Analytics & Attribution

AI Revenue Tracking & Customer Acquisition Cost (CAC)

Track multi-touch customer journeys from initial AI citation to long-term subscriber lifetime value (LTV).

Demonstrating the ROI of AEO requires linking top-of-funnel generative citations to bottom-of-funnel subscription revenue. AnswerShaper's Analytics engine models multi-touch buyer journeys, calculates exact AI CAC, and proves financial payback periods compared to paid search.

AEO Direct AnswerDirect Answer / AI Executive Summary

AI Revenue Tracking connects generative search citations with backend subscription revenue, modeling customer acquisition cost (CAC), trial-to-paid conversion rates, and cohort lifetime value (LTV).

Step-by-Step Walkthrough & User Guide

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1. Connect Stripe or Shopify Gateway

Link your account to synchronize checkout and renewal events.

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2. Configure Conversion Milestones

Define key funnels: Free Trial, Demo Request, Paid Subscription.

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3. Select Attribution Model

Choose First-Touch, Last-Touch, or Linear multi-touch modeling.

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4. Review Cohort LTV & Payback Curves

Inspect retention and payback periods generated by generative search traffic.

Pro Tips & Engineering Best Practices

  • Visitors arriving from Perplexity and SearchGPT typically convert at 2x the rate of cold Google Ads traffic.
  • Identify which specific prompt themes drive subscribers with the lowest churn rates.
  • Share CAC payback reports with finance teams to justify ongoing AEO content investment.

Code & Technical Integration

Cohort Attribution Query Payload

Cohort Attribution Query Payloadtypescript
const data = await fetch(\"https://api.answershaper.com/v1/analytics/cohorts\", { headers: { \"Authorization\": `Bearer ${process.env.ANSWERSHAPER_API_KEY}` } }); const cohorts = await data.json(); console.log(`AI Citation CAC: $${cohorts.cacAI} vs Google Ads CAC: $${cohorts.cacAds}`);

Related Documentation & Guides

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