• EFFICIENCY
  • NETWORK
  • CONTENT
  • HUMAN

How to score introduction quality with your AI

Connect your alumni database to your AI client to turn vague networking into measurable data. You'll see exactly which intros actually move the needle.

Ask AI about this page

Short answer

How can I tell if my alumni intros are actually working?

Your AI analyzes the context of an introduction against the resulting meeting or outcome to assign a quality score. This reveals which alumni are high-value connectors and which ones are just sending dead-end emails. You'll get a clear breakdown of conversion efficiency.

The results of your analysis

Where your data lands

Once you run the evaluation, your AI categorizes the findings into these four areas.

EFFICIENCY

Conversion rates

The AI calculates how many introductions lead to successful meetings. You get a percentage that shows the actual strength of your network.

NETWORK

Top connector identification

The AI flags which alumni consistently provide high-quality leads. This helps you focus your relationship management on the right people.

CONTENT

Intro quality scoring

The AI reviews the text of the introduction itself. It determines if the context provided was sufficient to drive a response.

HUMAN

Manual review needed

The AI flags low-scoring or ambiguous connections. You step in to fix the relationship or investigate why the intro failed.

The workflow

What your AI does when the data arrives.

The AI processes your connection logs to turn raw text into actionable intelligence.

  1. Data ingestion

    Your AI pulls the latest introduction logs and meeting outcomes from your fundraising CRM.

    evaluate_introduction_quality

  2. Contextual scoring

    The AI compares the intent of the intro to the final outcome to see if the connection was relevant.

    evaluate_introduction_quality

  3. Pattern recognition

    The agent identifies trends in which alumni types or industries yield the highest conversion rates.

    evaluate_introduction_quality

  4. Reporting

    The AI summarizes the efficiency metrics so you can see your fundraising momentum clearly.

    evaluate_introduction_quality

Try it

Copy these to start.

Use these prompts to begin your analysis.

Starting points

These are starting points. Swap out the specific sheet or CRM names for your own.

Accelerator Alumni Fundraising Support Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_e9mRnfixus0DIp3JyivGJAMSIvSBHUwbQLLHR4GQ/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 — Accelerator Alumni Fundraising Support capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "accelerator-alumni-fundraising-support-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_e9mRnfixus0DIp3JyivGJAMSIvSBHUwbQLLHR4GQ/mcp"
    }
  }
}
Copy into chat04

  • Evaluate the introduction quality for the recent batch of intros in my Google Sheet.

  • Analyze the conversion efficiency for the alumni connections logged in my CRM last month.

  • Score the quality of the introductions sent by the Engineering Alumni group.

  • Which alumni in my contact list have the highest introduction conversion rate?

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

Start here

Connect Accelerator Alumni Fundraising Support once, then ask.

Just link your CRM or spreadsheet. Your credentials stay encrypted, and you can start asking questions immediately.

Connect Accelerator Alumni Fundraising Support to your AI

FAQ

How this task behaves

  • 01

    Can the AI automatically send follow-up emails to alumni?

    No. The AI only evaluates and scores the data. You must handle all outgoing communication yourself.

  • 02

    Will the AI change my data in the CRM?

    No. The AI only reads your connection and outcome data to perform the evaluation. It cannot edit or delete your records.

  • 03

    How does it decide if an intro was 'good'?

    It looks at the relationship between the introduction text and whether that connection resulted in a scheduled meeting or a successful interaction.

  • 04

    Do I need to format my spreadsheet in a specific way?

    It works best if your data includes the introduction text, the sender, and the outcome status.

  • 05

    Can it identify which specific words in an intro lead to more meetings?

    Yes, the AI can analyze the language used in high-performing introductions to help you improve future requests.

  • More questions about Accelerator Alumni Fundraising Support? The Connector page answers them. See everything the Accelerator Alumni Fundraising Support Connector can do

Connect Accelerator Alumni Fundraising Support to Claude, Cursor, ChatGPT & more