Supported inputs
- CSV
- Parquet
- JSON
- Excel (xlsx)
- Small-to-medium tabular datasets
Capabilities & limitations
Outputs
- CSV tables
- JSON results
- TXT summaries
- PDF reports
- Jupyter notebooks
- PNG charts
- Model artifacts (.joblib)
Domain presets
Autonomous-vehicle liabilityPatent novelty (NLP)AI governance & provenancePredictive maintenanceSmart gridRobotic arm kinematicsBESS battery healthAPM & reliability (RUL)Demand & energy forecastingFinance, audit & accounting
Known limitations
- Tabular data first; image/text pipelines are not yet offered.
- Anomaly response runs in batch mode; real-time streaming is not yet available.
- Retraining is scheduled and gated; fully autonomous model replacement is not offered.
- Large-scale distributed training is out of scope for the current release.