How is AI Visibility ROI calculated?

Incremental monthly revenue = (AI-sourced sessions) × (target mention rate − current mention rate) × conversion rate × average order value. The 12-month ROI multiple compares that incremental revenue to your subscription cost.

What is a realistic mention-rate target?

Category leaders on our infrastructure typically reach 35–70% mention rate on core commercial prompts within 120 days. Growth-stage brands starting under 10% commonly reach 25–45% in the same window.

What if AI-driven sessions aren't tracked separately?

Use a conservative estimate: 5–15% of organic sessions for most B2B, and 8–25% for consumer categories. The calculator lets you set any value.

Does this account for existing AI traffic?

Yes. The formula uses the delta between current and target mention rate, so you're only projecting the incremental revenue that improved AI Visibility unlocks.

Cluster · AI Visibility ROI

The AI Visibility ROI calculator

Move the sliders. See exactly how much incremental revenue better AI Visibility unlocks — and how fast it pays back.

Pillar Metrics Dashboard Audit Report ROI Ecommerce Share of Model Cluster AI SEO

AI-driven sessions / month20,000

Current mention rate8%

Target mention rate45%

Conversion rate2.5%

Average order value$250

Tier

Incremental annual revenue

$555,000

$46,250 / month · from 7,400 new AI-sourced sessions

Payback

0.0 mo

on AI Revenue System

12-month ROI multiple

46.3×

annual revenue / annual subscription

Formula

incremental_revenue = sessions × (target_rate − current_rate) × conversion_rate × AOV

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AI Visibility ROI · FAQ

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