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7 Business Solutions
Operational AI

Machine Learning

Productive models for prediction, classification, and anomaly detection — with MLOps, monitoring, and continuous evaluation.

  • Prediction · Classification
  • Anomaly detection
  • MLOps

The problem

Where companies lose time, resources, or control

Models that work in notebooks rarely survive production without monitoring, retraining, and a clear ownership model. That gap is what MLOps closes — and what separates a working model from a model that quietly starts being wrong.

What 7 Business Solutions does

From business problem to operational software

  • Models for prediction, classification, and anomaly detection.
  • Feature pipelines aligned with the source data lineage.
  • Monitoring of model performance and data drift in production.
  • Continuous evaluation with retraining triggers.
  • Clear ownership and operational runbook per model.
  • Evaluation against business KPIs, not just statistical metrics.

Use cases

Operational scenarios for this capability

Concrete situations where this capability can support operations.

  • 01

    Sales forecasting model tied to CRM and ERP data.

  • 02

    Cash-flow projection with anomaly detection.

  • 03

    Customer-churn prediction over CRM history.

  • 04

    Operational-incident classification for support routing.

  • 05

    Master-data anomaly detection across enterprise sources.

  • 06

    Quality-control model over production data.

Capabilities and technologies

Stack and capabilities we apply

  • Python
  • Scikit-learn
  • PyTorch
  • MLflow
  • Feature stores
  • Model monitoring
  • Continuous evaluation
  • Data drift detection

What we deliver

Deliverables you can operate and audit

  • Model documented with assumptions and expected behavior.
  • Feature pipeline integrated with source systems.
  • Model monitoring dashboard with alerts.
  • Retraining pipeline and approval flow.
  • Operations runbook and rollback plan.
  • Evaluation report against business KPIs.
Enterprise Copilot

What Enterprise Copilot can help solve

Enterprise Copilot presents predictions with their context, flags risks, and helps compare options before a decision.

Next step

Want to build software, integrate SAP, or pilot an Enterprise Copilot?

We help diagnose the case, define a focused scope, and assemble the right team. Clear communication, without vague promises.