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AI-Ready Starter Kit

Revenue Optimization Opportunity Scoring

Extend your workflow outputs with AI analysis and revenue optimization opportunity scoring

 

Overview

This Starter Kit helps commercial and finance teams identify and prioritize revenue opportunities within the existing customer base by scoring accounts on pricing gaps, churn risk, and cross-sell potential using current data. Retention investment is directed toward accounts where revenue exposure is highest.

In addition to core workflows, this kit includes guidance for effectively using AI tools alongside the workflows to enhance output

What problem does it solve?

Revenue opportunities within the existing customer base often remain hidden because pricing signals, churn indicators, and promotion performance are analyzed separately across disconnected datasets.

What’s included?

  • Customer Revenue Opportunity Scorer. Scores customers on revenue opportunity potential using current behavioral and transactional data so the highest-value accounts are acted on first.
  • Pricing Gap vs Willingness-to-Pay Quantifier. Quantifies pricing gaps relative to willingness to pay at the customer and segment level so commercial decisions are grounded in data.
  • Churn Risk and Revenue Exposure Correlator. Correlates churn probability with revenue exposure so retention investment is directed toward accounts where the financial risk is greatest.
  • Data-Driven Cross-Sell and Upsell Identifier. Identifies cross-sell and upsell opportunities from purchase patterns and account behavior so outreach is targeted rather than broad.
  • Revenue Action Impact Tracking Engine. Tracks revenue optimization actions against realized results so the team learns what works and refines the approach each cycle.
  • Optional AI Guidance. Learn how to generate financial commentary using AI.

Extending your workflow with AI

This Starter Kit is AI-ready, meaning it’s designed to help you leverage AI tools more effectively with structured, analysis-ready data. With this Starter Kit, you can:

  • Prepare high-quality, structured data ideal for LLMs
  • Apply AI tools more effectively and consistently
  • Combine deterministic analytics with generative AI for enhanced outputs

How it works:

  • Build and run the Alteryx workflow to prepare and analyze your data
  • Export structured outputs
  • Use the included guidance to input results into your preferred LLM

How to use this Starter Kit?

After downloading, you’ll be redirected to our How to Use Starter Kits page for step-by-step guidance on installing, locating, and exploring Starter Kits in Alteryx.

 

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