How does attribution flow to the deal object specifically?

Via the standard HubSpot contact-to-deal association. When a first-touch AEO contact becomes associated with a deal, our workflow copies the first-touch AEO properties onto the deal object. You can then report on pipeline-source in the deal-based reporting view you already use.

Does this fit a multi-touch attribution model?

Yes. Lantern tags first-touch, last-touch, and all-touch AEO interactions. If you run U-shaped or W-shaped attribution (typical in RevOps), all the raw data is written to HubSpot — your attribution tool (Dreamdata, Factors, HockeyStack) consumes it the same way it consumes any other touch.

How is this different from HubSpot's own Marketing Attribution Report?

HubSpot's Marketing Attribution Report models touches across known channels. It does not recognize AI-referred sessions as a distinct channel — they fall into Other or Direct. Lantern makes AEO a first-class channel so HubSpot's own attribution reports include it.

$99/mo Starter covers the RevOps use case. Enterprise is typical when your deal volume is high enough to need the faster attribution latency (sub-hour vs. daily).

AEO Pipeline Attribution for RevOps: Closing the Loop from AI Citation to Closed-Won

RevOps owns the pipeline forecast model. Marketing hands you leads; Sales hands you deals; you hand the CEO a forecast. Adding AEO as a source without clean attribution corrupts the model. Lantern ships attribution data that holds up in a pipeline review.

What's stopping you

The three pain points most Revenue Operations Leads bring to the first Lantern conversation in 2026 — in the language they use:

Marketing leaders hand you 'AI-influenced pipeline' numbers from three different tools. None of them reconcile.

Profound says 34% share of voice. Dreamdata attributes 8% of pipeline to organic. HubSpot's own AEO grader says you're 'functionally invisible.' None of those numbers appear in your source-of-truth forecast model because none of them map cleanly to the HubSpot opportunity object.

Sales AEs on the floor say 'I found you on ChatGPT' is the #1 thing prospects say on intro calls — but there's no field for it.

AE call notes are full of it. Your deal-source field in HubSpot has 'Inbound,' 'Outbound,' 'Partner,' 'Marketing Qualified,' but not 'AI-Researched.' You can see the signal in the free-text but can't report on it. The conversation with the VP Sales about pipeline quality gets stuck.

Your forecast model weights sources by historical conversion. AEO has no history.

Without historical conversion data on AEO-sourced leads, your forecast treats them identically to cold outbound — which is wrong. AEO-sourced leads typically convert 2-3x higher. You're under-weighting a growing channel because you don't have 12 months of clean data on it.

What you're measured on

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

RevOps KPI stack

Forecast accuracy (actual vs. forecast, by quarter)
Pipeline source reconciliation (% of pipeline with clean attribution)
MQL→SQL→Opp→Closed-Won conversion by source
Data completeness score on deal records
Time from opp creation to source attribution
Source-level deal velocity

Why AEO attribution matters specifically to a Revenue Operations Lead

RevOps is the role that bridges marketing's AEO story to the CEO's pipeline story. Without AEO attribution written to the opportunity and deal records, AEO shows up as 'Direct' or 'Organic' or 'Other' in your forecast — which means it's invisible in every board-level metric. Lantern flows attribution to the deal object via the standard HubSpot associations, so AEO appears in the same pipeline-source breakdown you already show the CEO. No model rebuild. No parallel reporting. The forecast just starts being correct.

“My forecast model cannot weight sources it doesn't have history on. Lantern gave me 90 days of clean AEO data. Now AEO is a source in the model, with real conversion rates.” — The Revenue Operations Lead, described in audience-brief voice

Three ways Revenue Operations Leads use Lantern

The deal-source cleanup

Lantern adds an 'AI Researched' deal-source value populated via the associations to the first-touch contact. Your existing pipeline-source report in HubSpot now shows AEO as a first-class source. No new report. No new dashboard. One new row.

The conversion-rate recalibration

After 60-90 days of AEO-tagged data, you have enough sample to compute AEO-source conversion rates by stage. Your forecast model gets recalibrated with real conversion weights per source — AEO included. Forecast accuracy improves.

The Sales-Marketing reconciliation meeting

The quarterly Sales-Marketing pipeline review no longer has a 'we're not sure if this came from AEO' bucket. Every deal with an AI-first-touch has the prompt, engine, and content piece attached. The argument stops. The planning starts.

AEO prompts a Revenue Operations Lead 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 Revenue Operations Lead's first-cut list typically looks like this:

1[Category] ROI calculator 2026
2[Category] vs [alternative category] comparison
3How does [your product] handle [specific technical requirement]?

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.