orchard where the client has access), eCW, NextGen, and CentralReach all expose APIs we consume.
• FHIR R4 where supported. We built to R4 because it’s the only version we trust for production claim and coverage resources.
• HL7 v2 feeds for legacy integrations, typically ADT and DFT messages. Read-only on our end unless the client explicitly wants write-back.
• SFTP batch for EHRs that don’t expose anything better. Nightly claim extract, nightly remit ingest. Not glamorous, works fine.
• Clearinghouse direct connections. We connect directly to Availity, Waystar, Change Healthcare, and Office Ally for 835/837 traffic where the client prefers that over EHR-mediated routing.

First integration takes 2-4 weeks depending on EHR and client IT responsiveness. We’ve done it enough times that we know where the potholes are.

Client Reporting Portal

One login. Real-time numbers. No PDF reports emailed on the 15th of the following month.

• DSO rolling 30/60/90 with trend line
• Clean claim rate by payer, provider, and CPT
• Net collection rate by payer and service line
• Denial rate with drill-down to denial reason code and dollar impact
• A/R aging with forecasted collections by bucket
• Authorization status across all active clients
• Productivity metrics on the Revenant Care team working your account, so you see what you’re paying for

Every number is exportable. Every number has a defined calculation that we’ll document in your onboarding binder. No black boxes.

Security and Compliance

The honest status.

• HIPAA compliant. BAA signed with every client before a single PHI record moves.
• SOC 2 Type II audit in progress. We are currently in the observation window. Expected report delivery: Q3 2026. We will share the Type I report today and the bridge letter on request. We are not going to pretend we have a Type II report we don’t have.
• Data at rest encrypted with AES-256. Data in transit via TLS 1.3.
• Role-based access control with least-privilege defaults. Billers see only their assigned clients.
• MFA required for every platform user. No exceptions, including for KD.
• Audit logs on every PHI access event, retained for seven years.
• Data residency in U.S.-based AWS regions. Offshore staff access via virtual desktop infrastructure with no local data storage permitted.
• Penetration test annually by an independent third party. Most recent test: March 2026. Remediation complete.

Buyers who need the full security questionnaire can request the SIG Lite during the technical deep-dive.

The Build Roadmap

What we’re shipping and when. If we miss a date, we’ll tell you and reset expectations rather than quietly slip.

Q2 2026
– Appeal template generation with LCD/NCD retrieval
– Expanded EHR coverage: Kareo and DrChrono
– Client portal mobile view

Q3 2026
– Payer behavior modeling in production
– SOC 2 Type II report delivered
– Real-time eligibility verification layer across top 15 payers

Q4 2026
– Underpayment detection
– Credentialing workflow module
– Patient statement and payment portal white-label for clients who want it

2027 planning is underway. We’ll publish it when it’s real, not before.

Why This Matters To The Buyer

Offshore labor is commoditized. You can get a biller in Manila, Chennai, or Bogota for roughly the same price. The cost floor is clear and it’s not where the differentiation lives.

The differentiation is the workflow wrapped around the biller.

Industry benchmarks on AI-augmented RCM workflow:

• 30-50% faster denial triage when the biller gets a pre-populated denial reason, suggested action, and payer-specific template instead of a raw EOB.
• 20% reduction in claim rework when pre-submission scrubbing includes ML-based risk scoring, not just rules-based edits.
• 15-25% improvement in net collection rate over a 12-month engagement when the underpayment detection and appeal generation layers are both active.

Those are the numbers we underwrite our pricing against. They’re not invented and they’re not the peak of any marketing deck.

If you hire a naked-labor offshore shop, you get the seat. You do not get the platform. Your DSO is going to track roughly the same as it does today, maybe a bit better, and you’ll save on wage cost. Fine outcome, limited ceiling.

If you hire us, you get the seat and the platform. The wage savings are the same. The outcome ceiling is higher because the biller is doing different work, faster, with fewer errors.

How We Compare

Versus naked-labor offshore shops (the majority of the market). They sell hours at a rate. We sell a platform wrapped around hours at a comparable rate. Math is not complicated.

Versus software-only RCM vendors (CodaMetrix, Waystar, XIFIN, others). They sell software that your team runs. You still need your team, or someone else’s. We bring the team and the software as one operating unit. For mid-sized practices and specialty groups that don’t want to hire another RCM manager to run a vendor tool, this is the difference between buying a gym membership and hiring a trainer who shows up.

We’re the middle that actually moves the numbers. The healthcare BPO services line is how we deliver it.

FAQ

How do you secure PHI when staff is offshore?
Virtual desktop infrastructure with no local file storage, no USB access, no screenshot capability, MFA on every session, and full audit logging. Offshore staff never touch PHI on their own machines. Same controls a U.S.-based enterprise would run.

How long does EHR integration take?
Two to four weeks for EHRs with native APIs (athenahealth, CentralReach, eCW, NextGen). Four to six weeks for HL7 or SFTP batch setups. We’ve integrated with every major EHR on our supported list at least three times.

Who owns the data we generate on your platform?
You do. Full stop. Your data, your claim history, your appeal library, your ML training signals derived from your book of business. On termination we export everything in a documented format within 30 days and purge our systems within 60. Exit terms are in the contract before you sign.

How do you handle AI explainability for the denial prediction and coding models?
Every model output carries a confidence score and the top three features that drove the prediction. A human reviewer sees the reasoning before making the call. We don’t auto-submit model output. On audit request we can reconstruct the exact model version, inputs, and outputs for any claim.

How does pricing work?
Percentage of collections for full-cycle engagements, with the platform included. Hybrid PEPM plus percentage for clients who want platform access on a subset of services. Flat project pricing for credentialing and one-off cleanup work. We publish ranges on the healthcare BPO services page and firm them up during scoping.

Request A Technical Deep-Dive Call

If you’re a CFO, COO, or IT leader evaluating RCM partners and you want to see the platform rather than hear about it, book a 45-minute technical deep-dive. We’ll walk through the denial prediction model on your payer mix, show the integration pattern for your EHR, and give you a straight answer on timeline and price.

Email kannadasanl@revenantcare.com or use the scheduling link on the site. We’ll have the right engineer and operator on the call, not a salesperson.

Related services and pages

Revenant Care covers the full specialty stack. If your organization operates multiple service lines, your RCM partner should too.

• ABA Billing — Supervision-ratio audit and CR integration for multi-site ABA.
• Mental Health Billing — CoCM workflow and carve-out payer routing for behavioral health.
• Substance Abuse Billing — ASAM level-of-care billing and OON/SCA management.
• Physician Group Billing — RVU reconciliation and value-based care reporting.
• Revenue Cycle Management — End-to-end RCM stack powered by the platform.