• UNDERUSED
  • OVERLOADED
  • BALANCED
  • HUMAN

How to measure service utilization with your AI

Connect your data once. Your AI then identifies which centralized resources are sitting idle or hitting capacity limits.

Ask AI about this page

Short answer

How can I check if my shared services are being used effectively?

Your AI runs calculations against your portfolio to find gaps in resource usage. You'll see exactly where services are underused or overextended.

The outcomes.

Where your data lands.

The AI processes your service logs to produce these four specific views.

UNDERUSED

Idle resource alerts

The AI finds services with low engagement. You get a list of resources that are costing money without being used.

OVERLOADED

Capacity warnings

The AI flags services nearing their limits. This shows you where you need to add more support immediately.

BALANCED

Optimal usage maps

The AI identifies services running at the right level. This confirms where your current resource allocation is working.

HUMAN

Decision logs

The AI summarizes the findings for you. You decide whether to move budget or scale up specific teams.

The workflow

What your AI does when the data arrives.

The AI handles the heavy lifting of analyzing service demand and capacity.

  1. Data collection

    Your AI pulls the latest usage logs and request counts from your portfolio.

    calculate_utilization_metrics

  2. Metric math

    The AI calculates the ratio of actual usage against available capacity for every service.

    calculate_utilization_metrics

  3. Trend analysis

    The AI looks for patterns to see if a service is consistently over or under used.

    calculate_utilization_metrics

  4. Summary generation

    The AI organizes the final metrics into a report of service health.

    calculate_utilization_metrics

Try it

Copy these to start.

Use these prompts to begin your analysis.

Starting points

Swap the bracketed text for your actual service names or department IDs.

Accelerator Shared Services Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_vGUriGUHtdLUn9V6hqvZBvLACzHha2StOEQtoqy6/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Accelerator Shared Services capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "accelerator-shared-services-efficiency-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_vGUriGUHtdLUn9V6hqvZBvLACzHha2StOEQtoqy6/mcp"
    }
  }
}
Copy into chat04

  • Calculate utilization metrics for the Cloud Infrastructure service.

  • Show me which services in the DevOps portfolio are underutilized.

  • Identify overextended resources in the Security Operations group.

  • Compare the utilization of the Database service against the Storage service.

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect Accelerator Shared Services Efficiency once, then ask.

One connection links your AI to your service data. Your credentials stay encrypted on our side.

Connect Accelerator Shared Services Efficiency to your AI

FAQ

How this task behaves.

  • 01

    Can the AI change my service settings?

    No. The AI only reads data and calculates metrics. It cannot modify your actual service configurations.

  • 02

    Does the AI delete my usage logs?

    No. The AI has no permission to delete or alter your source data.

  • 03

    How often are the metrics updated?

    The metrics are calculated whenever you ask your AI to run the tool.

  • 04

    Can I use this with any AI client?

    Yes, as long as your client is MCP-compatible, like Claude, Cursor, or Windsurf.

  • 05

    What if a service has no data?

    The AI will report that no utilization data is available for that specific service.

  • More questions about Accelerator Shared Services Efficiency? The Connector page answers them. See everything the Accelerator Shared Services Efficiency Connector can do

Connect Accelerator Shared Services to Claude, Cursor, ChatGPT & more