Enterprise AI Agents

Agentic Automation for Enterprise Data Work

AI agents designed to automate data discovery, analysis, and operational workflows across modern enterprises.

Currently building the next generation of enterprise automation infrastructure.

Platform Vision

What We Are Building

Novational is a research-driven company building an agentic automation platform for enterprises, combining semantic data infrastructure, knowledge-driven architectures, and robust integration with existing systems. The focus is on enabling autonomous agents to work alongside teams on complex, data-centric tasks and to integrate deeply with enterprise data, knowledge, and operations.

Enterprise Data Agents

Autonomous agents designed to help organizations navigate, interpret, and operate on complex enterprise data landscapes while respecting existing governance and controls.

  • Assistive and autonomous data workflows
  • Context-aware reasoning over heterogeneous data
  • Alignment with enterprise security boundaries

Knowledge-Driven Automation

Systems that transform organizational knowledge, policies, and domain expertise into structured, intelligent automation that can evolve with the business.

  • Modeling of processes, policies, and constraints
  • Composable automation building blocks
  • Traceable and auditable agent decisions

Agentic Enterprise Infrastructure

Foundational technologies that make agentic automation safe, scalable, and dependable across mission-critical enterprise environments.

  • Semantic data infrastructure and orchestration
  • Guardrails for security, compliance, and risk
  • Integration with enterprise systems and tooling

Our platform is currently under development and being shaped through research and early collaborations with enterprise partners.

How It Works

Our Approach

We design agentic systems from the data layer upward, ensuring that automation is grounded in reliable infrastructure, robust semantics, and operational safety.

  1. 1

    Ground enterprise data semantically

    Establish a semantic layer over distributed enterprise data sources, capturing structure, lineage, and meaning to create a dependable substrate for intelligent agents.

  2. 2

    Enable intelligent agents to reason

    Equip agents with the ability to reason over data, policies, and workflows, combining statistical models with symbolic and knowledge-driven techniques.

  3. 3

    Deliver safe automation in systems

    Embed automation into enterprise systems with strong guardrails, observability, and human oversight, ensuring safe, measurable impact on real operations.

Strategic Focus

Focus Areas

Novational is concentrating on domains where deep data systems expertise and AI-native architectures can unlock step-changes in enterprise productivity.

Enterprise data infrastructure

Architecting data foundations optimized for agentic workloads, from ingestion and modeling to access patterns and governance.

AI-native data platforms

Designing platforms where AI agents are first-class citizens, tightly coupled with storage, compute, and orchestration layers.

Automation for analytics workflows

Automating repetitive, data-intensive workflows in analytics and BI, from data preparation to insight generation and operationalization.

Knowledge-driven enterprise operations

Turning institutional knowledge and operational playbooks into living systems that agents can execute, adapt, and continuously improve.

Portrait of Dr. Essam Mansour, Founder & Director of Novational

Leadership

Dr. Essam Mansour

Founder & Director

Novational was founded to advance agentic automation for enterprise data systems. The company is dedicated to building infrastructure where AI agents can operate on complex, high-stakes data workflows with rigor and reliability.

Dr. Mansour combines academic research in data systems with hands-on experience in enterprise architecture to design scalable, governed, and AI-native infrastructures for modern organizations. His work centers on making autonomous systems trustworthy and operationally grounded.

Contact

Let's Connect

For partnerships, enterprise collaboration, or research discussions, we welcome conversations with organizations pushing the boundaries of data and automation.

Email

essam.mansour@novational.ca