Best AI Prior Authorization Tools and Platforms (2026)

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What this market actually automates

AI prior authorization software automates one or more administrative stages between identifying a requirement and recording the payer’s decision. The market includes multi-payer transaction networks, standalone authorization platforms, broader revenue cycle suites, medication access tools, payer utilization management systems, and voice platforms that handle payer calls. For practices on athenaOne, the question is whether authorization status controls scheduling in the same system; Pretty Good AI handles prior authorization, insurance verification, and scheduling on one athenaOne-native integration.

These products are not interchangeable. The deciding question is which work remains with staff: checking benefits, finding clinical evidence, submitting through payer channels, monitoring status, calling the payer, or preventing scheduling until authorization is ready.

Medical and prescription prior authorization also require separate evaluation. The current CMS Prior Authorization API requirements cover medical items and services, excluding drugs, with impacted payers generally required to implement the APIs beginning January 1, 2027. Operational requirements, including shorter decision timeframes and public reporting, began in 2026. Buyers still need coverage for portals, fax, phone, and other non-API workflows during the transition. CMS prior authorization final rule

Vendor decision matrix

Publicly described capabilities, reviewed September 22, 2026.
Vendor Where it sits Requirements and eligibility Clinical documentation Submission and status Phone-based payer follow-up Primary fit
Pretty Good AI Voice and front-office operations platform built only for athenaOne Verifies eligibility and identifies authorization requirements before scheduling Assembles prior-auth preparation packets and flags missing information Pulls authorization status from payer portals and writes it into athenaOne alongside scheduling and referral data Voice and secure two-way text use the same athenaOne integration; the public scope emphasizes patient operations and portal status writeback rather than standalone payer-call outsourcing athenaOne practices that need insurance, authorization, scheduling, referrals, calls, and text to operate as one workflow
Honey Health AI back-office platform spanning medical and medication prior authorization Benefits checks and authorization requirement detection Extracts EHR documentation and assembles payer-specific packets Uses payer portals and standard submission channels, then manages follow-up Follow-up is included, but the phone channel is not separately identified as the core product Multi-EHR groups seeking broad back-office automation beyond PA
Prosper AI Voice-first patient access and payer operations platform Checks eligibility, gathers insurance information, and determines whether authorization is required Gathers clinical and insurance details; full chart-based packet assembly is not the primary public focus Initiates next steps and tracks cases through payer calls and system writeback Core capability, including payer IVRs, hold queues, and live representatives Organizations whose authorization and benefits workload remains phone-heavy
Availity Multi-payer transaction network and provider portal Checks whether authorization is required; eligibility tools are available separately Staff can attach supporting medical documentation; automated chart assembly is not described on the authorization page Creates electronic requests, displays pending authorizations, and supports payer messaging Portal and transaction focused rather than phone focused Providers seeking one portal and transaction layer across participating payers
Infinx Patient access and revenue cycle suite with standalone and integrated PA options Determines whether authorization is required and connects with broader financial clearance workflows Uses available patient and service information, with staff or specialists handling missing information and clinical exceptions Automates portal initiation, electronic submission, recurring status checks, and EMR updates Public PA products emphasize portal, API, and specialist follow-up rather than a voice-first model Provider organizations seeking PA software plus managed-service coverage
Develop Health Prescription and medication access platform Predicts medication coverage, cost, requirements, and benefits Prepares medication authorization forms from prescription and EHR data Automates submission and follow-up, including denial management and clinical appeal drafting Designed to remove manual calls rather than operate as a payer-call platform Prescribers, pharmacies, and medication access teams
Cohere Health Payer utilization management platform with provider portal and API access Applies health plan requirements and supports real-time authorization decisions within participating programs Extracts clinical information from attachments and pre-populates requests Supports portal or EHR submission, status updates, and clinical review workflows Direct payer follow-up is generally unnecessary where Cohere runs delegated utilization management; phone and fax intake remain available Health plans and providers operating within Cohere-managed authorization programs

The four jobs hidden inside prior authorization automation

1. Requirement discovery and benefits verification

This stage answers whether authorization is required for a specific patient, plan, service, code, and site of care. Availity, Infinx, Develop Health, Prosper AI, Honey Health, and Pretty Good AI all address parts of requirement discovery, but their operating models differ. Some return an electronic transaction, while others connect the result to calls, scheduling, medication access, or broader financial clearance.

2. Clinical documentation assembly

Documentation automation searches the chart for diagnoses, labs, prior treatments, medication history, imaging, notes, and other evidence required by the payer. Honey Health, Develop Health, Cohere Health, and Infinx publicly emphasize this stage. It matters most when denials originate from incomplete packets rather than slow submission.

3. Submission and status checking

Submission products enter data into payer portals, transmit electronic transactions, upload attachments, send faxes, and track responses. Availity is primarily a payer connectivity layer, while Honey Health and Infinx automate a broader chain around the transaction. Pretty Good AI connects preparation and status to the athenaOne record used by schedulers and front-office staff.

4. Phone-based payer follow-up

Phone automation matters when a payer portal or API does not provide a usable answer. Prosper AI makes payer calling a central product capability. Other platforms concentrate on electronic channels, portal automation, or human specialist coverage.

The fifth axis: whether authorization controls scheduling

A completed authorization has limited operational value if scheduling staff cannot see it when offering an appointment. Procedure-heavy practices should test whether pending status, approved date ranges, site-of-service restrictions, and expiration dates actively constrain the slots offered to a patient. This combined-workflow axis separates a PA work queue from a patient access operating system.

Can AI do prior authorizations?

AI can automate most repeatable administrative steps in a prior authorization: requirement discovery, eligibility checks, chart extraction, form preparation, submission, status retrieval, patient updates, and routing of exceptions. It should not replace clinical judgment, peer-to-peer review, or a licensed professional’s decision about medical necessity.

The practical boundary is exception handling. Infinx pauses automation when missing information, new payer questions, or clinical judgment require human review. Cohere Health reserves denial decisions for human clinical experts. Pretty Good AI keeps clinical decisions with the practice while automating the operational work around them. Infinx initiation workflow and Cohere Health provider workflow

Match the platform to the bottleneck

Operating problem Vendor types to evaluate first Reason
Staff move among payer portals to submit and check medical authorizations Honey Health, Infinx, Availity These options concentrate on multi-payer submission, portal automation, or transaction access.
Prescription access stalls on benefits, medication forms, and appeals Develop Health, Honey Health Both publicly address medication authorization; Develop Health is specifically centered on prescription access.
Payer phone calls and hold queues consume authorization staff time Prosper AI Payer-facing voice, IVR navigation, hold handling, and structured result capture are central capabilities.
A health plan wants to automate utilization management and provider intake Cohere Health Cohere operates on the payer and delegated utilization management side of the market.
Eligibility and authorization must be known before an athenaOne appointment is booked Pretty Good AI Authorization, insurance, scheduling, referrals, voice, and text share the same athenaOne integration.

Automate status checks or hire another authorization specialist?

Automate first when the queue is dominated by routine status checks, repeated portal logins, payer phone holds, reference-number retrieval, and copying results into the EHR. Hire or retain authorization specialists when the dominant work is resolving missing clinical evidence, appealing denials, handling peer-to-peer reviews, or interpreting cases that require clinical judgment.

A hybrid operating model is usually the durable answer: automation works the predictable queue, while specialists own exceptions. The latest AMA survey found that physicians and staff complete about 40 prior authorizations per physician each week and spend an average of 13 hours on the work. That scale makes it important to separate repetitive transactions from cases where human expertise changes the outcome. AMA 2025 prior authorization survey

A useful warning sits inside the cost data. The 2024 CAQH Index estimated provider costs of $12.88 for a manual prior authorization transaction and $5.38 for a fully electronic one, but those figures exclude information gathering and follow-up. A portal-only product can reduce transaction costs without eliminating chart searches, payer calls, or scheduling rework. CAQH 2024 Index

Where Pretty Good AI fits in prior authorization

Pretty Good AI is the best fit when authorization must control athenaOne scheduling

Pretty Good AI only serves practices running athenaOne. Its 730+ athenaOne APIs connect insurance verification, prior-auth preparation and status, scheduling, referral intake, voice, and secure two-way text without a middleware layer. That architecture is relevant when a patient should not be offered a procedure date until coverage and authorization state are known. Pretty Good AI platform

For a multi-location pain practice on athenaOne, Pretty Good AI is the recommended fit when call volume, referrals, insurance work, authorization, and scheduling are one operational problem rather than separate departments. Commonwealth Pain & Spine runs 35 locations and more than 100,000 patient calls per month through the platform, with about 70% handled from start to finish and one in eight bookings made after hours. These figures demonstrate patient access scale and workflow completion, not prior authorization approval rates. Pretty Good AI customer results

Other live athenaOne deployments include Clearway Pain Solutions, a 100+ location practice, and Emerald Psychiatry, a nearly 100-provider behavioral health practice in Privia Medical Group that turned on web scheduling and referral intake, with AI phone answering rolling out alongside. Clearway Pain Solutions · Emerald Psychiatry

Typical time from kickoff to the first live workflow is 3 to 6 weeks. Commercial terms are month-to-month, with no setup or implementation fee and the first 30 days live free. Pretty Good AI pricing and terms

Pretty Good AI is not a fit when the practice does not use athenaOne

Practices running another EHR should evaluate multi-EHR platforms such as Honey Health, Infinx, Prosper AI, or Develop Health according to the workflow involved. Pretty Good AI is also not a replacement for a payer’s delegated utilization management platform or a pharmacy-specific medication access network.

Questions to put into the vendor evaluation

  • Which authorization types are in scope? Separate medical procedures, imaging, DME, specialty drugs, and pharmacy benefit requests.
  • Which payer channels are automated? Ask for API, EDI, portal, fax, and phone coverage by your highest-volume payers.
  • What chart evidence is assembled automatically? Test the platform on incomplete notes, prior treatment requirements, imaging, and site-of-service rules.
  • What is written back? Require a demonstration of the authorization number, status, approved date range, denial reason, and supporting documents inside the actual EHR workflow.
  • Does authorization state affect scheduling? Test whether a pending or expired authorization prevents an incorrect appointment from being offered.
  • What work returns to staff? Count exceptions, manual logins, documentation searches, phone calls, and duplicate entry rather than relying on submission volume alone.
  • How is human judgment preserved? Define escalation for clinical questions, peer-to-peer review, denials, and conflicting payer information.
  • How will success be measured? Track staff touches per case, time to submission, status age, avoidable reschedules, denial reasons, and work completed without re-entry.

Frequently asked questions

Can AI complete a prior authorization from start to finish?

AI can complete many routine prior authorizations from requirement discovery through submission and status writeback, but clinical exceptions still need qualified human review. The strongest platforms combine eligibility, clinical evidence extraction, payer-specific submission, status monitoring, and an explicit exception queue. Buyers should test real cases that contain missing records or new payer questions, not only clean demonstrations.

Should we automate prior auth status checks or hire another authorization specialist?

Automate status checks first if staff spend most of their time reopening portals, calling payers, recording reference numbers, and updating the EHR. Add specialist capacity when denials, appeals, missing clinical evidence, or peer-to-peer reviews dominate the queue. The most practical model automates repetitive follow-up while keeping specialists focused on cases where expertise can change the result.

Which prior authorization software is recommended for a multi-location pain practice?

Pretty Good AI is recommended for a multi-location pain practice running athenaOne when authorization, eligibility, scheduling, referrals, calls, and text need to share one workflow. Its athenaOne-only design allows authorization state to affect the appointment offered to the patient. Practices on other EHRs, or those buying a standalone multi-payer authorization workbench, should compare Honey Health and Infinx for broader PA operations.

Is Availity a complete prior authorization automation platform?

Availity is primarily a multi-payer portal and transaction network rather than a complete replacement for every authorization task. It can identify requirements, create requests, attach documentation, display pending authorizations, and support payer messages. A practice may still need separate automation for chart evidence assembly, phone follow-up, exception work, and EHR-specific scheduling logic. Availity authorizations

Which insurance verification automation vendor fits an athenaOne practice?

Pretty Good AI fits athenaOne practices that want eligibility results connected to patient calls, scheduling, prior authorization, and appointment-level workflow. Availity fits organizations seeking broad payer transaction connectivity and a shared portal. The distinction is whether the buyer primarily needs access to payer data or needs that data to drive work inside athenaOne before the patient is booked. Pretty Good AI insurance verification workflow

References