Neural Time-Series Architecture

Amazon Chronos-2
Predictive Intelligence

Eliminate stockouts and excess buffer inventory. Aetheria embeds pre-trained Chronos-2 transformer models to execute zero-shot probabilistic time-series forecasting across billions of SKU data points.

Forecast Accuracy (WAPE)
97.4%
vs. 82.1% classical ARIMA
Zero-Shot Cold Starts
Instant SKU Prep
No historical data required
Confidence Bands
P10 / P50 / P90
Risk-adjusted buffer sizing
Inference Latency
4.8ms / Batch
Hardware accelerated on GPU

How does Aetheria ERP automate enterprise demand forecasting?

Aetheria integrates Hugging Face Amazon Chronos-2 transformer time-series models to predict 14-day probabilistic demand bands (p10, p50, p90) across unlimited SKUs. By evaluating 90-day historical consumption patterns, seasonal trends, and supplier lead times, the system autonomously triggers dynamic purchase orders and inter-branch inventory transfers before stockouts can materialize.

Probabilistic Chronos-2 Transformer Time-Series ModelingAutomated Safety Threshold Breach Purchase Order GenerationRevenue Anomaly & Void Detection Agents
CHRONOS-2 TRANSFORMERSKU-AETH-9042

Industrial Valve Model Titanium-4

473388304219135FORECAST INFERENCE SPLIT
Forecast WAPE Accuracy97.8% Confidence
Recommended Buffer Stock+85 Units (P90 Cap)
Next Reorder TriggerIn 14 Business Days

Multi-Horizon Quantiles

Generate 30, 60, and 90-day probabilistic demand distributions with automated inventory safety buffer recalculation.

Zero-Shot SKU Generalization

Launch brand new products without historical sales logs. Chronos-2 generalizes tokenized velocity patterns across cross-industry datasets.

Autonomous PO Triggering

Automatically draft purchase orders and dispatch supplier RFQs when P90 consumption breaches lead-time thresholds.

Command Neural Forecasting Across Your Enterprise

Integrate Amazon Chronos-2 transformer engines directly into your warehouse, POS, and procurement meshes.