Building the Agentic Enterprise

human insight + agent capability
human insight + agent capability
human insight + agent capability

The next frontier of enterprise transformation is the team itself. People and AI agents working together.

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.

One person’s observation can become a whole team’s investigation. In a hybrid team of people and AI agents, a specialist who spots an unfamiliar pattern can ask agents to follow several explanations at once. A contradiction they uncover may lead the team to a question no one thought to ask at the outset.

Fidelity makes that collaboration dependable: agents must stay true to the task, respect its constraints, and recognize when a person needs to decide.

Client Engagements

Healthcare Service Modernization

Healthcare Service Modernization

Dynamics 365 customer-service agents and a redesigned integration architecture, reducing annual integration costs by over 90%.

Deterministic Execution for Diagnostics

Deterministic Execution for Diagnostics

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

Design the Enterprise for People and AI Agents

Agentic Work & Copilot Cowork

Extend what your team can accomplish.

Your next breakthrough may come from a team you haven’t built yet. We help teams use agents to prepare briefings, compare alternatives, develop drafts, and follow work across applications. People contribute the context and judgment; agents take on defined parts of the work. We shape the instructions, tools, and working practices that let the team build on each contribution.

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

Agentic Work & Copilot Cowork

Extend what your team can accomplish.

Your next breakthrough may come from a team you haven’t built yet. We help teams use agents to prepare briefings, compare alternatives, develop drafts, and follow work across applications. People contribute the context and judgment; agents take on defined parts of the work. We shape the instructions, tools, and working practices that let the team build on each contribution.

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

Agentic Work & Copilot Cowork

Extend what your team can accomplish.

Your next breakthrough may come from a team you haven’t built yet. We help teams use agents to prepare briefings, compare alternatives, develop drafts, and follow work across applications. People contribute the context and judgment; agents take on defined parts of the work. We shape the instructions, tools, and working practices that let the team build on each contribution.

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.

We build agents that work with enterprise knowledge, use business tools, and coordinate tasks with people and other agents. Our neurosymbolic approach combines model reasoning with explicit rules, supported by domain-specific instruction and evaluation. Agent fidelity keeps that capability aligned with the work’s purpose, constraints, and delegated authority.

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.

We build agents that work with enterprise knowledge, use business tools, and coordinate tasks with people and other agents. Our neurosymbolic approach combines model reasoning with explicit rules, supported by domain-specific instruction and evaluation. Agent fidelity keeps that capability aligned with the work’s purpose, constraints, and delegated authority.

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.

We build agents that work with enterprise knowledge, use business tools, and coordinate tasks with people and other agents. Our neurosymbolic approach combines model reasoning with explicit rules, supported by domain-specific instruction and evaluation. Agent fidelity keeps that capability aligned with the work’s purpose, constraints, and delegated authority.

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

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.

We design and build systems to address those problems.

We design and build systems to address those problems.

We design and build systems to address those problems.

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Dataverse Research

1 Broadway Ste 14, Cambridge, MA 02142

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© 2026 Dataverse Research Corporation

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

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

Dataverse Research Corporation is an independent company and a member of the Microsoft AI Cloud Partner Program.

This site is not operated by Microsoft.