/ Sample report

This is what you get.

A real report from a US consumer category, July 2026, three brands, fifteen buyer queries. Brand names and domains are replaced; every number is as delivered. The report is in English regardless of site language.

Only 7 of 15 SERP snapshots were captured in this run. The report says so where it matters, and so do we. How the numbers are built

/ TRAFFIC INTEL

/ Brand A

Acquisition Intelligence Report · United States · 3 brands · July 2026

No single brand controls every axis. brand-b.example leads on the composite DCI (33/100), but brand-a.example owns the most category queries top-3 (3 of 15) and brand-b.example captures the biggest share of organic traffic. The category is fragmented across specialists, not consolidated under one winner.

Market leader (DCI)

brand-b.example

DCI 33/100 composite

Acquisition leader

brand-b.example

68% of tracked organic traffic

Query ownership

brand-a.example

3 of 15 category queries top-3

Executive brief

What matters now

Brand A ranks #2 of 3 tracked brands on the Demand Control Index (22/100), behind Brand B (33). It owns 3 of 15 category buying queries in the organic top-3 and is cited by ChatGPT in 0 of 10, a defensible wedge rather than full control. The most urgent gap is AI visibility: ChatGPT cites Brand A in 0 of 10 buyer prompts while it recommends Brand B in 6, so AI is actively steering buyers to a competitor.

Next best action · Brand A

Close the AI citation gap. Brand A is absent from ChatGPT on 10 of 10 buyer prompts. Entity-anchored schema, answer- shaped pages, and a weekly citation sweep move this faster and cheaper than chasing new backlinks.

Methodology & caveats

Scope. 3 competitors across 15 commercial queries in United States. Data: Ahrefs v3 (organic, paid, SERP, backlinks) plus an AI-search citation pass for LLM visibility.

Data caveat. Partial collection: SERP snapshots (7/15 captured). Conclusions degrade where data is thin; nothing below is fabricated.

Sources. Ahrefs v3 (organic, paid, SERP, backlinks) · AI-search citation pass for LLM visibility

SERP coverage. 7/15 snapshots captured.

Part 1 · Visibility overview

At a glance

Competitor scorecard. ◀ YOU marks Brand A.

#133

brand-b.example

Dark Horse

DR
72
Organic
135k
Top-3
2/15 (13%)
AI
6/10

Two category wins; a defensible niche, not a leadership claim.

#222

brand-a.example ◀ YOU

Dark Horse

DR
61
Organic
26k
Top-3
3/15 (20%)
AI
0/10

Owns 3/15 category queries. Multi-wedge specialist.

#315

brand-c.example

Specialist

DR
70
Organic
38k
Top-3
0/15 (0%)
AI
2/10

Big authority (DR 70, 38k/mo) that does not translate to category wins.

#BrandDROrganic / moCategory top-3AI mentionsDCIRead
1brand-b.example72135k2/15 (13%)6/1033Two category wins; a defensible niche, not a leadership claim.
2brand-a.example ◀ YOU6126k3/15 (20%)0/1022Owns 3/15 category queries. Multi-wedge specialist.
3brand-c.example7038k0/15 (0%)2/1015Big authority (DR 70, 38k/mo) that does not translate to category wins.

Demand Control Index

Composite of query ownership (max 40), paid pressure (25), site authority (20), and AI citation (15).

  • 1brand-b.exampleDark Horse33/100
  • 2brand-a.example ◀ YOUDark Horse22/100
  • 3brand-c.exampleSpecialist15/100

DCI breakdown

Component shape across the four DCI channels. Each axis is scaled to its own max; closer to the edge is stronger. YOU is filled in accent.

Querymax 40Paidmax 25Authoritymax 20AImax 15
brand-b.example · DCI 33brand-a.example ◀ YOU · DCI 22brand-c.example · DCI 15
  • brand-b.example33/100
    Query ownership 5/40Paid pressure 6/25Site authority 14/20AI citation 8/15
  • brand-a.example ◀ YOU22/100
    Query ownership 8/40Paid pressure 2/25Site authority 12/20AI citation 0/15
  • brand-c.example15/100
    Query ownership 0/40Paid pressure 0/25Site authority 14/20AI citation 1/15

Dark Horse. Mid-pack today, but owns a viable wedge query.

Specialist. Real audience in an adjacent sub-topic; plays a different game than the head-term incumbents.

Brand A snapshot

Rank

#2

DCI

22

DR

61

Organic

26k

Category top-3

3/15

AI mentions

0/10

Part 2 · Channel deep-dives

AI Search

Google AI Overviews

9 of 15

tracked queries already trigger an AI answer

Volume exposed to AI

59%

of category search volume sits under AI Overviews

Top ChatGPT citation

brand-b.example

cited in 6/10 buyer prompts

Where AI is already answering

AI Overview queryVol/moCPCBest tracked rankCitation likelihood
chenille yarn11k$0.25brand-a.example #4Marginal
worsted weight yarn7.5k$0.20brand-c.example #5Marginal
fingering weight yarn5.7k$0.20no tracked rankUnlikely cited
sport weight yarn4k$0.20no tracked rankUnlikely cited
mohair yarn3.8k$0.25brand-a.example #3Likely cited
acrylic yarn3.6k$0.25brand-a.example #1Likely cited
lace weight yarn2.5k$0.25no tracked rankUnlikely cited
free crochet afghan patterns900$0.00no tracked rankUnlikely cited
shawl knitting patterns350$0.03no tracked rankUnlikely cited

AI citation share

  • brand-b.example60% · 6/10 · #1.2 avg

    LLM score 8/15

  • brand-a.example ◀ YOU0% · 0/10

    LLM score 0/15

  • brand-c.example20% · 2/10 · #3 avg

    LLM score 1/15

What a buyer actually sees

Prompt

Where can I find a variety of shawl knitting patterns?

Brands the AI named · first mentions

  1. WEBS · yarn.com · outside tracked set
  2. Yarnspirations · yarnspirations.com · outside tracked set
  3. Brand C · blog.brand-c.example · outside tracked set
  4. Brand B · carewear.org · outside tracked set
  5. Cleome Smith Knits · cleomesmith.com · outside tracked set
  6. Prickly Pear Knits · pricklypearknits.com · outside tracked set

What to do about AI Search

9 of 15 tracked queries already show an AI Overview. Three concrete actions: (1) make your top-3 pages answer-shaped (clear definitions, comparison tables, explicit Q&A); (2) add Article + FAQ + Product schema with named-entity references; (3) run a weekly AI-search citation sweep so you see decline before traffic does.

/ Next step · SEO · AI Search · PPC

The gap is clear. Closing it is the work.

We operationalise the plays in this briefing across SEO, AI Search (AEO/GEO), and PPC — so query wins, citations, and paid pressure move together instead of competing for budget.

Other channels

Where each player is winning

Brand B dominates head-term organic volume. Brand A wins more category buying queries top-3 despite less traffic. Brand C holds authority without converting it into category ownership.

Where the demand lives

Category demand clusters around yarn-weight and fiber queries (chenille, worsted, mohair, acrylic). Several high-volume terms already trigger AI Overviews, so ranking alone is no longer enough to capture the click.

Paid search

Paid pressure is distributed across the field rather than concentrated on one aggressor. Opportunity sits in new commercial-intent queries, not in reclaiming existing paid share.

Site authority

Brand B (DR 72) and Brand C (DR 70) outrank Brand A (DR 61) on backlink authority, but authority is not translating 1:1 into category query ownership or AI citations.

Part 3 · Synthesis

The narrative

The category is split. brand-b.example captures the most organic traffic (135k/mo on a DR 72 domain), but brand-a.example owns the most buyer-ready top-3 positions (3/15 commercial queries). The DCI leader, brand-b.example, sits on top of the composite score (33/100) thanks to a mix of paid pressure and authority rather than category dominance. No single brand controls every axis. The race for #2 is real. brand-a.example trails by 11 DCI points, holding 3 category wins. Close enough to matter, far enough that the leader's lead is structural rather than tactical. The most actionable asymmetry: brand-a.example ranks well organically but is invisible in ChatGPT. Closing the AEO gap with entity-anchored schema and citation-friendly content is cheaper than chasing a new keyword.

What to do about it

Play 1

Pick the right fight

The market is still being defined. brand-b.example leads by a narrow margin and every tracked competitor has a path to #1. The first brand to operationalise commercial-page + AEO playbooks captures a decisive share.

Play 2

Decide where to invest, search or AI

The AI assistant's recommendations align with Google's rankings on the tracked queries; the AI layer is reinforcing existing winners. To challenge brand-b.example, you must challenge them in both channels at once, not pick one.

Play 3

Rebalance paid against organic

Paid activity is distributed across the category rather than concentrated. No single competitor is mispricing attention, so the opportunity is in new commercial-intent queries rather than reclaiming existing paid traffic.

/ Next step · SEO · AI Search · PPC

From briefing to category control

trafficLabs runs the execution layer: technical and content SEO, AI citation / answer-engine work, and paid search where it compounds organic. Same team that built this report — accountable to the DCI and citation metrics above.

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