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Exemplu de Audit de vizibilitate AI pentru Northwind Coffee

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

Detaliile auditului

Website
https://northwind.example
Generat
15 iun. 2026
Limbă
English
Tip raport
Audit unic cu prompturi selectate

Rata observata a mentiunilor de 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.

Rezumat executiv

Rezumat executiv

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 prompturi de cumpărare

Test de prompturi de cumpărare

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

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

Brand vs competitori

Brand vs competitori

Rata observata a mentiunilor de 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.

Acoperire prompturi

Acoperire prompturi

Prompt 1

What are the best specialty coffee roasters in Austin?

Competitor menționatScor oportunitate: 82
Sistem
ChatGPT
Intenție
Category discovery
Brand menționat
Nu
Competitori menționați
Brewline, Peak Roast

Diagnostic

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

Acțiune recomandată

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

Citări/domenii sursă: local-coffee-guide.example, reviews.example

Prompt 2

Is Northwind Coffee a good choice for office coffee?

MenționatScor oportunitate: 64
Sistem
Perplexity
Intenție
Brand validation
Brand menționat
Da - Poziție brand: 2
Competitori menționați
Brewline

Diagnostic

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

Acțiune recomandată

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

Citări/domenii sursă: northwind.example

Prompt 3

Northwind Coffee vs Brewline: which should I choose?

Necesită verificareScor oportunitate: 76
Sistem
Gemini
Intenție
Competitor comparison
Brand menționat
Da - Poziție brand: 3
Competitori menționați
Brewline

Diagnostic

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

Acțiune recomandată

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

Citări/domenii sursă: comparison.example

Prompt 4

Recommend a sustainable coffee subscription.

OportunitateScor oportunitate: 88
Sistem
Claude
Intenție
Recommendation
Brand menționat
Nu
Competitori menționați
Peak Roast

Diagnostic

Sustainability claims are not packaged as answer-ready content.

Acțiune recomandată

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

Citări/domenii sursă: sustainable-products.example

Harta citărilor

Harta citărilor

northwind.example/about

Website propriuMejorar 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

DirectorReclamar 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 de acțiune recomandat

Plan de acțiune recomandat

  1. 1

    Create an answer-first category page

    Prioritate: RidicatEfort: MediuImpact așteptat: Ridicat

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

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

    Categorie
    Content
    Prompturi asociate
    What are the best specialty coffee roasters in Austin?
    Surse asociate
    local-coffee-guide.example
  2. 2

    Publish a fair competitor comparison page

    Prioritate: RidicatEfort: MediuImpact așteptat: Mediu

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

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

    Categorie
    Content
    Prompturi asociate
    Northwind Coffee vs Brewline: which should I choose?
    Surse asociate
    comparison.example
  3. 3

    Refresh directory and review profiles

    Prioritate: MediuEfort: ScăzutImpact așteptat: Mediu

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

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

    Categorie
    Citations
    Prompturi asociate
    Recommend a sustainable coffee subscription.
    Surse asociate
    reviews.example/coffee-austin

Pregătire tehnică AEO/GEO

Pregătire tehnică AEO/GEO

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

Crawler access

Gata

The sample site can be fetched by standard crawlers.

Keep robots.txt open for desired AI crawlers.

Schema and entity signals

Necesită lucru

Organization and Service schema are incomplete.

Add Organization and Service schema with sameAs profiles.

Answer-first content structure

Necesită lucru

Buyer questions are answered too late in the page.

Lead service pages with concise answers and proof points.

Metodologie și limitări

Metodologie și limitări

Cum a fost produs acest raport

  • 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.

Limitări

  • 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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