AEO attribution, by role

A CMO defends the board meeting. A Marketing Ops lead defends the HubSpot data model. A Head of SEO defends the citation-rank report. Each role lives under different pressure — pick yours.

Updated 2026-04-20 · 10 role-specific pages
Roles

Pick your role.

By role
For Chief Marketing Officers
For the CMO walking into Thursday's board meeting with a board-ready AI pipeline number — not a share-of-voice screenshot the CFO will mock.
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By role
For Head of Growths
For the Head of Growth running a full-funnel number — where AEO either earns a line in the budget or gets cut by month 9.
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By role
For VP of Marketings
For the VP of Marketing carrying the full-funnel number and a renewal fight on every tool that can't show pipeline $.
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By role
For Director of Demand Generations
For the Demand Gen Director who runs the campaigns and owns the MQL number — not the director of dashboards.
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By role
For Marketing Operations Leads
For the Marketing Ops lead who will say no to any tool that corrupts HubSpot's data model — and yes only to the one that actually closes the loop on AI traffic.
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By role
For Revenue Operations Leads
For the RevOps lead who builds the pipeline report the CEO actually trusts — and refuses to wire in data sources that can't be audited.
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By role
For Head of Contents
For the Head of Content who is tired of reporting 'pageviews' in a world where 70% of readers never visit the page — they get the answer from ChatGPT.
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By role
For Head of SEOs
For the Head of SEO watching rank-based measurement get displaced by citation-based measurement — and needing to own the translation layer before Marketing does.
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By role
For Marketing Directors
For the Marketing Director running a multi-channel mix who owns the weekly pipeline number and cannot afford a channel with no attribution.
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By role
For Growth Marketers
For the Growth Marketer running experiments weekly — who needs prompt-level attribution the same way they have page-level attribution on landing pages.
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One tool, every role, same dollar number.

Lantern produces one monthly AEO pipeline ROI report the CMO puts on the board deck, the Marketing Ops lead audits, the Head of Content uses to brief writers, and the CFO signs off on. $99/mo Starter or Enterprise.

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