How AI Makes PROMs and PREMs More Human and Clinically Useful

PROMs and PREMs were meant to be game changers for value based care. They were designed to bring the patient’s voice into every decision, to measure outcomes that truly matter, and to show whether care is effective in the real world. Yet in most clinical environments they have become one more obligation on an already crowded list.

Patients click through long, impersonal forms. Clinicians struggle to keep up with inboxes, alerts, and documentation. The result is predictable. response rates in the 25% to 30% range, PDFs buried in the EMR, and scores that cannot explain the story behind the change. They lack the why. the context. the trajectory.

The intent was right. The tools, as implemented, have not kept pace with the demands and speed of modern care.

What Happens When AI Sits at the Center of PROM and PREM Workflows

At Datos Health, we built our approach around a simple belief, patient reported data should work for clinicians, not the other way around. AI makes that shift possible.

AI That Delivers the Context Clinicians Should Not Have to Search For

Instead of handing you raw responses or a single score, AI interprets PROM and PREM data within the clinical story of the patient in front of you.

It brings together:

• Recent PROM and PREM trends Key diagnoses, medications, and utilization
• Relevant vitals and device data
• Previous episodes and interventions

The output is not another form. It is a clear, concise clinical briefing. “Here is what has changed since you last saw this patient. Here is why it matters. Here is what may require your attention.”

You keep clinical judgment. AI does the pre work.

When the Experience Feels Human, Patients Answer More Honestly

Traditional forms push patients into test taking mode. AI creates natural, conversational check ins through chat or voice, so patients feel understood rather than evaluated. This increases completion rates and provides richer information. The interaction becomes part of their care experience. not another task to get through.

Trends Become Clear Without Any Extra Effort

Every new response is automatically compared to previous ones. AI reveals patterns that would otherwise be hidden. a subtle decline in mood. a gradual improvement in mobility, an early indicator that something may be changing. Insight appears without any additional searching on your part.

The Hard Question Every Health System Must Confront

Validated tools come with strict rules. Changing the wording or delivery can threaten scientific validity. At Datos, we respect that rigor. But we also recognize another reality, a perfectly validated instrument that patients rarely complete and clinicians rarely use is not delivering the value it promises.

The real question becomes this: where does clinical value truly live. in strict adherence to format, or in higher engagement, better adherence, and real world application supported by AI.

A Practical Path Forward for Hybrid Care

Hybrid care is not simply the addition of technology to traditional processes. It requires redesigning those processes so that data, including PROMs and PREMs, flows naturally into daily clinical decisions.

Clinicians care deeply about tools that are scientifically trusted, but they care even more about tools that help their patients.