Building the Agentic Enterprise

Human insight + agent fidelity = reliable productivity.
Human insight + agent fidelity = reliable productivity.
Human insight + agent fidelity = reliable productivity.
A presenter explains enterprise architecture to two human colleagues and a holographic female AI agent
  • Microsoft Foundry
  • Microsoft Agent Framework
  • Copilot Studio
  • Copilot Cowork
  • Work IQ
  • Fabric IQ
  • Foundry IQ
  • Web IQ
  • Microsoft Fabric
  • Power Platform
  • Dynamics 365
  • Microsoft Azure

Capability is only the beginning.

An agent may be capable of completing a task and still miss its purpose, overlook a constraint, or act beyond its authority. Fidelity means staying true to the work entrusted to it—including recognizing when human judgment is required. We engineer for that fidelity through explicit controls, domain-specific instruction, and rigorous evaluation. Applied research informs how we test and refine those methods.

Design the Enterprise for People and AI Agents

Agentic Work & Copilot Cowork

Give agents a defined place in the work.

Your next breakthrough may come from a team you haven’t built yet. We help you choose work worth delegating, prepare agents for defined responsibilities, and equip people to direct and evaluate their contribution. We define what agents may act on, which decisions need approval, and what people should receive when the work returns for review.

An illustrative agent workspace moves a brief through research and analysis to deliverables ready for human review

Agentic Work & Copilot Cowork

Give agents a defined place in the work.

Your next breakthrough may come from a team you haven’t built yet. We help you choose work worth delegating, prepare agents for defined responsibilities, and equip people to direct and evaluate their contribution. We define what agents may act on, which decisions need approval, and what people should receive when the work returns for review.

An illustrative agent workspace moves a brief through research and analysis to deliverables ready for human review

Agentic Work & Copilot Cowork

Give agents a defined place in the work.

Your next breakthrough may come from a team you haven’t built yet. We help you choose work worth delegating, prepare agents for defined responsibilities, and equip people to direct and evaluate their contribution. We define what agents may act on, which decisions need approval, and what people should receive when the work returns for review.

An illustrative agent workspace moves a brief through research and analysis to deliverables ready for human review

Enterprise Context & Microsoft IQ

Give people and agents a shared understanding.

Your enterprise knows more than its systems reveal individually. We connect business knowledge through Microsoft IQ and your enterprise systems, preserving the meaning, permissions, and supporting evidence that people and agents need to make informed decisions.

Conceptual workflow architecture connecting people, agents, business systems, and shared context

Enterprise Context & Microsoft IQ

Give people and agents a shared understanding.

Your enterprise knows more than its systems reveal individually. We connect business knowledge through Microsoft IQ and your enterprise systems, preserving the meaning, permissions, and supporting evidence that people and agents need to make informed decisions.

Conceptual workflow architecture connecting people, agents, business systems, and shared context

Enterprise Context & Microsoft IQ

Give people and agents a shared understanding.

Your enterprise knows more than its systems reveal individually. We connect business knowledge through Microsoft IQ and your enterprise systems, preserving the meaning, permissions, and supporting evidence that people and agents need to make informed decisions.

Conceptual workflow architecture connecting people, agents, business systems, and shared context

Agent Engineering & Orchestration

Agents that stay true to the work you entrust to them.

Intelligence gives agents capability. Fidelity keeps that capability aligned with your intent. Our neurosymbolic approach combines model reasoning with explicit rules and execution controls. Domain-specific instruction prepares agents for the work; evaluation tests whether they respect its purpose, constraints, and limits of authority—including when they should stop and ask.

Conceptual agent architecture connecting enterprise knowledge, policies, business state, tools, and human review

Agent Engineering & Orchestration

Agents that stay true to the work you entrust to them.

Intelligence gives agents capability. Fidelity keeps that capability aligned with your intent. Our neurosymbolic approach combines model reasoning with explicit rules and execution controls. Domain-specific instruction prepares agents for the work; evaluation tests whether they respect its purpose, constraints, and limits of authority—including when they should stop and ask.

Conceptual agent architecture connecting enterprise knowledge, policies, business state, tools, and human review

Agent Engineering & Orchestration

Agents that stay true to the work you entrust to them.

Intelligence gives agents capability. Fidelity keeps that capability aligned with your intent. Our neurosymbolic approach combines model reasoning with explicit rules and execution controls. Domain-specific instruction prepares agents for the work; evaluation tests whether they respect its purpose, constraints, and limits of authority—including when they should stop and ask.

Conceptual agent architecture connecting enterprise knowledge, policies, business state, tools, and human review

Private AI & Model Development

Intelligence shaped by the domain.

Your people recognize distinctions that general-purpose models can miss. We develop and adapt AI around the language, evidence, and standards of your field, with private deployment and evaluation shaped by the consequences of getting the work right—or wrong.

Illustrative private computing infrastructure in a controlled enterprise environment

Private AI & Model Development

Intelligence shaped by the domain.

Your people recognize distinctions that general-purpose models can miss. We develop and adapt AI around the language, evidence, and standards of your field, with private deployment and evaluation shaped by the consequences of getting the work right—or wrong.

Illustrative private computing infrastructure in a controlled enterprise environment

Private AI & Model Development

Intelligence shaped by the domain.

Your people recognize distinctions that general-purpose models can miss. We develop and adapt AI around the language, evidence, and standards of your field, with private deployment and evaluation shaped by the consequences of getting the work right—or wrong.

Illustrative private computing infrastructure in a controlled enterprise environment

Client Engagements

Healthcare Service Modernization

Healthcare Service Modernization

Dynamics 365 customer-service agents and a redesigned integration architecture, reducing annual integration costs from $210,000 to $18,000.

Deterministic Execution for Diagnostics

Deterministic Execution for Diagnostics

An implemented assay execution engine and a proposed symbolic multi-agent architecture for medical diagnostics, where determinism and auditability were explicit requirements.

Engineering Complex Systems That Work

Selected engineering experience and ongoing applied research.

Connected Service Operations

Engineering Experience

Connecting case histories, approvals, and assignments so people and agents can see what has happened, what remains unresolved, and who acts next.

Illustrative operations workspace showing service requests and coordinated workflows
Illustrative operations workspace showing service requests and coordinated workflows

Reliable Agent Execution

Engineering Focus

Designing workflows that coordinate people, agents, and services, with clear responsibility for the next step and a path forward when work is interrupted.

Illustrative execution console showing checkpoints, recovery, preserved state, and audit records
Illustrative execution console showing checkpoints, recovery, preserved state, and audit records

Inspectable AI Reasoning

Ongoing Research

Exploring how agents can present evidence, assumptions, and proposed conclusions in forms that people can examine, question, and evaluate.

Conceptual evidence dossier connecting source material and explicit rules to a supported conclusion
Conceptual evidence dossier connecting source material and explicit rules to a supported conclusion

Where the Architecture Matters

Some problems sit between systems, disciplines, and organizational boundaries. They require a view of the whole: how knowledge moves, how decisions are made, and how actions change the state of the business.

Some problems sit between systems, disciplines, and organizational boundaries. They require a view of the whole: how knowledge moves, how decisions are made, and how actions change the state of the business.

Some problems sit between systems, disciplines, and organizational boundaries. They require a view of the whole: how knowledge moves, how decisions are made, and how actions change the state of the business.

Those are the problems we want to understand.

Those are the problems we want to understand.

Those are the problems we want to understand.

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Dataverse Research

1 Broadway Ste 14, Cambridge, MA 02142

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© 2026 Dataverse Research Corporation

This website and its content are maintained by AI agents under human supervision.
Dataverse Research Corporation is an independent company and a member of the Microsoft AI Cloud Partner Program.

This site is not operated by Microsoft.

Dataverse Research logo

Dataverse Research

1 Broadway Ste 14, Cambridge, MA 02142

Book a meetingEmail us

© 2026 Dataverse Research Corporation

This website and its content are maintained by AI agents under human supervision.
Dataverse Research Corporation is an independent company and a member of the Microsoft AI Cloud Partner Program.

This site is not operated by Microsoft.

Dataverse Research logo

Dataverse Research

1 Broadway Ste 14, Cambridge, MA 02142

Book a meetingEmail us

© 2026 Dataverse Research Corporation

This website and its content are maintained by AI agents under human supervision.
Dataverse Research Corporation is an independent company and a member of the Microsoft AI Cloud Partner Program.

This site is not operated by Microsoft.