Prediction and optimization
Anomaly detection and predictive maintenance
Detect unusual behavior and early-warning patterns in equipment, operations, transactions, or platform telemetry.
Primary buyer: Operations, reliability, risk, and platform teamsThe real constraint
A lower model error is useless when the horizon, intervention, constraints, or economic cost are modeled incorrectly.
How we approach it
We establish a decision baseline, error economics, constraints, uncertainty, override workflow, and retraining trigger.
How we prove it
Time-aware backtests compare the system with naive and operational baselines across high-cost segments.
Production system
Prediction and optimization
Forecasts, scores, recommendations, and optimized plans tied to the decision that consumes them.
- 01Target and decision definition
- 02Time-aware data contracts
- 03Baselines, backtests, and uncertainty
- 04Optimization constraints and scenarios
- 05Decision UI, overrides, and monitoring
Typical fit
Earlier investigation focused on explainable, high-cost deviations
FAQ
Questions before a pilot
01Do we need perfect data before starting?
No. Discovery establishes whether representative data exists, what quality gaps matter, and the cheapest evidence needed before a production promise.
02Can Tandemora own the complete implementation?
Yes. Scope can include product interface, models, data, cloud, integrations, observability, deployment, and handover, with specialists added when the system requires them.
03How is pricing determined?
Uncertain work begins with a bounded paid discovery or pilot. Production is priced after evidence clarifies data, integration, quality, operations, and ownership.
Service focus
Predictive Maintenance and Anomaly Detection
Detect explainable, high-cost deviations in equipment and operations using time-aligned telemetry, intervention history, and alert economics.
- Built for
- Operations, reliability, risk, and platform teams
- Designed to achieve
- Earlier investigation focused on explainable, high-cost deviations
Related delivery scope
- anomaly detection consulting
- predictive maintenance AI solution
- equipment failure prediction
- industrial anomaly detection
Need a different system?
Not quite your solution?
Explore nearby systems or bring the outcome, workflow, and constraints that do not fit a predefined category. Tandemora can scope a custom solution around the real operating problem.
Your version will have different constraints.
Bring the workflow, current system, available evidence, and the assumption you trust least. We will identify the smallest useful next step.
Discuss this system