Who on my team operates Lantern day-to-day?

Typically no net-new headcount. Lantern operates as a report that lands in your inbox and a HubSpot dashboard that reads alongside existing pipeline reports. Your Marketing Ops lead owns the technical relationship (30 min/mo); your demand-gen lead acts on the prompt-level findings (2 hr/mo).

How does this affect my weekly reporting cadence?

Lantern adds one row to your existing weekly pipeline report. The report format doesn't change. The channel is just represented for the first time with a real number.

How do I pitch this to the CMO internally?

Pitch as a consolidation, not a net-new line. Frame: 'This replaces the Profound subscription (if running) + the manual AEO-tagging project and produces the monthly ROI report the CFO asked for.' That's the approvable internal memo.

$99/mo Starter for most Marketing Director scopes. Enterprise when prompt volume scales past ~150-200 or when multi-region coverage is needed.

AEO Pipeline Attribution for Marketing Directors: The Weekly Pipeline Number

Marketing Directors ship the number every week. Your KPI dashboard has eight channels and a weekly standup with the VP. AEO without attribution is the ninth row you can't defend. Lantern closes the row.

What's stopping you

The three pain points most Marketing Directors bring to the first Lantern conversation in 2026 — in the language they use:

Your weekly pipeline standup has a row that says 'AEO: estimated'.

Eight other channel rows have concrete numbers. The AEO row says 'directional' or 'estimated' or has a footnote. That row doesn't survive a quarterly review. Your VP of Marketing eventually asks why you haven't fixed it. You've been waiting for a tool that does — and most of what you demo'd doesn't actually tie to HubSpot.

You manage 2-4 people. Adding manual AEO tracking isn't a hire you can justify.

The honest version of wiring AEO attribution yourself: one person owning a weekly prompt-tracking spreadsheet, a UTM hygiene project, and a manual HubSpot re-tagging workflow. You don't have the headcount and your CFO won't approve one for this. You need the tool to ship what a junior hire would otherwise do.

Your CMO's deck for the board has an AEO slide with question marks on it.

The CMO asked you two weeks ago for 'the AEO numbers.' You sent a Profound screenshot, a GA4 export, and a note saying 'working on attribution.' The slide went into the board deck with a disclaimer. The CMO now looks weaker than they should. The pressure rolls down.

What you're measured on

The KPIs on a Marketing Director's review in 2026. AEO attribution shows up on the last one — and in 2026, that's the line that gets watched.

Marketing Director KPI stack

Weekly pipeline $ sourced from marketing
MQL volume and MQL→SQL conversion (15-21%)
Channel-level pipeline contribution %
Budget pacing vs. plan
Content velocity (pieces shipped / quarter)
AEO-sourced pipeline $ (now in the weekly report)

Why AEO attribution matters specifically to a Marketing Director

Marketing Directors operate in a weekly rhythm. Every channel in the stack has to produce a number you can take to standup. Without it, the channel gets de-prioritized by default — the team runs what it can measure. Lantern gives AEO its weekly number: pipeline $ sourced, MQL count, prompt-level movements. AEO becomes a channel you can run, not a channel you can only talk about in quarterly reviews. That's the unlock that keeps the channel funded.

“I need a weekly number on every channel. Lantern was the first AEO tool that produced one I could read at Monday standup.” — The Marketing Director, described in audience-brief voice

Three ways Marketing Directors use Lantern

The Monday pipeline standup row

Your standup deck gets one new row: 'AEO: N MQLs, $X pipeline, Y new citations.' You read the row in 15 seconds. The VP nods. The row moves to rhythm. AEO becomes a channel, not a project.

The CMO board-slide handoff

When the CMO asks for AEO numbers two weeks before the board, you send the Lantern monthly report PDF and the board-ready one-sentence line. The deck gets one clean slide instead of a question-mark slide. The CMO looks stronger. You look like the Marketing Director who fixed the gap.

The scope-creep defense

Every quarter someone proposes adding 'AI SEO' or 'GEO consultant' as a new initiative. With Lantern you already own the capability in your existing team and tool stack. The scope-creep argument dies at 'we already have attribution on this channel — we just need more prompt coverage.'

AEO prompts a Marketing Director would track

The prompt set is where AEO programs either produce or die. Start with the buyer-intent queries your ICP types into ChatGPT when evaluating your category. A Marketing Director's first-cut list typically looks like this:

1Best [your category] tools for [your ICP]
2How does [your product] compare to [competitor]
3[Category] pricing comparison

Expand to 50-150 tracked prompts within 30 days. Every prompt becomes a reportable unit — citation rank, content match, pipeline $ attributed. That's how AEO becomes a channel, not a buzzword.

Where this sits in the Lantern stack

Lantern is AEO pipeline attribution for B2B SaaS — AI citation monitoring across ChatGPT, Perplexity, Claude, and Gemini, wired to the HubSpot deal record so pipeline $ flows cleanly into your CRM-level reporting. V1 ships on HubSpot; Salesforce follows in V1.5. Pricing: $99/mo Starter, Enterprise for custom prompt/engine/brand scale.

If you're mid-evaluation against Profound, Scrunch, or AthenaHQ, the AEO tool comparison hub has head-to-head pages on each. If you're about to defend an AEO line item to the CFO, the CFO's Guide to AEO Budget Defense has the memo template, math cheat sheet, and objection handling for the renewal conversation.