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AI search ROI reporting for marketing leaders

Know whether ChatGPT, Gemini, Perplexity and Google's AI recommend you or your competitors, what that traffic is worth in GA4, and what your team changed. Then put it in front of the board.

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fieldnote.app4,571 credits

Executive summary

Pipewise · Q3 vs Q4

Illustrative data
Share of AI mentions
46%
+8 pts
AI referral sessions
1,284
+31%
AI-referred conversions
62
from GA4
Fixes shipped
37
Share of mentions vs rivalsSame 40 prompts
  • pipewise.io46%
  • fieldnote.app54%
  • northlight.io29%
By enginePipewise named
  • ChatGPT52%
  • Gemini38%
  • Perplexity49%
AI answer engines measured
6
product areas on one login
5
free SEO tools
100+
site languages
13

How do you measure AI search ROI?

AI search ROI pairs two numbers: your share of AI answers for the prompts that define your category, and the sessions and conversions AI assistants send you in GA4. AI Rank Lab stores every prompt run on six engines with the competitors named, groups AI referral traffic from GA4, and puts both into a Progress Report PDF with the work your team completed.

The board asks about AI. You need an answer with numbers.

Leaders get asked whether the brand shows up in ChatGPT, what it is worth and what the team is doing about it. Most teams answer with screenshots.

No baseline

Without stored runs you cannot say whether AI visibility went up or down, only what one answer said today.

Competitors are invisible in analytics

GA4 shows your traffic. It cannot show that a rival is named in the AI answer your buyers read.

Value is hard to show

AI referrals arrive under many sources. Unless they are grouped and tied to conversions, the channel looks like noise.

Work and results live apart

The fixes your team shipped sit in one tool and the results in another, so the story never reaches the board in one place.

The prompts that decide your category

Buyers ask AI to shortlist and compare. Those answers are the new top of your funnel; track them like a pipeline metric.

A share-of-answers number you can defend

Brand Visibility runs your category prompts on ChatGPT, Claude, Gemini and Perplexity, stores every run, and records which competitors are named. The same prompts, run again, give you a trend instead of an anecdote.

  • Your brand and named rivals per answer
  • Position and sentiment per engine
  • Every run stored for comparison
Competitor intelligence
fieldnote.app4,571 credits

Competitors

Pipewise · category prompts

Illustrative data
PromptsNamed first
  • best crm for mid-size b2b teamsFieldnote
  • pipewise vs fieldnotePipewise
  • crm with forecasting and apiNorthlight
  • is pipewise worth the pricePipewise
  • top crm alternatives to fieldnotePipewise

Sample brands. Every run is kept, so next quarter compares like with like.

From AI answers to the board pack

Your team works across the suite. You see the result as one set of numbers with the work behind them.

  1. Measure share of answers
  2. Fix what blocks you
  3. Publish the answers
  4. Tie it to revenue
  5. Report to the board

Measure share of answers

Category prompts on six engines, with competitors named in each answer and the URLs cited.

Brand visibility
Brand Visibility · category promptsIllustrative
  • Pipewise named46%
  • Fieldnote named54%
  • Average position when named2.1

Fix what blocks you

The team audits the site for SEO, AEO and GEO readiness and works the Action Plan in priority order.

SEO, AEO and GEO audit
Action Plan · this quarterIllustrative
  • Done37 tasks
  • In progress9 tasks
  • Highest impact nextPublish the Pipewise vs Fieldnote comparisonDo first

Publish the answers

Content is researched from the pages AI already cites and published to your site, so each gap gets a page that can close it.

AI content writer
Publish log · this quarterIllustrative
  • Comparison pages published6
  • Guides refreshed11
  • Prompts added to the citation tracker17

Tie it to revenue

Connect GA4 to group sessions and conversions from AI assistants, and ask questions in plain English with analytics chat.

Analytics chat
GA4 Mastery · ChatIllustrative
  • Which AI sources converted this quarter?chatgpt.com 38 · perplexity.ai 16 · gemini.google.com 8
  • AI share of key events4.2%

Report to the board

Progress Reports compare this quarter with last, or you against a rival, and export one PDF with your executive summary and the work completed.

White-label reports
Progress Reports · exportIllustrative
  • Executive summaryWritten
  • Benchmark vs fieldnote.appIncluded
  • Work completed37 items
  • PDFDownload

What leaders get out of the suite

Four views turn the team's work into numbers you can take upstairs.

Competitive share of AI answers

See how often you and each named competitor appear for the same prompts on each engine, and which pages the engines cite for them.

  • Mentions, position and sentiment
  • Competitors named per engine
  • Cited URLs behind each answer
Citation analytics
fieldnote.app4,571 credits

Competitors

40 prompts · 4 engines

Illustrative data
You
46%
Fieldnote
54%
Northlight
29%
Avg. position
2.1

AI referral traffic in GA4

Group sessions from AI assistants, see the pages they land on and the conversions they drive, and ask follow-up questions in plain English.

  • AI referral traffic reporting
  • Analytics chat over GA4
  • Anomaly Engine for sudden changes
GA4 integration
fieldnote.app4,571 credits

GA4 Mastery

AI assistants · this quarter

Illustrative data
Sessions by AI source
  • chatgpt.com742
  • perplexity.ai318
  • gemini.google.com224

Progress reports with an executive summary

Compare two quarters, or you against a competitor, on like-for-like prompts and engines. Add your summary and the work completed, then export a PDF with your branding.

  • Progress or benchmark mode
  • Executive summary you write
  • Snapshots cost no credits
Agency AI reporting workflow
fieldnote.app4,571 credits

Progress Reports

Q3 vs Q4 · summary

Illustrative data
Verdict
  • Prompts where you are namedImproved
  • Pages cited by AIImproved
  • Gemini mentionsDeclined
  • Site readiness (GEO)Passing

Business questions, answered from your data

Ask GA4 what changed and why, find revenue leaks in the funnel, and spot Search Console pages losing clicks before they become a quarterly problem.

  • Revenue Leak and Anomaly Engine
  • Content Decay Radar
  • CTR Opportunities
Business decisions with GA4 chat
fieldnote.app4,571 credits

GA4 Mastery · Revenue Leak

This quarter

Illustrative data
Biggest leaks
  • /pricing → /signup−41%
  • /demo form−22%
  • /compare/fieldnote−17%

Why a trend beats a screenshot

AI answers change from one run to the next. Our own tracking data shows how often, which is why reports should compare stored runs.

44%

of prompt–engine pairs switched between naming a brand and leaving it out at least once.Method: 991 successful runs of 45 prompt–engine pairs tracked in AI Rank Lab between 13 February and 30 October 2026. Only pairs with five or more runs are included. Aggregated and anonymised; no customer is identified.

Six engines, one prompt set

Brand visibility

Each run asks ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews and Google AI Mode and stores mention, position, sentiment, competitors named and cited URLs.

Every run is kept

Citation analytics

Runs are stored so you compare like with like over time, instead of trusting one screenshot of one answer.

Weekly re-check where it matters

Citation tracker

Prompts you opt in to the Action Plan citation tracker are re-checked every week. Other runs happen when you start them.

Try it before you pay

Compare plans

Signing up gives 100 free credits with no card: enough for one site audit or one brand visibility prompt run, and the 100+ free tools need no credits.

Questions leaders ask us

Something else? Ask the team

How do I measure the ROI of AI search?

Pair two numbers: your share of AI answers for category prompts (from stored Brand Visibility runs) and the sessions and conversions from AI assistants in GA4. Progress Reports then show the change and the work behind it.

Can I see how we compare with competitors in AI answers?

Yes. Each run records which competitors are named on each engine, and benchmark mode compares you with a named rival on the same prompts and engines.

Does AI Rank Lab produce a board report automatically?

No. Your team takes a snapshot and exports the Progress Report when it is needed, with an executive summary you write. Brand visibility prompts run when you start them, and every run is stored for comparison. The only automatic re-check is the Action Plan citation tracker: prompts you opt in are re-checked weekly.

Which AI engines do you measure?

ChatGPT, Claude, Gemini and Perplexity, plus Google AI Overviews and Google AI Mode.

What does the executive briefing cover?

A call with our team: we look at your category prompts, where you and your competitors appear, and how the suite would fit your team's reporting.

How is it priced?

Every plan includes every workspace and one monthly pool of credits: Starter $69 (10,000 credits), Professional $149 (30,000) and Enterprise $499 (150,000). Custom plans add volume discounts, dedicated support and an SLA. Annual billing saves 20%. Signup gives 100 free credits with no card.

Bring AI search into the board pack

Start with your own site. The free audit scores it for SEO, answer engines and generative engines, with the fixes.

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