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Enterprise agents for complex business work

Connect enterprise data and systems into business context. Specialist agents work within approved boundaries, while verified outcomes and records carry into the next workflow.

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With every task, agents deepen their understanding of the enterprise.

A context agent uses ontology and the knowledge graph to surface new relationships and exceptions from work as knowledge candidates. Verified and approved context is reused when connecting new data and performing the next task.

Integrate agents into existing workflows without redesigning the work around them.
  • Start quickly from existing data, systems, and business rules
  • Begin where needed and expand as the work changes
Validate knowledge candidates from work and reuse approved context in the next decision.
  • Structure new relationships and evidence as knowledge candidates
  • Reuse verified and approved context across new data and work

Hopfia agents carry knowledge from each task into the next decision, continuously accelerating how the enterprise responds to change.

Documents and system records become business context through ontology and the knowledge graph. A context agent discovers and validates knowledge candidates so specialist work agents can reuse approved context in future work.

01

Turn enterprise data into business context

Connect documents, systems, and work records through ontology and the knowledge graph.

02

Validate rules and know-how candidates

Compare knowledge candidates with existing rules to identify conflicts and exceptions.

03

Expand enterprise knowledge through work

Reuse verified and approved relationships, rules, and know-how across agents and future work.

Agents inherit verified context and adapt faster as the business changes.

The next agent reuses connected data, systems, and approved decision criteria, accelerating integration and expansion into new workflows.

Faster integration into existing workflows

Agents start from existing data, systems, and business rules.

Governed change adoption

Verified and approved relationships and exceptions carry into future decisions.

Approved context reuse

The next agent inherits approved context and decision criteria from prior work.

Scalable cost control

Shared context avoids repeating connection, operation, and review work for every agent.

Two solutions

Hopfia Core

Hopfia Core

Build and run agent teams on top of existing data, systems, and business rules.

  • Business context

    Connect data, systems, and operating rules into one execution context.

  • Governed adaptation

    Carry verified and approved context into future decisions as the business changes.

  • Governed execution

    Manage permissions, approvals, and run records in one operating flow.

Hopfia Finance

Hopfia Finance

Connect institutional knowledge and investment materials from research through review-ready work.

  • Investment context

    Connect internal knowledge and external data around each investment question.

  • Specialist agents

    Run research, diligence, risk analysis, and professional reporting.

  • Evidence review

    Trace every result to the exact source and location.

Agents that understand your business and adapt as it changes.

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