TOTAL COST OF OWNERSHIP

See enterprise AI as one operating cost—not a stack of licenses

One operating foundation for enterprise-wide AI

Evaluate more than software pricing. Bring data connection, context building, governance, agent operations, and maintenance into one view to reduce duplicated investment.

Evaluate enterprise-wide economics—not license price alone

A shared foundation can reduce the cost of rebuilding connections, permissions, and evaluation for every agent. Revenue, cost-saving, and productivity value is evaluated against each customer's data and deployment scope.

Deployment economics framework
Revenue and productivity valueCost-saving valueTotal cost of ownership
01 / SHARED FOUNDATION

Shared operating foundation

Design one enterprise foundation so every product and agent does not rebuild data connections and controls.

  • Existing data and work-tool connections
  • Shared permissions, approvals, and run records
  • Reusable business context
  • Organization-wide operation and collaboration
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02 / WORKFLOW SCOPE

Products and workflow scope

Choose Hopfia Core, Hopfia Finance, and the first workflows whose value can be validated before expanding.

  • Core performance and operations workflows
  • Finance investment workflows
  • Specialist agents and review scope
  • Phased expansion plan
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03 / VALUE & USAGE

Value and operating usage

Review actual agent operations alongside expected value and maintenance cost across revenue, cost, and productivity.

  • Usage visibility by agent
  • Revenue, cost, and productivity evaluation
  • Operating and maintenance cost visibility
  • Scope adjustment based on outcomes
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01

One foundation across the company

Operate data connections, permissions, approvals, and run records on a shared foundation instead of rebuilding them for every product.

02

Start where value can be validated

Define the first scope around a workflow where revenue, cost, or productivity impact can be evaluated before expanding.

03

Review value and cost together

Review agent operations alongside deployment, integration, governance, maintenance cost, and expected outcomes.

Design deployment scope and operating cost together

  1. 01Define the TCO scope across current-system connection, security, governance, and operating effort.
  2. 02Choose the first Core or Finance workflow and work product whose value can be validated.
  3. 03Review actual operations and outcomes, then reassess the economics before expanding to the next workflow.

Review current AI cost and the first measurable outcome together

We review current systems, deployment and operating costs, and priority workflows to define the right TCO evaluation scope.

Review the economics