Does Lantern compete with or complement a broader attribution tool like Dreamdata?

Dreamdata and Lantern solve different layers. Dreamdata is the multi-touch attribution layer across your whole stack. Lantern is the AEO-specific source of truth that feeds clean 'AI engine' data into your CRM and into Dreamdata. Growth teams running both typically use Lantern to tag the AI source at session level, then let their attribution tool model the multi-touch journey.

What prompt volume should I start with?

Most Head of Growth customers start with 50-150 prompts covering the buyer-intent queries for their category and the top 3-5 competitor alternatives. Lantern's value metric is prompts × engines × brands, so you scale up once you see which cluster is producing.

How does this change how I report to the CEO?

You add one line to your weekly channel report: 'AEO: X MQLs, Y opps influenced, $Z pipeline, CPO $A.' That's the line that makes the channel real. Without it, AEO is a bullet in the 'initiatives' section.

Pricing starts at $99/mo — what's in that tier?

Starter at $99/mo covers up to 50 tracked prompts on 4 engines, HubSpot integration, monthly ROI report. Enterprise scales prompt count, engine coverage, and adds custom reporting. Most growth teams start Starter and move up in month 2-3.

AEO Pipeline Attribution for Heads of Growth: Channel ROI in HubSpot

Heads of Growth are measured on the CAC-payback clock. AEO looks promising, but an AEO line item without attribution is the first thing the CFO cuts. Lantern makes AEO a defensible channel with a dollar return, not a brand activity.

What's stopping you

The three pain points most Head of Growths bring to the first Lantern conversation in 2026 — in the language they use:

You already run 9 channels. AEO is the 10th — and it's the one with no attribution.

You can quote CAC payback on paid search, LinkedIn, and organic. The AEO line item sits in the deck with 'directional' next to it. That's the line the CFO circles in red. AEO-influenced pipeline has to be measurable the same way paid is, or it doesn't survive planning.

Channels that get the last click get the budget. Channels that drive discovery get nothing.

Five leads come in from ChatGPT. HubSpot attributes four to Direct and one to Organic Search. The AEO budget you fought for last quarter funds a channel that doesn't get credit in your own dashboard. The content team feels it. The paid-search team laughs about it in Slack.

The Kyle Poyar '6x conversion from LLM traffic' post keeps showing up in #growth.

The Lenny's Podcast Ethan Smith episode, the Backlinko 800% YoY LLM referrals number, the Webflow 10% signup stat — your team shares them in Slack weekly. You can't verify any of them in your own HubSpot because HubSpot doesn't know which sessions came from AI.

What you're measured on

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

Head of Growth KPI stack

Blended CAC payback under 12 months
Channel-level marketing-sourced pipeline contribution
MQL→SQL conversion (15-21% benchmark)
Pipeline coverage 3-4x
Cost-per-opportunity by channel
AEO-sourced pipeline $ and ratio vs. other channels

Why AEO attribution matters specifically to a Head of Growth

Growth leaders win on channel honesty. If AEO can't be measured the same way paid search is measured, it loses to paid search in the budget fight every time. Lantern wires AEO into the same reporting muscle — CAC payback, CPO, pipeline $ — so you can defend, expand, or cut the channel on the same evidence as every other line. Most Lantern customers discover within 90 days that 7 of their 100 prompts drive 80% of AEO-sourced pipeline. Kill the 40 that don't and AEO becomes the cheapest channel in the stack.

“Either AEO earns a line in the budget or it gets cut. My team doesn't have time to argue with dashboards that don't talk to HubSpot. I need dollar numbers per prompt.” — The Head of Growth, described in audience-brief voice

Three ways Head of Growths use Lantern

The weekly channel review

Lantern's HubSpot dashboard sits next to your paid-search dashboard. Same KPIs: MQLs created, opportunities influenced, closed-won pipeline $, CPO, ratio to channel spend. When the CEO asks 'which channel had the best week,' AEO is in the answer with a real number.

The prompt-level spend audit

Every month Lantern tells you which of your tracked prompts drove pipeline and which didn't. Kill the 40 prompts producing nothing; double-down on the 7 producing everything. This is channel efficiency at a prompt level — same mental model as killing bad keywords in Google Ads.

The planning-cycle defense

When next year's budget negotiation starts, you walk in with an AEO-sourced pipeline trend line — 12 months of monthly $ numbers. Not 'we think it's working.' A line chart. That's what survives a CFO review.

AEO prompts a Head of Growth 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 Head of Growth's first-cut list typically looks like this:

1Best [category] tools for [specific ICP stage, e.g. 'Series B SaaS']
2Alternatives to [incumbent in your category]
3[Category] pricing comparison 2026

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.