Does this MCP only calculate marketing value?

No. While it focuses on marketing credibility, it provides a full financial picture. You can calculate the total ROI by comparing all benefits, including research costs, against the total value generated.

Can I factor in how old the benchmark is?

Yes. The MCP includes a capability that adjusts the calculated value based on the achievement's age, modeling 'shelf life decay' so you get an accurate, current valuation.

What kind of data do I need to provide?

You need to provide specific financial inputs, such as base acquisition values, marketing budgets, and the initial cost of the research investment.

Is this capability just for AI benchmarking?

It's designed for quantifying the value of any industry leadership position. You can apply the framework to any field where ranking or credibility drives revenue.

How does this capability calculate leadership value?

The calculate_leadership_value capability determines brand equity by applying a prestige multiplier to the marketing value, which is then adjusted based on competitive pressure.

Can I account for the aging of benchmark results?

Yes, you can use apply_shelf_life_decay to adjust the value of an achievement based on how many months have passed since it was recorded.

What metrics are provided for ROI analysis?

The calculate_roi_metrics capability provides both the ROI percentage and the benefit-to-cost ratio.

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Connect AI Benchmark ROI 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. Turn research rankings into measurable business ROI.

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 Benchmark ROI Analyzer.

01
Calculate conversion impact
Estimates the additional revenue or customer acquisition volume resulting from benchmark credibility
02
Calculate leadership value
Determines the total brand equity and market authority value generated by specific benchmark rankings
03
Calculate roi metrics
Provides the final financial efficiency metric by comparing total benefits to total costs
04
Apply shelf life decay
Adjusts the calculated value of a benchmark achievement based on its age

Real work

What teams actually run

Pitching Research Funding

You need to convince executives to fund a new benchmark effort. Use this MCP to model the potential ROI and leadership value.

Comparing Competitors

Analyze why a competitor's recent #1 ranking might be worth more than yours, factoring in the age of their achievement.

Marketing Campaign Justification

Show the sales team the direct revenue lift (conversion impact) they can expect from a new industry award.

Annual Strategy Review

Calculate the total financial benefit of all benchmark achievements over the last year to prove marketing success.

One connector, every AI

AI Benchmark ROI 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 Benchmark ROI 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

873ms average. Fast in production.

AI Benchmark ROI Analyzer is checked daily against the live service.

Daily averagePeak 1135ms

Oct 3Today

Fastest day: 720ms
Slowest day: 1135ms
14-day trend: Stable-2%

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

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

AI Benchmark ROI Analyzer Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_J5t41NKIzBHdaiB3Va10Jf4mWu5dMqe67676dD74/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 Benchmark ROI Analyzer capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "ai-benchmark-roi-analyzer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_J5t41NKIzBHdaiB3Va10Jf4mWu5dMqe67676dD74/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 Benchmark ROI Analyzer in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work AI Benchmark ROI Analyzer owners hand off.

This MCP is essential for anyone who needs to justify large research or marketing expenditures. If your job requires translating industry recognition into dollars, this is your capability. It helps you prove the financial worth of your AI leadership.

01
Strategy Consultant
Use it to build financial models that prove the value of industry benchmarks to clients.
02
Marketing Director
Run analyses to show the direct revenue impact of achieving top-tier industry rankings.
03
R&D Lead
Quantify the return on investment for expensive research projects and benchmark submissions.

FAQ

Questions AI Benchmark ROI Analyzer owners ask.

01
Does this MCP only calculate marketing value?
No. While it focuses on marketing credibility, it provides a full financial picture. You can calculate the total ROI by comparing all benefits, including research costs, against the total value generated.
02
Can I factor in how old the benchmark is?
Yes. The MCP includes a capability that adjusts the calculated value based on the achievement's age, modeling 'shelf life decay' so you get an accurate, current valuation.
03
What kind of data do I need to provide?
You need to provide specific financial inputs, such as base acquisition values, marketing budgets, and the initial cost of the research investment.
04
Is this capability just for AI benchmarking?
It's designed for quantifying the value of any industry leadership position. You can apply the framework to any field where ranking or credibility drives revenue.
05
How does this capability calculate leadership value?
The calculate_leadership_value capability determines brand equity by applying a prestige multiplier to the marketing value, which is then adjusted based on competitive pressure.
06
Can I account for the aging of benchmark results?
Yes, you can use apply_shelf_life_decay to adjust the value of an achievement based on how many months have passed since it was recorded.
07
What metrics are provided for ROI analysis?
The calculate_roi_metrics capability provides both the ROI percentage and the benefit-to-cost ratio.

Explore

More in Finance

Connect AI Benchmark ROI 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 conversion impact

Calculate leadership value

Calculate roi metrics

Apply shelf life decay

What teams actually run

Pitching Research Funding

Comparing Competitors

Marketing Campaign Justification

Annual Strategy Review

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

AI Benchmark ROI Analyzer Connector

Claude Desktop

Strategy Consultant

Marketing Director

R&D Lead

Does this MCP only calculate marketing value?

Can I factor in how old the benchmark is?

What kind of data do I need to provide?

Is this capability just for AI benchmarking?

How does this capability calculate leadership value?

Can I account for the aging of benchmark results?

What metrics are provided for ROI analysis?

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