DecisionIQ combines ensemble machine learning, Monte Carlo simulation, and AI-powered advisory to transform raw data into actionable intelligence across 9 industry verticals.
Industry Verticals
Why DecisionIQ
Organizations lose millions annually to reactive decision-making. Siloed data, manual analysis, and gut-feel choices lead to missed opportunities, supply disruptions, and preventable losses.
Teams discover problems after they impact the bottom line. Without predictive models, every disruption is a surprise.
Critical data lives in spreadsheets, ERPs, and disconnected systems. No single view of risk, demand, or operational health.
Complex multi-criteria decisions are made on intuition. No structured framework to evaluate alternatives objectively.
Core Capabilities
Six integrated modules that work together to deliver end-to-end decision intelligence for your organization.
Ensemble ML models (XGBoost, LightGBM, LSTM) with Optuna hyperparameter tuning. Confidence bands derived from multi-model disagreement.
Rolling z-score combined with Isolation Forest. DBSCAN clustering groups correlated anomalies to reduce alert noise.
Weighted composite risk scores with Monte Carlo simulation (5,000 runs). Per-factor sensitivity analysis and VaR at 95th percentile.
TOPSIS multi-criteria ranking with scenario simulation. Monte Carlo robustness testing validates decisions under uncertainty.
RAG-powered chat interface backed by ChromaDB and GPT-4o. Context-aware analysis with domain-specific knowledge retrieval.
One-click CSV and PDF exports for forecasts, risk assessments, and anomaly reports. API-first design for system integration.
Technology
Production-grade open-source stack. No vendor lock-in. Deploy on your infrastructure or ours.
Implementation
From initial assessment to production deployment in weeks, not months.
We analyze your existing data infrastructure, decision workflows, and pain points to define scope and success metrics.
Connect your data sources via our API or CSV ingestion pipeline. We handle schema mapping and validation automatically.
Our ML engine trains on your historical data. Optuna auto-tunes hyperparameters for optimal accuracy on your specific domain.
Go live with Docker-based deployment. Monitor via Prometheus dashboards. Scale horizontally as your data grows.
Pricing
Scale from a focused pilot to full enterprise deployment.
For teams getting started with decision intelligence
Full platform access for growing organizations
Dedicated infrastructure and custom integrations
Contact
Ready to transform your decision-making process? Reach out and we will set up a demo tailored to your industry.
contact@deciwa.com
+1 (778) 775-7375
Available globally — remote-first team