MCP For Claude Marketplace
AI Feature Expansion Impact Analyzer

AI Feature Expansion Impact Analyzer MCP Connector for Claude

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Quantify the financial and behavioral impact of AI features on SaaS expansion revenue and upsell conversion.

4 tools Official Updated Oct 1, 2026 Official Vinkius Partner
More Details Connect to Claude

This MCP server provides a suite of analytical tools to measure how AI capabilities drive growth in SaaS businesses. By analyzing revenue cohorts and user behavior, you can determine the exact expansion lift provided by AI features. Use calculate_expansion_lift to compare revenue growth between AI and non-AI users, analyze_upsell_conversion to track tier upgrades, and attribute_ai_revenue to distribute expansion revenue to specific features based on usage intensity and value perception. It is designed to help product and finance teams understand the true ROI of AI investments.

revenueai-impactupsellsaas-metricsexpansion-lift

4 tools expose this connector's capabilities to your AI agent.

analyze_upsell_conversion

Measures how effectively AI features drive users to upgrade their subscription tiers

attribute_ai_revenue

Distributes expansion revenue to specific AI features based on usage patterns and perceived value

calculate_expansion_lift

Determines the relative revenue growth boost provided by AI features

evaluate_feature_impact_summary

Provides a high-level health check of AI feature contribution across the entire customer base

See how to talk to your AI agent using AI Feature Expansion Impact Analyzer.

What is the expansion lift if AI users generated $50,000 and non-AI users generated $30,000?

The expansion lift is 66.67%.

Compare upsell rates: 100 AI users with 20 upgrades vs 100 non-AI users with 5 upgrades.

The AI conversion rate is 20%, the non-AI conversion rate is 5%, resulting in a conversion delta of 15%.

Give me a summary of AI contribution if AI revenue is $10,000, non-AI revenue is $10,000, AI users are 50, and non-AI users are 50.

The AI revenue contribution is 50% and the AI user density is 50%.

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

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