Case Studies

AI-Enhanced Video Analysis Platform for Regional Healthcare Systems

Transformed manual video analysis workflow from 8-10 hours to 2 hours per project, enabling 250% capacity increase for healthcare systems analysis.

📖 4 min read

AI-Enhanced Video Analysis Platform for Regional Healthcare Systems

Interactive demo available at the bottom of this case study

The Problem

A regional healthcare systems analysis firm faced critical capacity constraints limiting their ability to meet growing demand for healthcare workflow optimization projects:

Critical Capacity Bottleneck

8-10 hrs
Per Project Analysis
20-30
Current Capacity

Core Challenges:

  • Manual video analysis consuming 8-10 hours per project using pause-screenshot-paste-annotate cycle
  • Limited capacity to 20-30 annual projects when 75 projects needed for growth targets
  • Senior project managers spending 150-750 hours annually on repetitive documentation tasks
  • Healthcare expertise trapped in manual processes that couldn't be delegated due to specialized knowledge requirements
  • Developer handoff inefficiencies requiring multiple clarification calls due to unclear field specifications
Industry: Healthcare Systems Analysis
Challenge: Manual video analysis workflow bottleneck
Growth Target: 75 annual projects (vs. current 20-30)
Compliance: HIPAA-compliant environment required

The manual process using Windows Screen Clipper → Excel → PDF was preventing the firm from scaling their healthcare systems analysis practice while maintaining the quality standards required for HIPAA-compliant environments.

The Solution

LightForge Works developed an Enhanced Multi-Modal AI Solution that preserves healthcare expertise while dramatically accelerating video analysis workflows:

🎯 Multi-Modal AI Enhancement

Commentary Detection
Captures client verbal feedback during video demonstrations
Expert Workflow
Preserves PM healthcare domain expertise in the loop

Key Features:

  • Commentary moment detection capturing client verbal feedback during video demonstrations
  • Multi-modal analysis combining audio analysis, visual attention tracking, and screen change detection
  • Expert-augmented workflow preserving PM healthcare domain expertise in the loop
  • AWS Serverless architecture with real-time processing and WebSocket updates
  • HIPAA-compliant deployment within existing IT-managed infrastructure
  • PDF output generation maintaining existing developer handoff processes

Technical Implementation:

Component Technology Performance
AI Analysis AWS Bedrock Claude 3.5 Sonnet <2 minutes for 2-hour videos
Real-time Updates WebSocket connections Live progress tracking
Screenshot Extraction Automated contextual identification Smart field detection
Expert Interface Healthcare-specific validation Domain expertise preserved

30/60/90 Implementation Framework

10 Hours Total Client Time | Integrated Business Team
  • No disruption to current operations
  • Staff training included
  • HIPAA compliance maintained throughout

The Impact

📈 Business Transformation Results

75%
Time Reduction
250%
Capacity Increase
75
Annual Projects

Immediate Results:

  • 75% time reduction from 8-10 hours to ~2 hours per project analysis
  • 250% capacity increase enabling 75 annual projects vs. current 20-30
  • Enhanced accuracy capturing client commentary missed in manual processes
  • Preserved expertise maintaining healthcare domain knowledge requirements

Business Growth:

  • $25,000 investment vs. hundreds of hours of senior PM time savings annually
  • Strategic resource optimization freeing senior staff for high-value activities
  • Scalable growth platform supporting the firm's expansion objectives
  • Improved developer handoff reducing clarification calls and project delays

💬 Client Testimonial

"The enhanced solution doesn't just speed up our process – it captures critical client feedback about field requirements that we were missing with manual analysis. This preserves the healthcare expertise that makes our work valuable while dramatically improving our capacity."

— Senior Project Manager, Regional Healthcare Systems Firm

System Interface

Healthcare Video Analysis Platform Interface

AI-Enhanced Video Analysis Platform showing commentary detection and field identification


This case study demonstrates how micro-applications can enhance rather than replace domain expertise, enabling healthcare organizations to scale specialized workflows while maintaining compliance and quality standards.

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