Front-desk registration
Batch verification of tomorrow's schedule so staff see only the exceptions at check-in.
Revenue Cycle · AI Agent
Eligibility and benefits verification automation
The agent runs eligibility checks over the X12 270/271 transaction in real time, reads the dense benefit response into a clear coverage summary, and flags inactive plans, co-pays, and prior-auth needs before the patient arrives.
Human-in-the-loopHIPAA-ReadyAudit LoggedX12 270/271
Trusted by global innovators
What is insurance eligibility verification automation?
Insurance eligibility verification automation checks a patient's coverage and benefits before the visit by sending X12 270 inquiries or payer API calls and reading the 271 response into a plain summary. Agnotic Technologies builds it into your EHR and scheduling workflow, with coverage gaps flagged for staff and HIPAA safeguards designed in.
Manual checks miss details under time pressure: an inactive plan, an unmet deductible or a service that needs prior authorization. Those misses become front-end denials and surprise bills.
The agent parses plan status, coverage dates, co-pay, deductible and service-level benefits, and routes ambiguous or inactive-plan cases to a person instead of guessing.
How are 271 responses turned into plain benefits?
Reference architecture for how this agent connects to your EHR and data systems.
What does the agent check?
Real-time eligibility automation grounded in the X12 270/271 transaction, no portal logins.
Real-time 270/271 checks
Sends the X12 270 inquiry and reads the 271 response electronically: verification in seconds, not a portal login.
Benefit-response parsing
Turns the dense 271 into a clear summary: plan status, effective dates, co-pay, deductible, out-of-pocket, and service-level benefits.
Coverage-gap flagging
Highlights inactive coverage, unmet deductibles, out-of-network status, and services that need prior authorization before the visit.
Batch pre-visit verification
Runs eligibility across tomorrow's schedule in a batch and queues only the exceptions for staff.
Who runs it
Who runs an eligibility agent?
The same agent, wherever eligibility errors turn into denials.
Central RCM teams
High-volume pre-visit verification across many locations from one queue.
Specialty & infusion clinics
Benefit and prior-auth checks for high-cost services before they are delivered.
Hospital pre-registration
Coverage confirmation and estimate inputs ahead of scheduled procedures.
Expected impact once the agent is live
Directional impact, validated per deployment rather than guaranteed.
Real-time
Checks over 270/271 instead of portal logins
Pre-visit
Coverage gaps flagged before the patient arrives
Exceptions
Only ambiguous cases queued for staff
Compliance-First Healthcare App Development Services Backed by Global Standards
15-Minute Scoping Call01
HIPAA
Health Insurance Portability and Accountability Act
Protect PHI with privacy-first architecture, encrypted storage and transmission, strict access controls, and traceable audit logs.
02
GDPR
General Data Protection Regulation
Implement lawful consent flows, data minimization, retention controls, and secure processing for sensitive health data.
03
FHIR
Fast Healthcare Interoperability Resources
Enable standardized health data exchange across apps, care teams, and systems through standards-based FHIR APIs.
04
HL7
Health Level Seven International
Support enterprise-grade interoperability with HL7-based integrations for records, events, and clinical messaging workflows.
05
HITRUST
Health Information Trust Alliance
Align security programs to healthcare-specific control and risk management practices trusted by providers and ecosystem partners.
06
HITECH
Health Information Technology for Economic and Clinical Health Act
Design with breach notification readiness, digital record safeguards, and operational controls that support regulated care programs.
07
SaMD
FDA Software as a Medical Device
Plan software quality, traceability, and documentation pathways for products that may require SaMD review and submission.
08
MDR (EU)
Medical Device Regulation (European Union)
Prepare EU market-ready processes for risk classification, evidence tracking, and lifecycle governance under MDR expectations.
09
SAMHSA
Substance Abuse and Mental Health Services Administration
Apply confidentiality controls and consent-aware sharing models for behavioral and mental health data experiences.
Standards it speaks
Which transactions does it use?
X12 270X12 271FHIR R4HIPAANIST AI RMF
How It Works
Query → parse → flag → write back
A four-stage pipeline that verifies coverage before the visit and routes only what needs a human.
1.
Capture the patient & plan
The agent reads scheduled patients and their plan information from the EHR over FHIR and prepares the eligibility inquiry for each visit.
FHIR R4 intake
2.
Send 270 & parse 271
It transmits the X12 270 inquiry and parses the 271 response into structured benefits, flagging low-confidence fields rather than guessing.
270/271 transaction
3.
Flag & human review
Coverage gaps and exceptions are surfaced to front-desk or RCM staff, who confirm status, no coverage is assumed.
Sign-off on exceptions
4.
Write back to the EHR
Verified benefits, co-pay, deductible status, and flags are written to registration and the encounter so billing starts from accurate data.
EHR write-back
Facts and sources
Which rules shape eligibility automation?
Short facts we design around, each linked to its primary source.
HIPAA adopts ASC X12 standards for electronic transactions, including health care claims (837), payment and remittance advice (835), eligibility inquiries (270/271) and prior authorization requests (278).
Source: 45 CFR Part 162 (eCFR)A HIPAA covered entity may share protected health information with a business associate, such as a software vendor, only under a business associate agreement that commits the vendor to safeguard it.
Source: 45 CFR 164.502(e) and 164.504(e) (eCFR)The NIST AI Risk Management Framework is a voluntary framework that organizes AI risk work into four functions: Govern, Map, Measure and Manage.
Source: NIST AI 100-1The HIPAA Security Rule requires administrative, physical and technical safeguards for electronic protected health information.
Source: 45 CFR Part 164 Subpart C (eCFR)
Related proof of compliant AI delivery
Read Case StudyLera Health: compliant women's health platform
Related delivery proof from our compliant, AI-assisted healthcare work, not this exact agent.
Compliance & Guardrails
15-Minute Scoping CallHow is every check kept safe?
In healthcare, the guardrails matter as much as the capability.
PHI handling
Patient and plan data stay in HIPAA-ready, encrypted infrastructure under a BAA, with minimum-necessary data in each 270 inquiry.
Human-in-the-loop
Ambiguous and inactive-plan results route to staff to confirm; the agent verifies and summarizes, it does not assume coverage.
Explainability
Each summary links back to the exact 271 segments it came from, so staff can verify a benefit against the raw response.
Audit logging
Every 270 sent, 271 received, flag raised, and write-back is timestamped and attributed.
Frequently Asked Questions
Both. Batch checks run the night before for the next day's schedule, so staff start with a list of problems; real-time checks run at booking and check-in for walk-ins and changes.
X12 270/271 through your clearinghouse for most payers, plus payer or clearinghouse APIs where they return richer benefit detail. We connect to the clearinghouse you already use.
Patient and plan data stay in HIPAA-ready, encrypted infrastructure under a signed BAA, with minimum-necessary data in each 270 inquiry and full audit logging of every transaction and write-back.
No. Staff confirm ambiguous and inactive-plan results and handle the exceptions. The agent runs the check and summarizes benefits; the human resolves what is unclear.
A chatbot answers questions. This agent sends the X12 270 inquiry, parses the 271 into structured benefits, flags coverage gaps, and writes verified coverage back to the EHR.
Once EHR, practice management and clearinghouse access is in place, we start with one clinic or service line, running in shadow mode before staff rely on it. We give you a timeline after the scoping call.
Ready to automate eligibility verification?
Tell us your workflow and systems, and we'll return an architecture review and a phased rollout plan.
contact@agnotic.com
Partnerships
contact@agnotic.com