What is the difference between TAM and SAM in this MCP?

The MCP calculates the Total Addressable Market (TAM), which is the total revenue available if everyone in the world bought your product. It also calculates the Serviceable Addressable Market (SAM), which is the portion of the TAM you can realistically reach with your current business model.

Can I use this for anything other than AI fine-tuning?

While the examples focus on AI fine-tuning, the MCP is designed to model any market where you need to calculate market size, compare service models, or adjust for pricing competitiveness.

Does this MCP require me to pay for the underlying data?

No. This MCP is hosted and managed by Vinkius. You connect your client once, and you get access to the full suite of capabilities without needing to manage credentials or worry about uptime.

How do I know if my business plan numbers are realistic?

You use the validate_market_assumptions capability. It reviews your inputs and provides feedback on whether your economic model holds up under scrutiny, helping you refine your strategy before you present it.

How do I calculate the total market size?

You can use the get_market_size_metrics capability by providing the target customer count, average spend per cycle, and annual frequency.

Can I compare self-service vs managed service revenue?

Yes, the compare_service_models capability is designed specifically to analyze the revenue delta between high-volume self-service and high-value managed services.

How does pricing affect my market share projections?

The calculate_competitive_pricing_impact capability allows you to adjust your market share based on a pricing competitiveness index.

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Connect AI Fine-Tuning Market Analyzer to ChatGPT and Claude

Set it up once and it works in ChatGPT, Claude, Cursor, and any other client you love. It all runs safely in the background, so you can relax and focus on what really matters. Determine your market potential and optimal service strategy.

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.

Your AI does the work. We keep it safe and sound.

No other AI tool gives you this. Your workflow runs in the client you already love, your account stays protected, and you decide what the agent can and cannot do. It is the whole reason to make the switch.

Each Connector lives inside our infrastructure, the same place where your workflow runs. The three things below are already part of it, working quietly in the background so you never have to think about them. Nothing to add, nothing to set up, nothing to worry about.

V8 Isolate01

Each Connector runs inside its own sealed environment.

Each Connector runs inside its own sealed V8 runtime — no access to your files, your system, or other servers. A Connector never sees past its own request.

Kill Switch02

One switch stops every agent. Instantly.

One action deactivates every Connector, revokes every token, and ends every session at once. AI Governance keeps the record.

FinOps per User03

Spending limits that pause instead of surprise.

Every user keeps their own connections and credentials, isolated from everyone else. Anything that would cross your spending limit is held for your approval, not billed.

Three controls, built into the layer your AI connects through.

Curated set · 4 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through AI Fine-Tuning Market Analyzer.

01
Calculate competitive pricing impact
Adjusts market share based on pricing competitiveness
02
Compare service models
Compares revenue between self-service and managed service models
03
Get market size metrics
Calculates core TAM, SAM, and market share potential
04
Validate market assumptions
Verifies if market assumptions are realistic

Real work

What teams actually run

Launching a New AI Product

Before launch, use this MCP to calculate the TAM and SAM for your fine-tuning service, giving you a clear picture of the opportunity size.

Deciding Service Structure

When deciding between a low-touch self-service platform or a high-touch managed service, use the comparison capability to quantify the revenue difference.

Responding to Competitors

If a competitor drops their price, use the pricing impact capability to immediately adjust your market share projections and prepare a counter-strategy.

Pitching to Investors

Use the market assumption validation capability to ensure every number in your pitch deck is backed by a rigorous, verifiable model.

One connector, every AI

AI Fine-Tuning Market Analyzer 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.

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

You don't need a client to put AI Fine-Tuning Market Analyzer 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

889ms average. Fast in production.

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

Daily averagePeak 1232ms

Oct 3Today

Fastest day: 636ms
Slowest day: 1232ms
14-day trend: Slowing+24%

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 Market Analyzer, so you can see the experience inside your AI.

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

AI Fine-Tuning Market Analyzer Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_Y06RW2kxGqyRwWjMFSKji8HwDXUtah5Dh18GZCX4/mcp

Claude Desktop

Follow the steps below to connect in seconds.

1In Claude Desktop, open Settings → Connectors.
2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
3Click Add and start a new chat — AI Fine-Tuning Market Analyzer capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "ai-fine-tuning-market-analyzer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_Y06RW2kxGqyRwWjMFSKji8HwDXUtah5Dh18GZCX4/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? Set up AI Fine-Tuning Market Analyzer in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work AI Fine-Tuning Market Analyzer owners hand off.

This MCP is essential for product managers, business strategists, and consultants working in the AI or tech sector. If your job involves building a financial case or proving market viability, this capability gives you the numbers you need. It moves your analysis beyond simple guesswork and into structured financial modeling.

01
Product Manager
Use it to determine if a new AI feature set is worth building by modeling its potential market size.
02
Business Consultant
Use it to advise clients on the best service model (self-service vs. managed) and its financial implications.
03
Strategy Analyst
Use it to build comprehensive financial models that account for competitive pricing and market saturation.

FAQ

Questions AI Fine-Tuning Market Analyzer owners ask.

01
What is the difference between TAM and SAM in this MCP?
The MCP calculates the Total Addressable Market (TAM), which is the total revenue available if everyone in the world bought your product. It also calculates the Serviceable Addressable Market (SAM), which is the portion of the TAM you can realistically reach with your current business model.
02
Can I use this for anything other than AI fine-tuning?
While the examples focus on AI fine-tuning, the MCP is designed to model any market where you need to calculate market size, compare service models, or adjust for pricing competitiveness.
03
Does this MCP require me to pay for the underlying data?
No. This MCP is hosted and managed by Vinkius. You connect your client once, and you get access to the full suite of capabilities without needing to manage credentials or worry about uptime.
04
How do I know if my business plan numbers are realistic?
You use the validate_market_assumptions capability. It reviews your inputs and provides feedback on whether your economic model holds up under scrutiny, helping you refine your strategy before you present it.
05
How do I calculate the total market size?
You can use the get_market_size_metrics capability by providing the target customer count, average spend per cycle, and annual frequency.
06
Can I compare self-service vs managed service revenue?
Yes, the compare_service_models capability is designed specifically to analyze the revenue delta between high-volume self-service and high-value managed services.
07
How does pricing affect my market share projections?
The calculate_competitive_pricing_impact capability allows you to adjust your market share based on a pricing competitiveness index.

Explore

More in Finance

Connect AI Fine-Tuning Market Analyzer to Claude, Cursor, ChatGPT & more

Your AI does the work. We keep it safe and sound.

Each Connector runs inside its own sealed environment.

One switch stops every agent. Instantly.

Spending limits that pause instead of surprise.

We ship only the actions that matter.

01-04

Calculate competitive pricing impact

Compare service models

Get market size metrics

Validate market assumptions

What teams actually run

Launching a New AI Product

Deciding Service Structure

Responding to Competitors

Pitching to Investors

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

AI Fine-Tuning Market Analyzer Connector

Claude Desktop

Product Manager

Business Consultant

Strategy Analyst

What is the difference between TAM and SAM in this MCP?

Can I use this for anything other than AI fine-tuning?

Does this MCP require me to pay for the underlying data?

How do I know if my business plan numbers are realistic?

How do I calculate the total market size?

Can I compare self-service vs managed service revenue?

How does pricing affect my market share projections?

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