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Getting started 5

Set up Burnish in 5 steps Install Burnish on your store Run your first scan Reading your dashboard Why is my visibility score 0?

Measuring your visibility 4

How your AI Commerce Index is scored Which AI engines Burnish checks Scan cadence and refresh windows Presence vs Reputation

Discovery 3

What Discovery measures Adding your own discovery queries Three ways to improve Discovery

Reputation 2

What Reputation measures Correcting an inaccurate claim

Your manifesto 3

Why your manifesto matters most What's in your manifesto Writing a strong manifesto

Catalog & fixes 4

Approve your first fix How Autopilot works Rolling back a change Reading the undo trail

AI Article Autopilot 4

How to add custom topics How article generation works Smart posting and cadence Understanding topic research

Revenue & attribution 3

How AI revenue attribution works Reading per-action lift The cohort ROI table

Billing & plans 3

Comparing Presence and Authority Upgrading or changing your plan Trials and usage credits

Troubleshooting & FAQ 3

My scan is stuck or failed Reconnecting your store Frequently asked questions

Collections

Set up Burnish in 5 steps Install Burnish on your store Run your first scan Reading your dashboard Why is my visibility score 0?

How your AI Commerce Index is scored Which AI engines Burnish checks Scan cadence and refresh windows Presence vs Reputation

What Discovery measures Adding your own discovery queries Three ways to improve Discovery

What Reputation measures Correcting an inaccurate claim

Why your manifesto matters most What's in your manifesto Writing a strong manifesto

Approve your first fix How Autopilot works Rolling back a change Reading the undo trail

How to add custom topics How article generation works Smart posting and cadence Understanding topic research

How AI revenue attribution works Reading per-action lift The cohort ROI table

Comparing Presence and Authority Upgrading or changing your plan Trials and usage credits

My scan is stuck or failed Reconnecting your store Frequently asked questions

Home Revenue & attribution

Revenue & attribution

AI traffic, conversions, and the lift your changes earn.

3 articles

How AI revenue attribution works

Connecting AI referrals to real orders.

B 6 min read

Reading per-action lift

See the revenue impact of a single approved change.

B 5 min read

The cohort ROI table

Track returns across a 60-day attribution window.

B 5 min read

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Agentic AEO runs on Burnish.

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Burnish

Agentic AEO for Shopify.

Finds the gaps. Fixes your catalogue. Measures the lift.

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