HubSpot Sales Hub AEO: arming reps with AI-source context

What this does

Sales Hub is where reps actually live. If AI attribution data is buried in Marketing Hub reports, reps never see it. Lantern surfaces ai_source, ai_engine, and ai_prompt directly on the contact record's 'About' card, on the deal record, and in the timeline. When a rep opens a contact, they see 'Came from ChatGPT — asked about pipeline attribution for B2B SaaS' before writing the first outbound email.

How Lantern fits

The display is configured via HubSpot's contact and deal view customization. Lantern ships a view template with 'Lantern AEO' property group displayed prominently above standard fields. Reps can't modify ai_source (read-only), but they can read it, filter deal views on it, and build saved views like 'My AI-sourced deals'. The impact: reps stop asking 'how did you hear about us' because they already know.

Setup preview

Install adds ai_source, ai_engine, and ai_prompt to the default contact 'About' card. On the deal record, ai_source appears in the 'Deal Insights' panel. Timeline events are added when ai_first_seen_at is set. Rep-level permissions: ai_* properties are readable by everyone, writable only by Lantern's service user (prevents accidental overwrites during sales calls).

{
  "name": "My AI-sourced open deals",
  "objectType": "deals",
  "visibleTo": "OWNER",
  "filters": [
    {
      "property": "hubspot_owner_id",
      "operator": "EQUAL",
      "value": "{{currentUser}}"
    },
    {
      "property": "ai_source",
      "operator": "HAS_PROPERTY"
    },
    {
      "property": "dealstage",
      "operator": "NOT_IN",
      "values": ["closedwon", "closedlost"]
    }
  ],
  "columns": [
    "dealname",
    "amount",
    "dealstage",
    "ai_source",
    "ai_engine",
    "ai_prompt",
    "closedate"
  ],
  "sortBy": "amount",
  "sortOrder": "DESC"
}

Where this fits in the bigger picture

This page describes one specific surface inside HubSpot where Lantern's AEO pipeline attribution plugs in. The full integration stitches together across HubSpot Contacts, Deals, Workflows, Lists, Reports, Forms, CMS, and the Marketing/Sales/Service Hub stack. If you're evaluating where to start, the comparison hub has side-by-side comparisons of Lantern against Profound, Scrunch, Peec AI, AthenaHQ, and HubSpot's own AEO product — scored on the dimensions that matter for a CMO buyer (CRM integration depth, reporting quality, prompt-scaling economics).

If you're about to walk this work into a renewal review or budget conversation, the CFO's Guide to AEO Budget Defense has the memo template, the five-slide deck structure, the attribution-math cheat sheet, and the three most-common CFO objections with counter-arguments. It's the long-form companion that translates the technical HubSpot setup on this page into a defensible dollar number for finance.