Module 4.1

Pre-flight Claims Engine

Claim rejections slow revenue by causing rework for problems that are mostly preventable. This can include demographics errors, incorrect or invalid insurance information, coding errors, missing documentation, duplicate claims, incorrect formats, and timely filing issues. Most EHRs run error checks before the claims go out the door, but they don't catch everything, and they miss critical issues like potential denials, and provider enrollment issues. The Pre-flight Claims Engine is designed to close those gaps, plus it adds an additional layer of denials intelligence that flags codes that could trigger a denial before they get submitted, allowing you to be proactive instead of reactive.

The Pre-flight Claims Engine runs every claim through five sequential checks including: required fields, file structure, clinical coding rules, provider enrollment, and high-likelihood denial patterns based on what payers, OIG audits, and historical denial data tell us. Each claim is given a result of “Pass”, “Hold” or “Fail” so you know exactly which claims need review or corrections.


How It Works

Five Checks, Steps 1–5, in Order. Prevent Rejections and Denials Before They Happen

Each check builds on the one before it. The engine checks provider enrollment status first, then works through required fields, followed by file structure, then clinical coding rules, and finally high-likelihood denial patterns. This lets you prevent issues, rather than fix them later.

Step 1

Provider Credentialing Gate

Confirms the rendering and billing provider is enrolled with the payer before anything else runs. Pulls live status from the Provider Enrollment Velocity Engine. If the provider is not approved, the validation status shows FAIL because submitting it would guarantee a denial. The dashboard also shows an explanation and the days that the provider has been in the credentialing pipeline.

Step 2

Required Fields Check

Confirms that NPI, procedure codes, diagnosis codes, and required modifiers are all present and correctly formatted before anything else runs.

Step 3

Structure Check

Verifies EDI segment ordering, loop integrity, and required segment presence. Validates that all required segments are included and in the correct format. This includes a hierarchical integrity check and validation of sums and totals.

Step 4

Clinical Coding Rules

Flags CPT codes missing required modifiers, checks modifier validity, and identifies coding deficiencies as HIGH AUDIT RISK.

Step 5

Denial Pattern Match

Flags claims that match high-likelihood denial patterns: CPT and ICD combinations that frequently get denied, procedures that commonly trigger OIG audits, codes that do not align with the patient's age or gender, and any combination that has tripped a denial in your own history. Runs a live CARC/RARC cross-reference from denials intelligence and surfaces high and medium risk CPTs. If a CPT has no ICDs, or ICDs appear discordant with the CPT's required prefix, the engine flags medical-necessity and diagnosis-alignment risk. This engine learns as you use it.


Sample Output

Pre-flight Validation Dashboard

This is what your team sees after each batch runs. Every claim shows its validation status, denial risk level, and a plain-language description of what needs attention. Claims marked PASS are ready to go. Claims marked HOLD or FAIL have a specific next step waiting.

Practice Type: Multi-specialty Claims Processed: 247 Run Date: 2026-06-17
Total Claims
247
In this batch
Full run
Claims Valid
235
95.1% pass rate
Ready to submit
Enrollment Holds
3
Provider enrollment pending
Needs action
Denial Intelligence Alerts
8
Matched past denial patterns
Needs review
Claim Validation Results
Claim ID Patient Provider NPI CPT ICD Charge Validation Status Denial Risk Issue / Next Step
CLM0400401 Sarah Chen Dr. Patel (1234567890) 99214 I10 $185 HOLD HIGH May require modifier 25 for E/M. Review documentation to confirm a separately identifiable E/M service was provided. If so, modifier 25 is required. If not, the additional E/M code cannot be billed.
CLM0400412 Carlos Torres Dr. Webb (9876543210) 93306 I50.32 $480 PASS LOW Ready to submit.
CLM0400418 Thanh Nguyen Dr. Nair (1122334455) 70553 G43.909 $1,250 HOLD HIGH Prior authorization required (CARC 197). Prior authorization number missing. Update claim to submit.
CLM0400425 Angela Williams Dr. Okafor (5566778899) 99213 E11.9 $120 FAIL N/A Provider enrollment pending. This claim cannot be submitted until enrollment clears (45 days in pipeline).
CLM0400430 Robert Chen Dr. Patel (1234567890) 20610 M17.11 $320 PASS LOW Ready to submit.
CLM0400437 Elena Rodriguez Dr. Torres (6677889900) 99214 Z00.00 $185 HOLD MEDIUM Diagnosis code may not support this E/M level. Confirm documentation and diagnosis specificity before submission.

Fictitious patient names used for illustration. Standardized fields match the engine's real output: Claim ID, Patient, Provider NPI, CPT, ICD, Charge, Validation Status, Denial Risk, and a plain-language next step. Raw data export available in CSV or JSON format, if needed.


Get Started

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