Eliminating manual healthcare data extraction at scale

Overview

PromptWell specializes in risk management and data analytics for healthcare, processing large volumes of client data to deliver critical insights. As their client base expanded, they needed a scalable solution to handle diverse data formats while maintaining accuracy and speed — all within strict HIPAA compliance requirements.

The Challenge

Manual Data Transformation Bottlenecks: The team was spending significant time manually processing and formatting data from various sources — primarily CSV documents — which slowed operations and created inefficiencies.

Data Quality Concerns: Inconsistent data formats, particularly common fields like email addresses, required extensive manual validation. Spacing errors and formatting inconsistencies consumed valuable engineering resources.

Scalability Limitations: As data volumes grew, the manual approach became unsustainable, preventing the team from scaling effectively.

"Being able to not only map, hey, this is the email, but also validate, is this a valid value — that would be huge for us," shared Zack, CTO of PromptWell.

The Solution

PromptWell chose bem to automate their data transformation pipeline:

Automated Data Ingestion and Formatting: bem's processing capabilities handle diverse data formats automatically, eliminating manual formatting and mapping.

Streamlined Data Validation: Intelligent processing automatically identifies and flags data quality issues, reducing manual validation effort.

Scalable Operations: The automated approach processes larger volumes without proportionally increasing resources — all within HIPAA-compliant infrastructure.

Results

Dramatic Reduction in Engineering Overhead: Automation eliminated the need for custom development and ongoing maintenance, delivering substantial cost savings and freeing engineering resources for core business initiatives.

Improved Data Quality: Automated validation enhanced the consistency and reliability of processed data, reducing errors and improving downstream risk analytics.

Unlimited Scalability: PromptWell now processes any volume of data with consistent, predictable output — supporting growth without additional infrastructure complexity.

Faster Processing Cycles: Data that previously required extensive manual processing is now transformed and validated in a fraction of the time, accelerating client deliverables.

"I trust you guys," the PromptWell team shared, reflecting confidence in bem's ability to solve their data transformation challenges and support ongoing growth.