CASE STUDIES · DELIVERED WORK

See the value we have delivered.

Real systems, consequential decisions and measurable improvements across healthcare, telecom, investment management, property and other industries.

  • 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.
A property analyst with a closed tablet looks up at a stone terraced house while two colleagues talk on the street

Pricing Property In Seconds Instead Of Days

ML LABS built a PropTech platform a valuation engine that 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.

A cardiologist and clinical systems specialist review work at a mobile workstation in an examination room

ECG Confirmation 5x Faster On HeartSciences' Platform

ECG confirmation became 5x faster on HeartSciences' vendor-neutral clinical AI platform, whose backend ML LABS engineered. It reads ECGs from several device makers, and clinicians keep the final sign-off on each result.

Two colleagues check a printed cost sheet against the charts on a multi-monitor trading desk, the trading floor behind them

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.

A regulatory affairs executive at a medical technology company types a note while reviewing her company's website on a laptop

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.

In a glass-walled event room, a speaker answers raised hands beside a screen ranking three questions and a QR code for new ones

Question Triage 20x Faster In 50+ Question Sessions

Hosts using Queuena.com, a product ML LABS builds and runs, filter and select their audience's questions 20x faster when a session has 50 or more questions, and every important question stays in the set they answer.

An executive and a software engineer on a video call with a field technician holding a tablet at a substation

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 connected record.

A clinical operations lead looks up a record on her phone in a hospital courtyard

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.

A young woman in a hoodie, a blanket on her lap, reviews a price chart and her portfolio on two monitors at home

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.

An integration engineer and clinical trainer check an unoccupied bedside training station.

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.

YOUR NEXT OPPORTUNITY

Make your next idea work.

Bring your business goal. We will find the system to deliver it.

15 minutes · no charge · with Omar