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Esempio di Audit di visibilità AI per Northwind Coffee

Datos ficticios solo para vista previa; no es un pedido pagado.

Dettagli dell'audit

Sito web
https://northwind.example
Generato
15 giu 2026
Lingua
English
Tipo di report
Audit una tantum di prompt selezionati

Tasso osservato di menzioni del brand

24%

Observado solo en esta prueba seleccionada.

Tasa de mención de competidores

41%

Observado solo en esta prueba seleccionada.

Competidor principal

Brewline

Observado solo en esta prueba seleccionada.

Posición media de la marca

3,2

Observado solo en esta prueba seleccionada.

Executive Summary

Executive Summary

This sample report checks selected buyer-intent prompts for a fictional coffee brand. Northwind Coffee is mentioned in a minority of sampled answer slots and is rarely recommended first.

Brewline is the strongest observed competitor because it appears in comparison and local list prompts more consistently.

The repeated citation pattern points to review directories and comparison articles, which means Northwind's biggest opportunity is to create answer-first category content and improve third-party proof.

Prompts muestreados
12
Sistemas muestreados
4
Resumen de menciones de marca
Mentioned in 24% of sampled answer slots.
Competidor más fuerte
Brewline appeared most often in category and comparison prompts.
Patrón de citas/fuentes
List articles and review directories were cited more than owned pages.
Primera acción recomendada
Create an answer-first category page for sustainable office coffee in Austin.

Test dei prompt d’acquisto

Test dei prompt d’acquisto

Prompts comprobados
12
Sistemas comprobados
ChatGPT, Perplexity, Gemini, Claude
Mercados/idiomas comprobados
United States - English, Austin - English
Fecha generada
15 giu 2026

This sample checks selected prompts and selected engines, not the whole internet.

Brand vs concorrenti

Brand vs concorrenti

Tasso osservato di menzioni del brand

24%

Observado solo en esta prueba seleccionada.

Tasa de mención de competidores

41%

Observado solo en esta prueba seleccionada.

Competidor principal

Brewline

Observado solo en esta prueba seleccionada.

Posición media de la marca

3,2

Observado solo en esta prueba seleccionada.

Brewline

: High

38%

Wins from comparison articles and list placements.

Peak Roast

: Medium

22%

Strong local review signals, weaker owned content.

  • What are the best specialty coffee roasters in Austin?
  • Recommend a sustainable coffee subscription.

Copertura prompt

Copertura prompt

Prompt 1

What are the best specialty coffee roasters in Austin?

Concorrente menzionatoPunteggio opportunità: 82
Sistema
ChatGPT
Intento
Category discovery
Brand menzionato
No
Concorrenti menzionati
Brewline, Peak Roast

Diagnosi

Competitors have stronger third-party list placements for this category.

Azione raccomandata

Create a buyer-facing category page and pursue inclusion in local comparison lists.

Citazioni/domini fonte: local-coffee-guide.example, reviews.example

Prompt 2

Is Northwind Coffee a good choice for office coffee?

MenzionatoPunteggio opportunità: 64
Sistema
Perplexity
Intento
Brand validation
Brand menzionato
Sì - Posizione brand: 2
Concorrenti menzionati
Brewline

Diagnosi

The brand appears, but the answer lacks proof points and service detail.

Azione raccomandata

Add concise office coffee proof, delivery details and customer evidence near the top of the page.

Citazioni/domini fonte: northwind.example

Prompt 3

Northwind Coffee vs Brewline: which should I choose?

Da verificarePunteggio opportunità: 76
Sistema
Gemini
Intento
Competitor comparison
Brand menzionato
Sì - Posizione brand: 3
Concorrenti menzionati
Brewline

Diagnosi

Answers lack direct owned comparison data and lean on third-party summaries.

Azione raccomandata

Publish a fair comparison page that addresses audience fit, pricing signals and service differences.

Citazioni/domini fonte: comparison.example

Prompt 4

Recommend a sustainable coffee subscription.

OpportunitàPunteggio opportunità: 88
Sistema
Claude
Intento
Recommendation
Brand menzionato
No
Concorrenti menzionati
Peak Roast

Diagnosi

Sustainability claims are not packaged as answer-ready content.

Azione raccomandata

Create a sustainability proof page with direct claims, certifications and sourcing details.

Citazioni/domini fonte: sustainable-products.example

Mappa citazioni

Mappa citazioni

northwind.example/about

Sito proprioMejorar página existente

The owned page is cited when the brand is named, but it does not answer buyer prompts directly.

Prompts donde apareció la fuente
Brand validation prompts
Relación con la marca
Owned source
Competidores presentes
No proporcionado

Improve entity facts, service proof and direct category answers.

local-coffee-guide.example

ListicleOportunidad de outreach

AI systems repeatedly use this source when recommending local options.

Prompts donde apareció la fuente
Category discovery prompts
Relación con la marca
Third-party source without the brand
Competidores presentes
Brewline, Peak Roast

Pursue inclusion or publish a stronger owned comparison resource.

reviews.example/coffee-austin

DirectoryReclamar perfil

Directory signals help answer systems choose shortlist candidates.

Prompts donde apareció la fuente
Local recommendation prompts
Relación con la marca
Directory profile
Competidores presentes
Brewline

Claim and refresh profile facts, categories and links to service pages.

Diagnosi

Diagnosi

Falta página answer-first

No page directly matching buyer-intent category prompts

The site explains the brand, but it does not answer high-intent category questions in a concise source page.

  • Category discovery prompt did not mention the brand.

Create a category page that answers the buyer question in the first 100 words.

Citas externas débiles

Competitors have stronger third-party proof

Comparison articles and directories mention competitors more often than Northwind Coffee.

  • Two repeated sources included Brewline but not Northwind.

Prioritize inclusion in relevant directories and comparison pages.

Piano d’azione raccomandato

Piano d’azione raccomandato

  1. 1

    Create an answer-first category page

    Priorità: AltoSforzo: MedioImpatto atteso: Alto

    Competitors were mentioned in category prompts while the brand lacked a page answering the query directly.

    Esempio: Create a page targeting 'best sustainable office coffee in Austin' with a direct answer, proof points and service details.

    Categoria
    Content
    Prompt correlati
    What are the best specialty coffee roasters in Austin?
    Fonti correlate
    local-coffee-guide.example
  2. 2

    Publish a fair competitor comparison page

    Priorità: AltoSforzo: MedioImpatto atteso: Medio

    Versus prompts lack direct comparison evidence and lean on competitor-friendly third-party pages.

    Esempio: Compare Northwind Coffee and Brewline by delivery area, office plan fit, sourcing and customer proof.

    Categoria
    Content
    Prompt correlati
    Northwind Coffee vs Brewline: which should I choose?
    Fonti correlate
    comparison.example
  3. 3

    Refresh directory and review profiles

    Priorità: MedioSforzo: BassoImpatto atteso: Medio

    Directory pages are already used as source material in recommendation prompts.

    Esempio: Claim the profile, align categories and add links to office coffee and sustainability pages.

    Categoria
    Citations
    Prompt correlati
    Recommend a sustainable coffee subscription.
    Fonti correlate
    reviews.example/coffee-austin

Prontezza tecnica AEO/GEO

Prontezza tecnica AEO/GEO

The sample site is crawlable, but answer engines need clearer entity signals, concise buyer answers and better structured proof.

Crawler access

Pronto

The sample site can be fetched by standard crawlers.

Keep robots.txt open for desired AI crawlers.

Schema and entity signals

Da migliorare

Organization and Service schema are incomplete.

Add Organization and Service schema with sameAs profiles.

Answer-first content structure

Da migliorare

Buyer questions are answered too late in the page.

Lead service pages with concise answers and proof points.

Metodologia e limiti

Metodologia e limiti

Come è stato prodotto questo report

  • Selected buyer-intent prompts were tested across selected AI and answer systems.
  • The report records observed brand mentions, competitor mentions and visible source patterns.
  • Findings are diagnostic and intended to prioritize concrete actions.

Limiti

  • AI answers vary by model, prompt wording, geography and date.
  • This report checks selected prompts and selected engines.
  • It does not guarantee ChatGPT rankings, recommendations, citations, traffic or revenue.
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