Healthcare AIBest AI for Revenue Cycle Management
Revenue cycle management (RCM) is everything a hospital or practice does to get paid: checking insurance, getting approvals, coding the visit, sending the claim, fighting denials and collecting what the patient owes. AI now touches every step. The big question for buyers in 2026 is no longer whether to use AI, but where it is proven and who is accountable when it is wrong.
We ranked ten AI RCM platforms and services. We weighted independent evidence (mainly KLAS Research customer surveys, including the 2026 Best in KLAS awards published in February 2026) above vendor case studies, and we checked each vendor's security certifications and EHR fit. Almost all pricing in this market is quote-only. This page compares tools for healthcare organizations; it is not legal, billing or medical advice.
Quick answerWaystar is the best all-round AI RCM software: its AltitudeAI layer runs across eligibility, prior auth, claims and denials, it won Best in KLAS 2026 for Patient Access (score 91.2) and it holds HITRUST, SOC 2 and PCI certifications. Epic Penny is the natural first step for Epic hospitals because it is built into the workflow staff already use. If you want to outsource the whole revenue cycle, Ensemble Health Partners posted a record 96.9 Best in KLAS score for end-to-end outsourcing. For coding alone, see our AI medical coding ranking.
Scoreboard
Scores are out of 10. The overall score is the weighted average of the criteria below.
| # | Tool | Overall | Independent evidence | Compliance & data protection | Automation depth | EHR & workflow fit | Revenue cycle coverage | Pricing & access | Price from | Best for |
|---|
| 1 | Waystar Waystar Holding Corp. (Nasdaq: WAY) | 8.3 | 8.5 | 8.5 | 8.5 | 9.0 | 9.5 | 5.0 | Custom quote | Hospitals and large groups that want one AI platform from eligibility to denials |
| 2 | Epic Penny Epic Systems | 8.1 | 7.5 | 9.0 | 7.5 | 10.0 | 8.5 | 6.0 | Custom (Epic customers only) | Hospitals and groups already running Epic Resolute billing |
| 3 | Ensemble Health Partners Ensemble Health Partners | 8.1 | 9.0 | 8.5 | 8.0 | 8.5 | 9.5 | 3.5 | Custom contract | Hospitals that want to outsource the whole revenue cycle to an AI-heavy operator |
| 4 | R1 Phare OS R1 RCM | 7.9 | 8.0 | 8.0 | 8.5 | 8.0 | 9.5 | 4.0 | Custom contract | Large health systems wanting a mix of outsourcing and AI automation from one partner |
| 5 | Experian Health Experian | 7.6 | 7.5 | 8.5 | 7.5 | 8.5 | 8.0 | 4.0 | Custom quote | Front-end denial prevention: registration, eligibility and coverage checks |
| 6 | CodaMetrix CodaMetrix | 7.5 | 8.5 | 7.5 | 9.0 | 8.0 | 5.0 | 4.0 | Custom quote | Academic and large health systems automating professional and hospital coding |
| 7 | Infinx Infinx Healthcare | 7.3 | 8.0 | 7.5 | 7.5 | 8.0 | 6.5 | 4.0 | Custom quote | Front-end teams drowning in prior authorizations and eligibility checks |
| 8 | AKASA AKASA | 7.3 | 7.0 | 7.5 | 8.5 | 8.0 | 7.0 | 4.0 | Custom quote | Health systems using generative AI for coding and clinical documentation integrity |
| 9 | Smarter Technologies Smarter Technologies (New Mountain Capital) | 7.1 | 6.5 | 7.5 | 8.0 | 7.5 | 8.5 | 4.0 | Custom quote | Organizations wanting AI agents plus offshore RCM services from one company |
| 10 | RevSpring RevSpring | 6.6 | 7.5 | 7.5 | 6.0 | 7.5 | 5.0 | 4.0 | Custom quote | Improving patient self-pay collections with personalized statements and payment portals |
Expert reviews
Waystar is the strongest single software platform for AI in the revenue cycle. Its AltitudeAI layer covers eligibility, prior authorization, claim scrubbing, denial prevention and appeal drafting, and the 2025 purchase of Iodine Software added clinical documentation AI to the middle of the cycle. In January 2026 Waystar added agent-style workflows that recommend claim corrections from past denial patterns, and in March 2026 it expanded a Google Cloud deal to use Gemini models.
The independent evidence is good but not complete. Waystar won Best in KLAS 2026 for Patient Access with a 91.2 score, which reflects customer feedback on the front end. Its headline AI numbers ($15.5 billion in denials prevented, 95% time savings) are Waystar's own claims. Security is well documented: HITRUST CSF, SOC 2 Type 2 and PCI-DSS Level 1.
Pick it if you want one vendor for most of the revenue cycle and work across several EHRs. Skip it if you are all-in on Epic and want to use Epic's built-in tools first, or if you only need to fix one step such as coding.
What we like
- Covers front, middle and back end of the revenue cycle
- Best in KLAS 2026 for Patient Access
- HITRUST, SOC 2 Type 2 and PCI certified
- EHR-agnostic, so it suits multi-EHR organizations
Watch out for
- AI savings figures are vendor-reported
- No public pricing
- Module-by-module buying can get complex
Penny is Epic's AI assistant for the revenue cycle and operations. It suggests codes for professional and hospital billing, drafts denial appeal letters, summarizes charts for prior authorization and utilization review, and flags risk-adjustment diagnoses. Because it lives inside Epic, there is no extra interface, no new data feed and no new business associate to vet.
Epic reported in March 2026 that organizations actively using Penny for coding saw coding-related denials fall by more than 20%, and that appeal letters were written 23% faster. Named examples on Epic's site include Baptist Healthcare System (49% lower denial rate on charges the model reviewed). These are Epic's own figures, not independent studies, and many features still assist a human coder rather than finish work autonomously.
Pick it if you run Epic and want the lowest-friction first step into AI billing. Skip it if you are not on Epic, or you need the highest autonomous coding rates today; specialist coding vendors are further ahead there.
What we like
- Built into Epic, so no separate integration or data sharing
- Covers coding, appeals, prior auth and utilization review
- Large installed base and fast feature cadence
Watch out for
- Only for Epic customers
- Results are Epic-reported, not independently audited
- Mostly assistive; less autonomous than specialist coding tools
Ensemble is not software you buy and run yourself. It is a revenue cycle outsourcing company that takes over billing operations for hospitals and runs them on its own AI platform, EIQ. That model has the best customer evidence in this ranking: Ensemble won Best in KLAS 2026 for End-to-End Revenue Cycle Outsourcing with a 96.9 score, which KLAS and trade press called a record.
EIQ uses Microsoft Azure generative AI and, by Ensemble's count, thousands of machine-learning models trained on tens of millions of claims a year. It holds HITRUST r2 certification, the most demanding HITRUST level. Because Ensemble's staff do the work, you get AI plus experienced people who are accountable for results.
Pick it if you are a hospital or health system ready to hand over revenue cycle operations and want a partner with top-rated customer satisfaction. Skip it if you want to keep your own team and just add software; the model only makes sense as a long-term partnership.
What we like
- Highest KLAS score in this ranking (96.9)
- HITRUST r2 certified platform
- People and AI together, with accountability for outcomes
Watch out for
- Outsourcing only; not standalone software
- Long, private contracts
- Less choice over which AI tools are used
R1 is one of the largest revenue cycle companies in the US, and Phare OS is its attempt to turn that scale into an AI platform. Launched in October 2025, it now runs across provider organizations with more than $76 billion in net patient revenue, according to R1. In June 2026 R1 added Phare Intelligence, which reads a whole medical record to produce codes, medical-necessity arguments and appeal text, and Payer Atlas, a library of 1,500+ payer connections.
R1 won two 2026 Best in KLAS services awards, and in August 2026 it agreed to buy Humata Health, whose prior-auth AI reports a 96% first-pass approval rate (a vendor figure). The Humata deal was expected to close at the end of Q3 2026.
The catch: much of Phare OS is new, and most results are R1's own. KLAS feedback reflects R1's services more than the new software.
Pick it if you are a large system that already uses R1 or wants a flexible mix of people and automation. Skip it if you want mature, independently proven software you run in-house.
What we like
- Very large payer network and data scale
- Two Best in KLAS 2026 services awards
- Flexible: software, co-sourcing or full outsourcing
- Adding prior-auth AI via Humata
Watch out for
- Phare OS is young; results mostly vendor-reported
- Security certifications not clearly published for Phare OS
- Enterprise-only contracts
Experian Health is strongest at the front of the revenue cycle, where many denials start. Patient Access Curator checks eligibility, coordination of benefits and hidden coverage at registration. AI Advantage scores claims before submission to predict which ones payers will deny, so staff can fix them first.
A Forrester Total Economic Impact study published in September 2026 modeled $50.4 million in protected revenue over three years, with eligibility denials down 35% and coordination-of-benefits denials down 40%. Experian commissioned that study, so treat it as a vendor-funded estimate. A named customer, Schneck Medical Center, reported 4.6% fewer denials a month with AI Advantage. Experian also won Best in KLAS 2026 for Contract Management.
Pick it if your denials are mostly registration and eligibility errors. Skip it if your biggest losses are in coding or clinical documentation; other tools here cover that better.
What we like
- Strong eligibility and coverage data from a credit-bureau parent
- Predicts denials before claims go out
- Best in KLAS 2026 for Contract Management
Watch out for
- Headline ROI study is vendor-commissioned
- Little coverage of coding or clinical documentation
- Quote-only pricing
CodaMetrix focuses on one hard job: coding patient encounters automatically so they go to billing without a human coder. Its CMX CARE platform won the first-ever Best in KLAS award for Autonomous Coding in February 2026, and 93% of surveyed customers said they would buy it again. It grew out of Mass General Brigham and serves more than 30 health systems in 27 states.
CodaMetrix says customers cut coding costs by over 50%, manual coding by over 70% and coding-related denials by up to 60%. These are vendor claims. KLAS's August 2025 coding report praised its models and interface but said customers wanted more consistency. It ranks sixth here only because it covers one part of the revenue cycle.
Pick it if coding backlogs and coding denials are your biggest problem. Skip it if you need a platform that also handles eligibility, prior auth or patient payments. See our full AI medical coding ranking for alternatives.
What we like
- Best in KLAS 2026 for autonomous coding
- High repurchase intent (93%)
- Covers several high-volume specialties
Watch out for
- Coding only
- Security certifications not publicly listed
- Savings figures are vendor-reported
Infinx combines AI software with trained staff to handle the front end of the revenue cycle, especially prior authorization. In KLAS's April 2026 report card for the new prior-authorization segment, Infinx had the highest overall score at 90.1, compared with a segment average of 85.8.
The platform checks whether a service needs approval, gathers the clinical documents, submits to the payer and tracks the answer. Staff step in where payer portals or policies block full automation, so clients get results even where AI alone would stall. Infinx also offers eligibility checks and claim follow-up, but its reputation rests on authorizations.
Pick it if prior auth is the bottleneck in your scheduling and you want a vendor with strong customer feedback. Skip it if you need coding or documentation AI; look at CodaMetrix, Epic Penny or Waystar. Our prior authorization ranking compares Infinx with payer-side tools.
What we like
- Top KLAS score in prior authorization (2026)
- AI plus human backup for hard cases
- Integrates with major EHRs
Watch out for
- Narrower coverage than full platforms
- Few published automation-rate figures
- Quote-only pricing
AKASA uses large language models tuned on each customer's own records to help with coding, clinical documentation integrity (CDI) and other middle-cycle tasks. Its best proof point is Cleveland Clinic, which rolled out AKASA's AI coding tool across all its US locations in about four months in 2025 and then chose AKASA's CDI tool after a pilot.
The CDI Optimizer, launched in May 2025, reviews every inpatient encounter for missing documentation that affects coding and quality scores, then suggests queries to physicians. AKASA says its coding assistant reads a clinical document in under two seconds. KLAS said in 2025 it did not yet have enough AKASA customer feedback to publish scores, so independent evidence is thin.
Pick it if you are a large system that wants generative AI for coding and CDI and can support a partnership-style rollout. Skip it if you want a vendor with a published KLAS track record or broad front-end tools.
What we like
- Strong reference customer in Cleveland Clinic
- Covers both coding and CDI
- Models tuned to each customer's data
Watch out for
- Not enough KLAS data yet
- Security certifications not clearly published
- No public pricing
Smarter Technologies was created in May 2025 when private equity firm New Mountain Capital merged three of its companies: SmarterDx (clinical AI that reviews charts before billing to catch missed diagnoses), Thoughtful.ai (AI agents for eligibility, claims and payment posting) and Access Healthcare (a large RCM services firm). The result serves more than 200 clients and, by its own count, handles over 400 million transactions a year.
The pieces are credible on their own, and SmarterDx's pre-bill review is well regarded. In 2026 the company added SmarterUtilization for inpatient utilization review. But the combined company is young, the products are still being joined up, and there is little independent data on the merged offering.
Pick it if you want AI agents and human back-office capacity from one supplier. Skip it if you want a single, mature platform with a clear KLAS record; check which product and team you are actually buying.
What we like
- Broad mix of AI agents and services
- SmarterDx pre-bill review is a proven niche
- Large operating scale
Watch out for
- Young merged company; products still integrating
- Little independent evidence on the combined platform
- Services-heavy model may not suit in-house teams
Patients now owe a bigger share of their bills, so collecting from them matters more. RevSpring's PersonaPay platform uses data and machine learning to personalize bills, reminders and payment options for each patient, and it won Best in KLAS 2026 for Patient Financial Engagement, its second win in a row. KLAS reported it led across all six of its scoring areas.
RevSpring says customers see 15% to 50% more online payments. That is a vendor range, not a controlled study. The AI here is lighter than elsewhere in this ranking: it predicts and personalizes, rather than doing complex work on its own.
Pick it if patient balances and bad debt are a big share of your losses and you want a well-rated, patient-friendly payment experience. Skip it if you need AI for payer-side problems like coding, prior auth or denials. For patient communication beyond billing, see our healthcare CRM ranking.
What we like
- Best in KLAS 2026 for Patient Financial Engagement
- Strong patient-friendly payment experience
- Focuses on a growing revenue source
Watch out for
- Patient pay only
- Lighter AI than other tools here
- Results are vendor-reported ranges
How we scored these tools
Each tool is scored 0–10 on the criteria below, using public evidence: independent benchmarks, vendor documentation and pricing pages, aggregate user ratings and reputable reviews. The overall score is the weighted average. Nobody pays to be listed. Read our full methodology.
| Criterion | Weight | What we look at |
|---|
| Independent evidence | 25% | KLAS scores and Best in KLAS awards, independent studies and named customer results. Vendor ROI claims count for less. |
| Compliance & data protection | 20% | HIPAA business associate agreements, HITRUST and SOC 2 Type II, PCI for payments, and whether a human stays accountable for AI decisions. |
| Automation depth | 20% | How much work the AI finishes on its own (touchless claims, autonomous coding, auto-drafted appeals) rather than just flagging it. |
| EHR & workflow fit | 15% | Integration with Epic, Oracle Health, MEDITECH, athenahealth and practice-management systems, and how many payer connections it has. |
| Revenue cycle coverage | 10% | How many stages it covers: front end (access, eligibility, auth), middle (documentation, coding) and back end (claims, denials, patient pay). |
| Pricing & access | 10% | Published pricing, contract flexibility and whether smaller hospitals and groups can buy it. |
Where AI actually works in the revenue cycle (2026)
The revenue cycle has three parts, and AI is at a different stage in each.
| Stage |
What AI does |
How mature |
Tools to look at |
| Front end (patient access) |
Eligibility checks, finding other coverage, prior authorization, cost estimates |
Mature for eligibility; prior auth improving fast |
Waystar, Experian Health, Infinx |
| Middle (documentation and coding) |
Autonomous coding, documentation gap checks (CDI), pre-bill review |
Autonomous coding proven in radiology, pathology, ED; harder for surgery and inpatient |
CodaMetrix, Epic Penny, AKASA, Smarter Technologies |
| Back end (claims and collections) |
Denial prediction, appeal letters, claim status checks, patient payment nudges |
Denial prediction mature; AI-drafted appeals now common |
Waystar, R1, Epic Penny, RevSpring |
KLAS added 11 new categories to Best in KLAS in 2026, including autonomous coding and prior authorization. That is a sign these tools have moved from pilots to real deployments. Deeper rankings: AI medical coding and AI prior authorization.
Compliance checklist for RCM AI
RCM tools handle protected health information (PHI), so check these before signing:
- HIPAA business associate agreement (BAA). Required for any vendor that sees PHI.
- HITRUST or SOC 2 Type II. Waystar (HITRUST CSF, SOC 2 Type 2, PCI-DSS Level 1) and Ensemble (HITRUST r2) publish theirs. Ask others for current reports.
- Human accountability. Coding and appeals carry legal risk under the False Claims Act. Ask how the tool decides a chart is safe to bill without review, and who audits it.
- Audit trails. Every autonomous code or appeal should link back to the note text that supports it.
- Data use. Ask whether your data trains models used for other customers, and how you can opt out.
Pricing: what to expect
None of the ten vendors here publishes a price list. Common pricing models are:
- Per transaction or per claim for clearinghouse and eligibility tools.
- Per encounter or per chart for autonomous coding.
- Percentage of collections for outsourcing (Ensemble, R1) and some denial-recovery services.
- Subscription added to your EHR license for Epic Penny.
Ask every vendor to price a pilot against your own baseline data (denial rate, days in accounts receivable, cost to collect) so the savings claim can be checked.
Methodology
We reviewed 2026 Best in KLAS results, KLAS segment reports, vendor security disclosures, press releases and trade coverage published up to September 23, 2026. Scores are our editors' judgment against the six weighted criteria above. We gave more weight to KLAS customer data than to vendor ROI claims and marked every vendor figure as a claim. We did not test the products hands-on, and no vendor paid for placement.
Expert tips- Before any pilot, pull 12 months of denial data by reason code. Pick the vendor whose strength matches your top three denial reasons, not the one with the biggest demo.
- If you run Epic, turn on Penny's coding and appeal features in one department first. Measure coding denials for 90 days before buying an overlapping third-party tool.
- For autonomous coding, ask for the 'direct-to-bill' rate and the post-bill audit accuracy for your specialties. A high automation rate with weak audits creates compliance risk.
- Write a clawback clause into outsourcing contracts: if agreed KPIs such as days in A/R or cost to collect are missed, fees drop.
- Ask every vendor for its current SOC 2 Type II or HITRUST report and a signed BAA before sharing any production data, even for a pilot.
Jargon explained
- Revenue cycle management (RCM)
- All the steps a healthcare provider takes to get paid, from checking a patient's insurance to collecting the final bill.
- Denial
- When an insurer refuses to pay a claim, often because of missing approval, wrong codes or eligibility problems.
- Autonomous coding
- AI that reads a clinical note and assigns billing codes, sending the claim to billing without a human coder checking it.
- Clinical documentation integrity (CDI)
- Checking that doctors' notes fully and accurately describe a patient's condition, so codes and quality scores are correct.
- HITRUST
- A security certification common in US healthcare. It shows a vendor passed an audit against a large set of data-protection controls.
- KLAS
- A research firm that surveys hospitals and clinics about their software and services, and publishes ratings and annual Best in KLAS awards.
Frequently asked questions
What is AI revenue cycle management?
It is the use of AI to handle the steps a healthcare provider takes to get paid: checking insurance, getting prior approval, coding visits, sending claims, preventing and appealing denials, and collecting from patients. Modern tools use machine learning to predict denials and large language models to read charts and draft appeals.
Which AI RCM vendor is best?
For software across the whole cycle, Waystar is our top pick. Epic hospitals should start with Epic Penny. For outsourcing, Ensemble Health Partners has the best KLAS score (96.9 in 2026).
Can AI replace medical billers and coders?
Not fully. Autonomous coding now handles a large share of simple, high-volume encounters such as radiology and emergency visits without a human. Complex cases, audits, payer disputes and appeals still need skilled staff. Most organizations are shifting coders to review and exception work.
How much does AI RCM software cost?
Pricing is quote-only across this market. Expect per-claim, per-encounter or percentage-of-collections pricing. Ask vendors to prove savings against your own baseline in a pilot.
Is AI billing legal and HIPAA compliant?
Yes, if the vendor signs a HIPAA business associate agreement and protects data properly. The provider is still responsible for the accuracy of claims, so you need audit trails and human oversight of autonomous coding and appeals.
What is Best in KLAS?
KLAS Research is a firm that interviews healthcare organizations about the software and services they use. Each year it names the top-rated vendor in each category "Best in KLAS." It is based on customer feedback, not product testing.