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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use AI Fine-Tuning Economics with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Analyze profitability and LTV impact of AI fine-tuning jobs.

Included with plan

Ask AI about this Connector

Developed, maintained, and hosted by Vinkius.

MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED

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Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

Complete set · 4 capabilities

The complete AI Fine-Tuning Economics capability set.

These are the exact actions your AI can choose when you ask it to work with AI Fine-Tuning Economics.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through AI Fine-Tuning Economics.

  1. 01

    Calculate job margin

    Determines the immediate profitability of a single fine-tuning event

  2. 02

    Compare versioning efficiency

    Analyzes whether the cost of model management is scaling efficiently relative to compute

  3. 03

    Estimate ltv impact

    Evaluates how fine-tuning activities influence the long-term value of a customer

  4. 04

    Analyze platform health

    Provides a high-level overview of the business model's scalability

One connector, every AI

AI Fine-Tuning Economics works with the most popular AI clients.

These are the most popular clients, each with a step-by-step guide: one link, set up once, with governance and visibility built in. And because everything runs on the MCP standard, the same connection also works in any other compatible client — nothing to rebuild.

ClaudeClaudeChatGPTChatGPTGeminiGeminiPerplexityPerplexityGrokGrokMicrosoft CopilotMicrosoft CopilotCursorCursorVS CodeVS CodeWindsurfWindsurfJetBrainsJetBrainsClineClineLangChainLangChainVercel AI SDKVercel AI SDKLovableLovableZ.aiZ.aiRaycastRaycastQwen CodeQwen CodeKimi CodeKimi CodeLe ChatLe Chat

Building your own app? The connector is yours to use.

You don't need a client to put AI Fine-Tuning Economics to work: the same hosted connection plugs into your own applications and agent code, with the same governance on every request. Build with it, chat with it — one connection for both.

Observed, not estimated

1045ms average. Fast in production.

AI Fine-Tuning Economics is checked daily against the live service.

Daily averagePeak 1161ms
Sep 5Today
Fastest day
979ms
Slowest day
1161ms
14-day trend
Improving-16%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 4 capabilities arrive ready to run.

Preview access · not provider authentication

The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of AI Fine-Tuning Economics, so you can see the experience inside your AI.

It does not authenticate your account with AI Fine-Tuning Economics. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

AI Fine-Tuning Economics Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_ZfRhr9LsosJN6TrkiE13A2FFqz2Qr3hwnB01IFHD/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 — AI Fine-Tuning Economics capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "ai-fine-tuning-economics-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_ZfRhr9LsosJN6TrkiE13A2FFqz2Qr3hwnB01IFHD/mcp"
    }
  }
}
  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Step-by-step instructions for each client are in the guide. How to connect

Guided setup for Claude? link.label

See all the AI clients this connector works with ↑

FAQ

Questions AI Fine-Tuning Economics owners ask.

  • 01

    How do I calculate the profit for a single training job?

    You can use the calculate_job_margin capability. Provide the customer revenue, compute cost, versioning cost, and storage cost to get the profit amount and margin percentage.

  • 02

    Can this capability help with long-term customer planning?

    Yes, the estimate_ltv_impact capability allows you to project how fine-tuning activities increase the lifetime value of a customer based on retention multipliers.

  • 03

    How is platform scalability measured?

    Use analyze_platform_health to view the aggregate gross profit, platform margin percentage, and the overhead ratio across all jobs.

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