• INVENTORY
  • FINANCE
  • ANOMALY
  • HUMAN

How to audit infrastructure and billing with your AI

Connect Aiven to your AI client to get a live view of your cloud footprint. Your agent handles the data gathering so you can focus on the numbers.

Ask AI about this page

Short answer

How can I audit my Aiven infrastructure and billing with AI?

Your AI pulls live lists of projects, services, and billing invoices from your Aiven account. It compares these datasets to find cost spikes or unmanaged resources. You get a clear view of what is running and what it costs.

Where your audit data lands.

Audit outcomes.

The AI organizes the raw data from Aiven into these specific results.

INVENTORY

Service maps

The AI lists every active service and project. You get a clean map of your entire environment.

FINANCE

Cost breakdowns

It pulls specific billing group invoices. You see exactly where the money is going across different groups.

ANOMALY

Cost spike alerts

The AI identifies changes in billing between periods. You find out which service caused a budget jump.

HUMAN

Decision support

The AI flags issues that need your attention. You decide which services to scale or shut down.

The workflow

What your AI does when the data arrives.

The AI moves through your Aiven account to build a complete picture of your setup.

  1. Map the environment

    The agent identifies every project currently active in your account.

    list_projects
  2. Inventory services

    It looks inside those projects to see exactly which services are running.

    list_services
  3. Gather billing groups

    The AI identifies the different billing groups used for your accounts.

    list_billing_groups
  4. Analyze invoices

    It pulls the specific invoices for those groups to find cost drivers.

    list_billing_group_invoices

Try it

Copy these to start.

Use these prompts to kick off your audit.

Starting points

These are opening lines. Swap out the specific project or billing group names to match your account.

Aiven Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_CfNajimqQ1NRlnr9ePOIEKS40qntMEXiKdFcHEYa/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 — Aiven capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "aiven-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_CfNajimqQ1NRlnr9ePOIEKS40qntMEXiKdFcHEYa/mcp"
    }
  }
}
Copy into chat04
  • List all my Aiven projects and tell me which ones have active services.

  • Show me the latest invoices for my 'Production' billing group.

  • Compare the services in my 'Dev' project against its recent billing invoices.

  • Which services in my account are contributing most to my current billing group costs?

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

Start here

Connect Aiven once, then ask.

One connection gives your AI access to your Aiven data. Your credentials stay encrypted and secure on our side.

Connect Aiven to your AI

FAQ

How the audit behaves

  • 01

    Can the AI delete my Aiven services?

    No. The AI can only read data from your projects, services, and invoices. It cannot change or delete anything in your Aiven account.

  • 02

    Does the AI have permission to change my billing settings?

    No. The tools only allow the AI to list and view information. You must handle all billing changes manually in the Aiven console.

  • 03

    How real-time is the billing data?

    The AI pulls the most recent data available through the Aiven API, so you see the current state of your invoices and services.

  • 04

    Can I audit specific billing groups?

    Yes. You can ask the AI to look at specific billing groups or individual invoices to narrow down your audit.

  • 05

    Will the AI notify me when costs go up?

    The AI doesn't send proactive notifications. You have to ask it to check for cost changes or anomalies.

  • More questions about Aiven? The Connector page answers them. See everything the Aiven Connector can do

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