Use Cases

Real AI solutions moved from pilot to production.

These examples illustrate the kind of operationally grounded AI work K4 Clarity helps organizations deliver: workflow-native solutions, measurable impact, and outcomes that hold up at enterprise scale.

Production AI

Examples of AI in full enterprise production

From clinical documentation and payer guidance to document intake, revenue cycle follow-up, patient feedback triage, and engineering productivity, these use cases show how AI can be embedded into natural workflows and translated into practical value.

Clinical documentation

Clinical Documentation Assistant

An ambient AI solution custom developed for clinicians. It listens to clinician-patient conversations, transcribes them verbatim, then uses an LLM to reduce the transcription into a clinical narrative and summary directly within natural EHR workflows.

Highlights

  • Used by more than 1,700 clinicians across 925 patient care centers.
  • Provides patients with a better visit experience with the clinician.

Benefits

  • Reduced clinician documentation time by 70% or more.
  • Produced better quality documentation, resulting in 75% faster prior authorization completion.
  • Reduced documentation-related claim denials by 90%.
Patient feedback triage

NPS Autonomous Agent

A custom autonomous agent that reads Net Promoter Score survey comments, assigns service categories, and routes follow-up tasks to the right team members.

Highlights

  • Low-cost solution using an open source small language model in a secure environment.
  • Integrated directly into administrative staff workflows.

Benefits

  • Removed manual work and saved more than 400 hours per week.
  • Improved focus on the right service improvement opportunities.
Revenue cycle operations

Claims Follow-Up Voice Agent

A combined vendor-supplied voice agent system and custom-developed workflow that enables a voice agent to call insurance payers and follow up on outstanding claims.

Highlights

  • Designed to offload repetitive payer follow-up activity from collectors.

Benefits

  • Reduced manual tasks for collectors and freed them to focus on more complex work such as appeals.
  • Improved employee satisfaction by eliminating repetitive work and enabling staff to work at the top of their profession.
Intelligent document intake

Document Processing Solution

A hybrid solution combining vendor technology and custom process design to file incoming faxed documents into patient charts and assign follow-up tasks to the appropriate team members.

Highlights

  • Processes an average of 17,000 documents per day.

Benefits

  • Accelerated attention to work queues for incoming referrals.
  • Reduced offshore FTE needs.
  • Reduced human error.
Operational knowledge access

Payer Guidance Chatbot

A custom chatbot that compiles thousands of payer rules into a single data repository so employees can query guidance from within their natural workflows.

Highlights

  • Integrated with the practice management system and day-to-day user workflows.

Benefits

  • Provided fast access to payer rules for multiple employee functions.
  • Eliminated disparate systems that previously housed payer rules.
Engineering productivity

Coding Assistance for Software Engineers

Broad adoption of AI coding assistance embedded within software engineers' existing development tools.

Highlights

  • Integrated into natural engineering workflows.

Benefits

  • Reduced coding work by 30 to 50 percent.
  • Freed engineers from mundane coding tasks so they could focus on solution design and more complex problem solving.

Want to identify the right production-grade use cases for your organization?

Let’s discuss where AI can create measurable value in your workflows, operations, and customer experience.