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Inside the AI Tools Speeding Utilization Management Decisions

Healthcare professional reviewing information on a laptop to support clinical decision-making, care coordination, and operational efficiency
Date 09/14/2026
Read Time 5 minutes

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As a physician leader, I see how often the challenge in reaching timely, well-supported utilization management decisions begins with finding the relevant evidence in the medical record. AI-powered solutions like Phare Utilization Management can condense and organize that evidence to help clinicians move faster, document decisions more clearly and spend less time searching fragmented records.

Medical records may span multiple days, repeat information and bury meaningful clinical changes among routine observations. Reviewers often scroll through page after page of unstructured data before they can evaluate medical necessity, support a prior authorization request or recommend the appropriate level of care. As I noted in my recent article on the future of utilization management, technology is reshaping clinical reviews, but success still depends on giving clinicians the right information at the right time.

That is the value Phare Utilization Management is designed to deliver. Combining AI-powered clinical summarization with workflow automation, it helps teams surface evidence faster, create more consistent reviews and support timely authorization and level-of-care decisions. It also synthesizes payer history to help shape reimbursement-ready documentation. The technology does not replace clinical judgment; it gives clinicians clarity and a stronger starting point for applying it.

How physician advisors use Phare Utilization Management

Across the R1 Physician Advisory Services (PAS) team, our physician advisors are seeing this firsthand. Juan Franco, MD, described a familiar problem Phare Utilization Management is helping solve. Individual notes may contain only routine details, while later entries often repeat earlier documentation. In a conventional workflow, reviewers still have to work through those notes to determine whether anything clinically meaningful has changed, even when much of the information adds little value.

With Phare Utilization Management, condensed case summaries streamline and organize that information, reducing redundancy and making the relevant evidence easier to find. That allows reviewers to spend less time searching through the record and more time applying their clinical expertise. Another R1 physician advisor, Karishma Anik, DO, described the value of having that information presented in a more usable form. AI-assisted summarization provides an organized account of the patient’s condition, treatment and progression, with citations to the original documentation maintaining a clear chain of evidence.

That consistency in how information is presented matters because medical records are not organized uniformly. When Phare Utilization Management presents each case in a predictable format, reviewers can focus on the evidence supporting — or not supporting — a service, admission status or continued stay. That is where physician expertise creates the most value.

“The AI-driven process is efficient, it’s consistent with the way it gives you the information, and it will allow you to use better clinical judgment,” Franco said. “It’ll also make your documentation easier.”

Faster decisions, stronger documentation

One immediate benefit of AI and automation in utilization management is speed — but only when it also supports stronger documentation and decisions. Franco said he uses relevant language from the condensed summary to prepare rebuttals, including the patient’s presenting condition and supporting details. Starting from an organized synopsis considerably reduces the time otherwise required to reconstruct the clinical story from scattered notes.

That can accelerate medical necessity authorization and level-of-care decisions while improving information sent to payers. A complete submission is easier to evaluate and less likely to stall because of missing information. AI can also surface documentation gaps while clinicians still have time to clarify the record. Making the right decision is not enough anymore — teams must clearly show why that decision is supported by evidence.

The timing is significant. As payers and providers move toward CMS-mandated electronic prior authorization processes, federal requirements are raising expectations for data exchange, timeliness and transparency. That increases the need for clinical information that is organized, decision-ready and easy to review.

“I would say that the efficiency, improved clinical judgment and better synopsis of the clinical information is what delivers the primary value for clinicians,” Anik said.

These gains can strengthen alignment with payer criteria by connecting the documented condition to the requested service or recommended status. The clinician remains accountable for the determination but spends less time hunting for facts and more time applying clinical judgment.

Reducing friction for clinicians

Phare Utilization Management also addresses the cognitive strain of repetitive chart review.

That relief matters when reviewers manage high volumes and inconsistent records. Reducing repetitive navigation gives clinicians more time for interpretation, discussion and escalation — the work that requires medical expertise and helps them operate at top of license.

A shorter path to care

For patients, the impact may be indirect but meaningful. When a reviewer reaches a supported decision sooner, authorization can move forward faster, status questions can be resolved earlier and avoidable uncertainty can be reduced or eliminated. More efficient review can limit delays to scheduling, treatment or discharge planning. Even an observation-versus-inpatient designation can affect reimbursement, out-of-pocket costs and eligibility for follow-up care such as rehabilitation or home health.

When utilization management works well, it helps patients move through the care continuum in the right setting, with the right level of care and with fewer unnecessary delays. Ultimately, that better care delivery and patient experience is why improving the review process matters.

Augmented UM: AI and clinical judgment working together

The emerging model for healthcare providers is augmented utilization management. AI organizes complex clinical data, while clinicians determine what the evidence means. Its value lies in practical improvements across workflows that mean less searching, greater consistency, clearer documentation and more time for sound clinical reasoning.

For health systems facing complex payer requirements and pressure to improve the patient experience, those improvements deliver real value. The faster clinicians find the story in the record, the faster they can move care forward appropriately — supporting patients, providers and reliable reimbursement outcomes.

Phare Utilization Management helps health systems streamline workflows, improve review efficiency and support faster decisions - while preserving the central role of physician judgement.

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