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AI Agents for Payment Posting

Autonomous Payment Posting,
Engineered for Closed-Loop RCM.

Our custom autonomous AI agents reconcile ERAs, match EOBs, and detect underpayments without manual intervention, engineered around your payer mix, contract rates, and adjudication rules from the ground up.

Payment Posting Intelligence Engineered by RCM Domain Experts.

At CaliberFocus, we build Payment Posting AI agents that do what manual reconciliation can’t, match every ERA and EOB simultaneously, detect underpayments against contracted rates in real time, and feed reconciliation intelligence back upstream without a posting queue. Our RCM domain expertise is encoded into every matching decision, variance flag, and reconciliation workflow the agent executes.

This isn’t generic automation applied to payment posting. It’s reconciliation intelligence built by teams who understand payer remittance behavior, contract variance patterns, and the downstream revenue impact of every unposted payment.

What the Payment Posting AI Agent Does

Post Every Payment Accurately. Catch Every Underpayment Before It Disappears.

Automated ERA & EOB Reconciliation

Before a posting team touches a remittance, the agent matches every ERA and EOB against the original claim, reconciling payments automatically and flagging discrepancies without manual intervention.

Match ERAs and EOBs against submitted claims automatically

Identify posting discrepancies and remittance mismatches in real time

Reconcile secondary payer payments and coordination of benefits instantly

Contract Variance & Underpayment Detection

The agent validates every payment against contracted rates, detecting underpayments, short pays, and contract variances the moment remittance arrives, before they age into write-offs.

Validate every payment against payer-specific contracted rates

Flag underpayments and short pays before they reach the write-off queue

Identify systematic underpayment patterns by payer and procedure code

Denial & Adjustment Categorization

When adjustments and denials arrive with remittance, the agent categorizes them instantly by root cause, routing each to the correct resolution workflow without manual triage.

Categorize payment adjustments and denials by root cause at intake

Separate contractual adjustments from actionable denials automatically

Route each category to the correct downstream resolution workflow

Payment Intelligence & Upstream Prevention

Every posted payment feeds back into the agent’s decision logic, building payer-specific payment intelligence that adjusts upstream coding, claims, and prior auth behavior to prevent recurring posting issues.

Identify recurring payment patterns by payer, procedure, and provider

Feed reconciliation intelligence upstream into claims and coding workflows

Reduce future posting exceptions as the agent learns payer remittance behavior

Payment Posting Accuracy That Compounds Over Time

94 +

Automated ERA and EOB reconciliation rate without manual posting intervention

68 %

Faster payment posting turnaround replacing manual remittance processing

25 %

Fewer days in A/R through autonomous prioritization logic

Your Revenue Cycle Deserves More Than Automation

We build and deploy custom RCM AI agents governed by your payer rules, CMS regulations, and specialty workflows, no generic automation, no rip-and-replace.

Why Payment Posting AI Is Becoming the Backbone of Revenue Cycle

Every remittance gets reconciled

Automatically matches every ERA and EOB against the original claim, ensuring payments are reconciled accurately without a posting queue slowing the cycle.

Underpayments caught before write-off

Validates every payment against contracted rates in real time, flagging short pays and contract variances before they age past the point of recovery.

Remittance patterns drive intelligence

Replaces manual exception identification with dynamic, payer-specific payment intelligence, acting on signals that predict systematic underpayment, not just individual discrepancies.

Posting teams focus on recovery, not entry

Routine ERA matching, EOB reconciliation, and adjustment categorization run autonomously, reserving posting staff for complex contract disputes and high-value underpayment recovery.

Standards Behind Every RCM AI Agent We Build

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Deep Healthcare Expertise

Deep healthcare industry expertise across clinical workflows, billing, and payer rules, not generic AI applied to healthcare.

CMS-Native Decision Design

AI agents designed to operate within CMS regulations, LCDs, and NCDs, compliant by architecture, not by afterthought.

Clinical + Financial Context

Decision systems that interpret clinical and financial context, not just move data between systems.

Seamless RCM Integration

Seamless integration into existing RCM platforms and workflows, no rip-and-replace required.

Full Explainability

Every decision is fully explainable and auditable, policy references, documentation sources, and decision rationale by default.

Autonomous, Not Automated

Every decision is fully explainable and auditable, policy references, documentation sources, and decision rationale by default.

Application innovation backed by deep engineering..

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Measurable Results

50% reduction in technical debt for enterprise clients

True Partnership Model

Dedicated teams integrated with your workflow

Rapid Innovation Velocity

Ship features 3X faster with our DevSecOps pipeline

Enterprise-Grade Security

SOC 2 compliant engineering practices

Case Studies

Riverside Medical Center Achieves 412% ROI Through AI-Assisted Coding.

Transforming Revenue Cycle Operations at Summit Health Partners

Summit Health Partners was losing revenue to a 32% denial rate, 45-day AR, and manual workflows across every cycle stage. CaliberFocus deployed autonomous AI agents end to end , from prior auth  to denial management.

0 +

Global Partnership

0 +

Years Proven Success

200 +

Global Associates

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Frequently Asked Questions

The agent is built to process both electronic and non-standard remittance formats, converting paper EOBs and non-standard files into structured reconciliation data without manual intervention or format dependency.

High-risk appeals, contractual disputes, and complex clinical edge cases always retain human oversight. Agents prepare the decision with full context and defer execution when confidence drops. Right autonomy at the right decision point, not full autonomy everywhere.

The agent identifies the discrepancy immediately, categorizes the mismatch by root cause, whether a payer adjustment, denial, or coordination of benefits issue, and routes it to the correct resolution workflow without manual triage.

No. The agent handles routine ERA matching, EOB reconciliation, and adjustment categorization autonomously, shifting your posting team from data entry to contract dispute resolution and high-value underpayment recovery where human judgment matters most.

Most organizations see measurable improvement in posting accuracy within the first 30 days of deployment. Underpayment recovery compounds over time as the agent builds payer-specific remittance intelligence and identifies systematic contract variances across your full claims volume.

What our clients say about our work?

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