Does this analyze revenue from all my sources?

The capability is designed to analyze revenue cohorts and user behavior to determine expansion lift. You must provide the necessary usage and revenue data for the calculation to run.

Can I see which features are responsible for the money?

Yes. The attribute_ai_revenue capability specifically distributes expansion revenue to individual AI features based on usage patterns and perceived value.

Is this only for SaaS companies?

The core functionality is focused on SaaS metrics, specifically quantifying the financial impact of AI features on expansion revenue and upsell conversion.

Do I need to write complex code to use this?

No. You use this MCP through your AI client. You simply ask your agent to perform the analysis by invoking the specific, named capabilities.

How do I calculate the revenue boost from AI features?

You can use the calculate_expansion_lift capability. Provide the total expansion revenue from users who use AI and the revenue from those who do not.

Can I attribute revenue to specific AI capabilities?

Yes, the attribute_ai_revenue capability allows you to distribute expansion revenue to specific features using usage metrics and value perception scores.

How does this help with subscription upgrades?

The analyze_upsell_conversion capability measures the conversion rate of AI users compared to non-AI users to see if AI adoption drives tier upgrades.

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Connect AI Feature Expansion Impact Analyzer to your AI

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. Know exactly which features drive expansion and growth.

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 Expansion Analyzer.

01
Analyze upsell conversion
Measures how effectively AI features drive users to upgrade their subscription tiers
02
Attribute AI revenue
Distributes expansion revenue to specific AI features based on usage patterns and perceived value
03
Calculate expansion lift
Determines the relative revenue growth boost provided by AI features
04
Evaluate feature impact summary
Provides a high-level health check of AI feature contribution across the entire customer base

Real work

What teams actually run

Post-Launch ROI Audit

After rolling out a major AI feature, you run the analysis to prove to stakeholders that the feature is driving significant, measurable revenue lift.

Pricing Tier Justification

You use this to show that the premium tier, which includes AI, has a vastly superior upsell conversion rate compared to the basic tier.

Feature Prioritization

You run the summary analysis to identify which specific AI features are responsible for the highest percentage of expansion revenue.

Quarterly Business Review

You generate a report that quantifies the total financial impact of AI adoption over the last quarter for executive review.

One connector, every AI

AI Expansion 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 Expansion 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

901ms average. Fast in production.

AI Expansion Analyzer is checked daily against the live service.

Daily averagePeak 1228ms

Oct 3Today

Fastest day: 718ms
Slowest day: 1228ms
14-day trend: Stable+4%

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

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

AI Expansion Analyzer Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_Wt2UfwoXpA1LwfRdp2P7xlSpAX9tV9ZULB3Pl4HK/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 Expansion Analyzer capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "ai-feature-expansion-impact-analyzer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_Wt2UfwoXpA1LwfRdp2P7xlSpAX9tV9ZULB3Pl4HK/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 Expansion Analyzer in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work AI Expansion Analyzer owners hand off.

This MCP is essential for product and finance teams who need hard data on AI investment. If you're responsible for proving the ROI of new features or justifying the next development cycle, this is your capability. It turns usage data into financial metrics.

01
Product Manager
Use this to validate which AI features are most valuable to users and which ones should be prioritized for the next release.
02
Finance Analyst
Use this to accurately model and report the expansion revenue generated specifically by AI adoption.
03
VP of Product
Use this to present a clear, data-backed case to leadership showing the financial impact of the AI roadmap.

FAQ

Questions AI Expansion Analyzer owners ask.

01
Does this analyze revenue from all my sources?
The capability is designed to analyze revenue cohorts and user behavior to determine expansion lift. You must provide the necessary usage and revenue data for the calculation to run.
02
Can I see which features are responsible for the money?
Yes. The attribute_ai_revenue capability specifically distributes expansion revenue to individual AI features based on usage patterns and perceived value.
03
Is this only for SaaS companies?
The core functionality is focused on SaaS metrics, specifically quantifying the financial impact of AI features on expansion revenue and upsell conversion.
04
Do I need to write complex code to use this?
No. You use this MCP through your AI client. You simply ask your agent to perform the analysis by invoking the specific, named capabilities.
05
How do I calculate the revenue boost from AI features?
You can use the calculate_expansion_lift capability. Provide the total expansion revenue from users who use AI and the revenue from those who do not.
06
Can I attribute revenue to specific AI capabilities?
Yes, the attribute_ai_revenue capability allows you to distribute expansion revenue to specific features using usage metrics and value perception scores.
07
How does this help with subscription upgrades?
The analyze_upsell_conversion capability measures the conversion rate of AI users compared to non-AI users to see if AI adoption drives tier upgrades.

Explore

More in Finance

Connect AI Expansion 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

Analyze upsell conversion

Attribute AI revenue

Calculate expansion lift

Evaluate feature impact summary

What teams actually run

Post-Launch ROI Audit

Pricing Tier Justification

Feature Prioritization

Quarterly Business Review

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

AI Expansion Analyzer Connector

Claude Desktop

Product Manager

Finance Analyst

VP of Product

Does this analyze revenue from all my sources?

Can I see which features are responsible for the money?

Is this only for SaaS companies?

Do I need to write complex code to use this?

How do I calculate the revenue boost from AI features?

Can I attribute revenue to specific AI capabilities?

How does this help with subscription upgrades?

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