Machine Learning Services
End-to-end ML across the lifecycle - problem framing, dataset preparation, model selection, training, evaluation, and deployment.
Discipline 06
06
Data Science & Analytics.
We turn your operational data into forecasts, schedules, and decisions your team can act on. For operators who want production-grade machine learning, not another dashboard nobody opens.
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Data Science & Analytics
Machine Learning
End-to-end ML services from problem framing to deployment.
Mining & Analytics
Pattern discovery and custom analytics for your domain.
Productionised, not prototyped
Models that ship and operate. Dashboards that drive decisions.
Scope
What we do.
Five practices, one accountable team. From the first SQL query to the production model serving millions of decisions a day.
Data Mining
Surface patterns, anomalies, and segments hidden in your operational data. Turn months of records into a week of insight.
Custom Business Analytics
Domain-specific analytics platforms tailored to your processes - not a generic BI tool with your logo on top.
Data Engineering
Pipelines, warehouses, lakes, and streams. The unglamorous infrastructure that everything else depends on.
Analytics Strategy
From data maturity assessment to ROI-driven analytics roadmap. We size what is worth doing and in what order.
Named outcome
Forecasted maintenance.
Forecasted maintenance.
History plus live data, returned as a weekly schedule.
We learn from your work-order history and live asset signals to predict failures before they happen. The output is a weekly maintenance schedule with priority, technician, and time estimate - not an alert storm.
HVAC, chillers, pumps
Vibration, current draw, and temperature-rise signatures. Catch the drift before the call-out.
Lifts, escalators, doors
Cycle counts, lock anomalies, escalator step wear. Schedule the technician before the asset stops.
Pool, irrigation, kitchen lines
Pumps, valves, and food-service motors. Pairs with Solace Stay Maintenance for hotels and compounds, and with the AI capability for industrial assets.
Where it lives.
For hospitality and residential assets - Solace Stay Maintenance.
For industrial and corporate assets - the AI Predictive Analysis & Forecasting practice.
Same modelling team, same engineering bench.
Verticals
Where data work pays back.
InsuranceUnderwriting and claims
PharmaR&D and commercial ops
HospitalityRevenue, ops, and guest data
IndustrialForecasted maintenance, QC
RetailDemand forecasting, churn
Real EstateBuilding performance
GovernmentPublic service operations
LogisticsRoute, inventory, demand
Why Solace
Why operators bring us in.
Outcomes, not just dashboards.
Every engagement starts with the decision the data has to support, and works backwards from there.
Productionised, not prototyped.
We ship models that operate, monitor, and recover. Notebooks are a first step, not the deliverable.
Embedded with our other practices.
Sensors from Smart Cities, telemetry from Iris, vision from AI. Cross-pollination without procurement.
Where this ships