Agentis: Strategic AI Orchestration
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Case Study

Agentis: Strategic AI Orchestration

Unifying Data, Models, and Agents into enterprise AI strategy

The orchestration layer that answers: how do we make AI work at enterprise scale? Agentis connects AIthena's data fabric with Navari's agentic capabilities and domain-specific models into a coherent ecosystem.

3
Pillars Unified
50+ studies
Data Foundation
500+ users
Agent Reach
Oncology-specific
Model Coverage

!The Fragmentation Problem

Enterprise AI deployments were fragmented. Data teams built pipelines. ML teams trained models. Engineering built products. Each operated in silos, creating disconnected capabilities that couldn't leverage each other.

  • AI capabilities scattered across disconnected teams and tools
  • No coherent strategy for how data, models, and agents work together
  • Scientists navigating multiple systems for each research question
  • Duplication of effort and missed opportunities for synergy

Three Pillars Unified

Agentis defines how the three pillars of enterprise AI—Data, Models, and Agents—connect and reinforce each other. It's not a product; it's the architecture that makes the ecosystem coherent.

  • Data pillar (AIthena): FAIR-compliant data fabric with tens of thousands of patients
  • Models pillar: Domain-specific foundation models fine-tuned for oncology
  • Agents pillar (Navari): Task-specific agents with MCP-based tool execution
  • Orchestration: Intelligent routing of questions to the right combination of capabilities

Architecture

Agentis provides the connective tissue between capabilities. When a scientist asks a question, the system determines what data is needed, what analysis to run, and how to present actionable results.

Strategy
Capability MappingUse Case RoutingGovernance Framework
Data (AIthena)
Patient DataTrial AnalyticsBiomarkersOutcomes
Models
OncoVLMFine-tuned GemmaDomain Embeddings
Agents (Navari)
Research AgentAnalysis AgentDocument Agent

Timeline

Mar 2025
Strategic framework defined
Apr 2025
AIthena-Navari integration complete
Jun 2025
Model pipeline connected
Sep 2025
Full ecosystem operational
Dec 2025
Proven at enterprise scale

Key Lessons

1.

Strategy without systems is just PowerPoint; systems without strategy is just chaos

2.

The orchestration layer is what transforms tools into a platform

3.

Enterprise AI requires thinking in ecosystems, not point solutions

4.

The hardest problem isn't building capabilities—it's connecting them coherently

Tech Stack

ArchitectureStrategyIntegrationGovernance