# The Data-Centric AI Explainability Engine

### Solving limitations in data-centric learning

### **Live** Data Connection  **Native** Explainability   **Fully** Deterministic   **Real-Time** Simulation

## One Engine, Multi-Dimensional Capabilities

The Howso Engine is a powerful, multi-dimensional analytics engine that delivers hallucination-free, fully traceable insights directly from your source data. Built on statistically grounded, natively explainable, and deterministic methods, the engine supports a seamless discover–predict–act workflow for both proactive exploration and reactive decision-making.

Leveraging advanced reinforcement learning and supervised learning, the Howso Engine dynamically adapts across a range of data contexts and decision scenarios – enabling robust, high-fidelity modeling that remains both explainable and precise, while real-time data perturbation powers performant insight generation without sacrificing accuracy or quality.

The Howso Engine also helps maintain strict privacy and compliance by generating and validating high-quality synthetic data that expands analytical reach without exposing sensitive information. With real-time data perturbation, zero data movement, and built-in watermarking, it ensures data integrity, traceability, and security at every step.

Used across industries, the Howso Engine is delivering rich context alongside every insight, empowering organizations to make confident, transparent, and data-driven decisions.

## Use Cases

Unlock the Power of Data for Every Role

Howso provides tailored capabilities to both developers and business users, helping them harness data for smarter decisions, faster insights, and better outcomes.

## **Smarter Operations & Personalization**

**Capabilities: Causal ML Discovery, What-If Scenarios**

- Predictive maintenance and supply chain optimization
- Customer 360, churn/retention modeling, and personalization
- Real-time simulation and next-best-action recommendations

## Risk & Anomaly Management

**Capabilities: Anomaly Detection**

- Fraud detection and prevention
- AML compliance
- Claims, underwriting, and credit/risk management

## Data Usability & Business Insight

**Capabilities: Data Readiness & Usability, Full Predictive & Prescriptive**

- Automated data/semantic modeling, reduction, and movement
- Business visibility: what changed, why, and what to do next
- Prescriptive recommendations and operational efficiency

## Trusted & Secure Data Intelligence

**Capabilities: Privacy Accelerators**

- Synthetic data generation and watermarking
- Safe data exchange for AI model training
- Clean room collaboration for privacy-safe data monetization

### Key Capabilities

- [Data Readiness and Usability](https://www.howso.com/data-insights/ "Data Readiness and Usability")
- [Anomaly Detection](https://www.howso.com/data-insights/ "")
- [Causal Machine Learning Discovery](https://www.howso.com/data-insights/ "Causal Machine Learning Discovery")
- [What-if Scenario Modeling, Forecasts, and Recommendations](https://www.howso.com/data-insights/ "What-if Scenario Modeling, Forecasts, and Recommendations")
- [Privacy Accelerators](https://www.howso.com/ai-ready-data/ "")

## Ready to Unlock the Power of the Howso Engine?

[Talk to an Expert](https://www.howso.com/about/#contact)