Prediction as a Service
Turn Data Into
Foresight
Enterprise-grade time series & data prediction powered by state-of-the-art RNNs, LSTMs, and Transformers. Enrich forecasts with external signals — weather, economics, IoT — for unmatched accuracy.
Use Cases
What We Predict
From demand spikes to equipment failure — our prediction models turn uncertainty into actionable intelligence across industries.
Demand & Sales Forecasting
Predict product demand with 95%+ accuracy, reduce stockouts by 30-40%, and optimize inventory levels across channels.
Financial Forecasting
Revenue projection, cash flow prediction, and risk assessment powered by multi-horizon deep learning models.
Energy Load Prediction
Grid demand forecasting enriched with weather, temperature, and seasonal data for utilities and energy companies.
Healthcare Patient Flow
Predict hospital admissions, ER volumes, and resource allocation needs to optimize staffing and reduce wait times.
Predictive Maintenance
Forecast equipment failure from IoT sensor data, reducing unplanned downtime by 25-50% and extending asset life.
Supply Chain Visibility
Predict lead times, shipping delays, and demand spikes to build resilient, responsive supply chains.
The Technology
Our Intelligence Stack
We don't use one model. Our AutoML pipeline benchmarks state-of-the-art architectures and auto-selects the best one for your data.
Long Short-Term Memory Networks
Best For
Sequential data with complex, long-duration dependencies
Key Advantage
Ideal for volatile financial markets, load forecasting, and environments where historical context heavily dictates future outcomes.
Gated Recurrent Units
Best For
High-velocity, real-time inference at immense scale
Key Advantage
A highly optimized, lightweight architecture that delivers near-LSTM accuracy with drastically reduced computational overhead.
Temporal Fusion Transformers
Best For
Multi-horizon forecasting requiring strict interpretability
Key Advantage
The gold standard for enterprise. Fuses multiple data streams and provides transparent attention-weights so you know exactly why a prediction was made.
Neural Basis Expansion Analysis
Best For
Pure univariate time-series forecasting
Key Advantage
Highly accurate out-of-the-box performance that eliminates the need for expensive, manual feature engineering.
TimeGPT & Pre-Trained Deep Models
Best For
Zero-shot forecasting on entirely new datasets
Key Advantage
Leverages massive pre-training to generate instant, highly accurate predictions on unseen data without requiring cold-start training.
External Signals
We Don't Just Predict — We Enrich
Raw historical data tells part of the story. We fuse external signals — weather, economics, IoT, sentiment — to dramatically improve prediction accuracy.
Weather & Climate APIs
Temperature, humidity, precipitation, and seasonal patterns that directly impact demand and operations.
Economic Indicators
Market indices, commodity prices, inflation rates, and consumer sentiment for contextual accuracy.
IoT Sensor Streams
Real-time device telemetry, vibration data, pressure readings, and operational metrics from connected systems.
Social & Sentiment Signals
Search trends, social media sentiment, and news signals that reveal emerging demand shifts early.
Our Process
From Data to Decisions in 5 Steps
Ingest Your Data
Connect data sources via API, batch upload, or direct database integration. We handle structured and unstructured data.
Analyze Patterns
Automated EDA, seasonality detection, trend decomposition, and anomaly identification across your historical data.
Train & Benchmark
AutoML pipeline benchmarks LSTM vs. Transformer vs. statistical models. The best architecture is auto-selected per dataset.
Deploy & Predict
Real-time inference via REST API with sub-second latency. Batch predictions for planning horizons from hours to quarters.
Monitor & Evolve
Continuous drift detection, automated retraining triggers, and live performance dashboards ensure predictions stay accurate.
Closing the Accuracy Gap
Traditional statistical models break down during complex, volatile events. Our enriched deep learning models maintain high accuracy when you need it most.
Why Manbal
Predictions You Can Trust
State-of-the-Art Models
Continuously benchmarked architectures — from classical ARIMA to Temporal Fusion Transformers — ensuring the best model for every dataset.
Sub-Second Inference
Production-grade API endpoints with real-time streaming support. From data in to prediction out in milliseconds.
Know Why, Not Just What
SHAP-powered feature importance reveals which signals drive every prediction — building trust and enabling action.
Build Intelligence Into Your Decisions
Let's explore how AI-powered predictions can transform your operations, reduce uncertainty, and unlock new revenue.