BusinessMCP
Academy

Module 8

The reports you will demo

Attribution, ads, SEO, AI visibility, social, and session replay.

17 min2 lessons

After this module: You can navigate every report page and know the one thing on each that makes a prospect lean forward.

Attribution — the flagship report

If you demo one report, demo this one. The framing we use publicly is "the models GA4 deleted", and it is accurate: six attribution models, switchable, computed at query time.

The models, and what each is good for
ModelGives credit toUseful when
First touchThe channel that found themJudging awareness spend
Last touchThe final clickThe default everywhere else, and the most misleading
Last non-directThe last real channelStops "direct" swallowing the credit
LinearEvery touch equallyLong, multi-touch B2B cycles
U-shapedFirst and last mostWhen discovery and closing both matter
Time decayRecent touches moreShort cycles

Computed at query time is the technical detail worth translating: switching a model applies it to all their history instantly, rather than only working going forward. Most tools cannot do that, and a marketer who has waited a quarter for a reporting change to take effect will recognise the difference.

Check yourself

Why does a marketing buyer care about multi-touch attribution?

Ads, SEO, AI visibility, social, replay

The remaining surfaces, with the one thing on each worth showing.

What to show, and to whom
ReportWhat it answersShow it to
Paid adsWhich campaigns produce revenue, not just clicksAnyone spending on ads
SEOWhich queries are close to page one and worth pushingContent and growth leads
AI visibilityWhether ChatGPT and friends cite the brandAlmost everyone — it is novel
Organic socialWhether social produces site traffic that convertsSocial and brand owners
Heatmaps and replayWhere visitors hesitate and give upAnyone who owns the website

AI visibility is the sleeper.** Buyers increasingly know their customers ask ChatGPT for recommendations, and almost none of them can tell whether they get mentioned. We probe the major assistants on a schedule and report whether the brand is cited. Nobody in the room has usually seen that measured before, which makes it memorable.

One boundary to state plainly if asked: replay reconstructs what happened on the page. It is not a recording of the person, and it is not a webcam. Say that before someone worries about it.

Check yourself

The room has gone flat during the analytics charts. What is the strongest recovery?

Worth remembering

  • Attribution is the flagship: six models, computed at query time, so switching a model instantly re-reads all history.
  • AI visibility — whether ChatGPT and friends cite the brand — is genuinely novel and demos brilliantly.
  • Heatmaps and session replay make the analytics tangible for non-technical buyers.
  • Every report answers a question a specific person is measured on. Demo the report that matches who is on the call.

Words that came up

Attribution model
The rule deciding which touchpoint gets credit for a deal. First-click, last-click, linear and others give very different answers from the same data.
GEO / AI visibility
Whether AI assistants mention and cite a brand when asked about its category. The search-visibility question, moved to where people increasingly ask.
Session replay
A reconstruction of what a visitor did on the page — scrolling, clicking, hesitating. Not a screen recording of the person.

Do this before moving on

Reading about a demo is not the same as having given one.

  1. 1Switch attribution models on the ads page and watch the channel credit move. That movement is the demo.
  2. 2Open the AI visibility page and check whether we are cited for our own category.
  3. 3Watch one session replay end to end. Notice what you learn that a chart would not tell you.

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