CASE STUDIES · DELIVERED WORK
See the value we have delivered.
Real systems, consequential decisions and measurable improvements across healthcare, telecom and property.
How A Telecom Recovered 12x On Roaming
ML LABS built roaming optimization for a top-10 telecom. It processed roughly 1TB of daily traffic data and returned more than 12x in its first year.
Production Clinical AI That Speeds ECG Confirmation
ML LABS built the backend of HeartSciences’ clinical AI platform, reducing ECG confirmation time by 80% while keeping clinicians in control of the final interpretation.
Pricing A Property In Seconds, Within 10%
ML LABS built a property valuation engine using photos, satellite imagery and location data. Learn how uncertainty shaped a product that returns a price in seconds.
A Customer Asks If Your System Is Secure
Security weaknesses can persist in a system that appears to work. Two independent reviews of a regulated platform found different risks and led to concrete fixes.
Your Best People Spend Their Day Hunting For Records
The experts who need the data most urgently are the ones stacking dropdown filters to find it. ML LABS built the search behind HeartSciences' AI-ECG platform, phone included.
Finance Bills Your Minimums And Caps By Hand
ML LABS built billing for HeartSciences' AI-ECG platform. Usage counts, minimums, caps and category rules flow into one invoice with a traceable calculation.
Reading Every ECG Machine's Data Correctly
ECG machines encode recordings in different formats. ML LABS built the ingestion layer for HeartSciences that validates and reads each format before AI processing.
Your Billing Team Applies The Rules By Hand
ML LABS built clinical billing automation for HeartSciences. The system was held to 98%+ agreement with its experts before claims moved through the new workflow.
Why No AI Result Gets Stuck Half-Finished
Partial model failures can leave a record charged and incomplete. ML LABS rebuilt HeartSciences' processing pipeline so every record reaches a verifiable end state.
An AI Result The Hospital Rejects Helps No One
ML LABS built two-way hospital messaging for HeartSciences. Results, billing codes and acknowledgments follow each hospital's setup without creating duplicate records.
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