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Exemple d'Audit de visibilité IA pour Northwind Coffee

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

Détails de l'audit

Site web
https://northwind.example
Généré
15 juin 2026
Langue
English
Type de rapport
Audit ponctuel de prompts sélectionnés

Taux observe de mentions de marque

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.

Résumé exécutif

Résumé exécutif

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 de prompts acheteurs

Test de prompts acheteurs

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

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

Marque vs concurrents

Marque vs concurrents

Taux observe de mentions de marque

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.

Couverture des prompts

Couverture des prompts

Prompt 1

What are the best specialty coffee roasters in Austin?

Concurrent mentionnéScore d’opportunité: 82
Système
ChatGPT
Intention
Category discovery
Marque mentionnée
Non
Concurrents mentionnés
Brewline, Peak Roast

Diagnostic

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

Action recommandée

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

Citations/domaines sources: local-coffee-guide.example, reviews.example

Prompt 2

Is Northwind Coffee a good choice for office coffee?

MentionnéeScore d’opportunité: 64
Système
Perplexity
Intention
Brand validation
Marque mentionnée
Oui - Position de la marque: 2
Concurrents mentionnés
Brewline

Diagnostic

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

Action recommandée

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

Citations/domaines sources: northwind.example

Prompt 3

Northwind Coffee vs Brewline: which should I choose?

À vérifierScore d’opportunité: 76
Système
Gemini
Intention
Competitor comparison
Marque mentionnée
Oui - Position de la marque: 3
Concurrents mentionnés
Brewline

Diagnostic

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

Action recommandée

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

Citations/domaines sources: comparison.example

Prompt 4

Recommend a sustainable coffee subscription.

OpportunitéScore d’opportunité: 88
Système
Claude
Intention
Recommendation
Marque mentionnée
Non
Concurrents mentionnés
Peak Roast

Diagnostic

Sustainability claims are not packaged as answer-ready content.

Action recommandée

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

Citations/domaines sources: sustainable-products.example

Carte des citations

Carte des citations

northwind.example/about

Site propriétaireMejorar 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

AnnuaireReclamar 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.

Diagnostic

Diagnostic

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.

Plan d’action recommandé

Plan d’action recommandé

  1. 1

    Create an answer-first category page

    Priorité: ÉlevéEffort: MoyenImpact attendu: Élevé

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

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

    Catégorie
    Content
    Prompts liés
    What are the best specialty coffee roasters in Austin?
    Sources liées
    local-coffee-guide.example
  2. 2

    Publish a fair competitor comparison page

    Priorité: ÉlevéEffort: MoyenImpact attendu: Moyen

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

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

    Catégorie
    Content
    Prompts liés
    Northwind Coffee vs Brewline: which should I choose?
    Sources liées
    comparison.example
  3. 3

    Refresh directory and review profiles

    Priorité: MoyenEffort: FaibleImpact attendu: Moyen

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

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

    Catégorie
    Citations
    Prompts liés
    Recommend a sustainable coffee subscription.
    Sources liées
    reviews.example/coffee-austin

Préparation technique AEO/GEO

Préparation technique AEO/GEO

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

Crawler access

Prêt

The sample site can be fetched by standard crawlers.

Keep robots.txt open for desired AI crawlers.

Schema and entity signals

À améliorer

Organization and Service schema are incomplete.

Add Organization and Service schema with sameAs profiles.

Answer-first content structure

À améliorer

Buyer questions are answered too late in the page.

Lead service pages with concise answers and proof points.

Méthodologie et limites

Méthodologie et limites

Comment ce rapport a été produit

  • 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.

Limites

  • 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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