CASE STUDIES · DELIVERED WORK
See the value clients have gained.
Real systems and measurable results from healthcare, telecom, investment management and real estate.
- Understand the business problem and the decisions behind it.
- See the software that turned the idea into a working system.
- Review the results in the full context of each engagement.
Case study
How A Telecom Recovered 12x On Roaming
A top 10 global telecom recovered more than 12x the cost of its roaming optimization in the first year. The ML platform read about 1TB of traffic a day and surfaced opportunities across 128% more corridors than first scoped.
Pricing Property In Seconds Instead Of Days
ML LABS built a PropTech platform's valuation engine, which prices property in seconds instead of days, within 10% of closing price for 90% of dense-market cases. Estimates it cannot stand behind go to a human appraiser for review.
ECG Confirmation 5x Faster On HeartSciences' Platform
ECG confirmation became 5x faster on HeartSciences' clinical AI platform, whose backend ML LABS engineered. Each ECG arrives analyzed by AI and normalized from any format, ready for clinicians to review and annotate.
Hedge Fund Cut Storage Costs By More Than 60%
A hedge fund cut its storage costs by more than 60% once ML LABS corrected the data foundation underneath its models. Training data now keeps all the detail it had been losing, and the fund's models perform 2% better.
Website Changes Ship 100x Faster With Agents
A publicly listed medical technology company shipped website changes an estimated 100x faster, from about 1 day to about 1 minute. Its approved people asked on the page, and ML LABS' agents applied each request.
Question Triage Time Cut 95% In 50+ Question Sessions
Hosts using Queuena.com, a product ML LABS builds and runs, spend 95% less time filtering and selecting audience questions when a session has 50 or more, and every important question stays in the set they answer.
Management Efficiency Up 10x From Week One
ML LABS runs its own operations on TopDo.ai. Management efficiency increased 10x in the first week, and the gains held as the system grew, because people and AI agents plan and do their work from one shared, connected record.
Sub-Second Search In The Words Clinicians Use
Clinical experts on HeartSciences' platform ask for records in their own words and get results in under 1 second at production volumes, on a platform that has reached clinical production in 2 countries so far and keeps expanding.
Research And Trading 10x Faster As Risk Fell
ML LABS built a prototype to run its founder's own portfolio. His research and trading ran 10x faster, ROI rose 50% within the first days of use, and the Sharpe ratio rose as Value at Risk fell, with no drop in his expected return.
EHR Integration Built Without Waiting On The Hospital
HeartSciences' EHR integration was developed against an ML LABS simulator of the hospital side before sandbox access existed, so work never waited on another team's calendar, and the simulator became its regression harness.
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