Dataverse Research — Building the Agentic Enterprise

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.

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.

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.

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.

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.

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.

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.

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.

Building the Agentic Enterprise

Capability is only the beginning.

Design the Enterprise for People and AI Agents

Give agents a defined place in the work.

Give agents a defined place in the work.

Give agents a defined place in the work.

Give people and agents a shared understanding.

Give people and agents a shared understanding.

Give people and agents a shared understanding.

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

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

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

Intelligence shaped by the domain.

Intelligence shaped by the domain.

Intelligence shaped by the domain.

Engineering Complex Systems That Work

Where the Architecture Matters