Prior authorizations
Also written: Prior auth, PA
Insurance approval needed before a medical service or drug is given.
Prior authorization is a process used by health insurance companies to control costs and ensure medical necessity for certain treatments, medications, or procedures.
Before you can receive a specific service or prescription, your doctor must get approval from your insurance provider. This often involves submitting detailed medical records and justifications. If approved, the service or drug is covered by your insurance. If denied, you may have to pay out of pocket or go through an appeals process.
Prior authorization (prior auth) is a utilization management process where a healthcare payer requires approval from the patient's health plan before a specific medical service, procedure, or prescription drug is delivered. The goal is to verify medical necessity, appropriateness, and cost-effectiveness, thereby preventing unnecessary or excessive healthcare spending.
This process typically involves the healthcare provider submitting a request with supporting clinical documentation to the insurer. The insurer then reviews the request against established clinical guidelines and coverage policies. While intended to manage costs, prior authorizations can lead to delays in care, increased administrative burden for providers, and potential patient dissatisfaction if denied.
OpenAI's recent work highlights how AI can streamline the prior authorization process in healthcare. By improving prompts and regression evaluations, AI can make obtaining these necessary approvals more efficient, reducing administrative burdens for clinicians.
- OpenAI Cookbook: Improve prior authorization prompts and regression evals (#2937)OpenAI · OpenAI Cookbook ·
- HealthcareOpenAI · OpenAI News ·
- OpenAI ChatGPT
- OpenAI is developing ways to improve prior authorization prompts and regression evaluations, aiming to make AI more reliable for critical healthcare tasks and reduce administrative burdens for clinicians using tools like ChatGPT for Healthcare.
- Pre-authorization
- Often used interchangeably with prior authorization, though s
- Referral
- A recommendation from one doctor to another, not an insurance approval
- Claim submission
- The process of billing insurance after a service has been rend
Prior authorization is a long-standing practice within the healthcare insurance industry, evolving from earlier forms of utilization review and cost containment measures.
While you cannot directly initiate a prior authorization, you can observe how AI might help by asking a chatbot like ChatGPT to summarize a complex medical condition based on provided (fictional) patient notes. This demonstrates the AI's ability to process and synthesize clinical information, a core component of prior authorization requests.
The Playbook: reusable how-tos, prompts, configs and tips pulled out of the news.
- PromptRole-play a student struggling with math for AI tutor simulationSimulate a student's math struggles and uncertainty for AI tutor evaluation. · 5 min
- TemplateReusable workflow templates for healthcare teamsTeams can create and share templates for common workflows like documentation or prior authorizations. · 15 min
- TemplateTemplate for building an AI tool tailored to your workA structured approach to defining and building a custom AI tool for specific business needs. · 15 min
- TemplateEvals CSV prompt list for agent skillsA CSV file template for listing prompts used in evaluating agent skills. · 20 min
- HeuristicDouble coding agent task completion with docs linksProviding coding agents with a documentation link significantly increases their task completion rate. · 2 min
Questions people ask
- Who initiates a prior authorization?
- Typically, the healthcare provider's office initiates the prior authorization process by submitting a request to the patient's insurance company.
- What happens if a prior authorization is denied?
- If denied, the patient or provider can often appeal the decision. The patient may also have to pay for the service out-of-pocket or seek an alternative treatment.
First seen on Subvolts Apr 10, 2026. Updated Sep 25, 2026. Written by an AI model from the items above and reviewed against them weekly; report an error.