Artificial Intelligence
We start from the decision you want to improve, not from the model. That means defining the baseline, agreeing an evaluation set, and shipping the smallest system that beats the baseline — with human review where the cost of being wrong is high.
What changes for your team
Not features — outcomes, stated as something you could verify six months after go-live.
Grounded in your data
Retrieval over your documents and records, with citations, instead of a general model guessing.
Evaluated before it ships
Accuracy, latency and cost measured against a held-out set — and monitored after release.
Humans stay in the loop
Confidence thresholds route uncertain cases to a reviewer rather than acting automatically.
Cost you can predict
Model routing, caching and batching keep inference spend proportional to the value delivered.
Capabilities
What the platform does out of the box, before any customisation for your process.
- AI readiness assessment and use-case prioritisation
- Retrieval-augmented generation over private corpora
- Document understanding and structured extraction
- Time-series forecasting and demand modelling
- Anomaly and outlier detection pipelines
- Conversational assistants with tool use
- Evaluation harnesses and regression suites
- Guardrails, PII handling and audit logging
Use cases
Where organisations typically start when they bring us in for this.
- Document extraction from invoices, contracts and application forms
- Demand and consumption forecasting for planning
- Anomaly detection for fraud, leakage and irregular usage
- Internal knowledge assistants grounded in company documentation
- Customer support automation with escalation to agents
- Intelligent routing and prioritisation of operational workloads
Platforms that deliver this
WZ BI
Business Intelligence & Analytics Platform
Pipelines, warehouse modelling, a governed metrics layer and dashboards for web and mobile.
AGUASOS
Water Utility Management Platform
End-to-end management for water utilities: customers, meters, readings, billing, payments and analytics — from the field crew's phone to the executive dashboard.
Commonly applied in these industries
Bring Artificial Intelligence into your operation
Tell us how the process runs today. We will map it, quantify the gap, and come back with a scoped proposal.
Or email walter.mussagy@gmail.com — we reply within one business day.