This route uses fictional sample data for preview only. It is not connected to a paid customer order.
Audit details
Observed brand mention rate
24%
Brand mentions observed in the selected prompt sample.
Observed competitor mention rate
41%
How often competitors appeared in the selected sample.
Top competitor
Brewline
The competing brand surfaced most often in this report.
Average brand position
3.2
Average observed position where the brand was mentioned.
What was observed, what it means and the biggest opportunity.
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.
This report tests selected buyer-intent prompts, not the whole internet.
This sample checks selected prompts and selected engines, not the whole internet.
Whether AI systems recommended the brand or competitors instead.
Observed brand mention rate
24%
Observed in this selected test only, not true market share.
Observed competitor mention rate
41%
Observed in this selected test only, not true market share.
Top competitor
Brewline
The competing brand surfaced most often in this report.
Average brand position
3.2
Average observed position where the brand was mentioned.
Brewline
Citation strength: High
38%
Wins from comparison articles and list placements.
Peak Roast
Citation strength: Medium
22%
Strong local review signals, weaker owned content.
The core evidence table behind the diagnosis and action plan.
Prompt 1
Diagnosis
Competitors have stronger third-party list placements for this category.
Recommended action
Create a buyer-facing category page and pursue inclusion in local comparison lists.
Citations/source domains: local-coffee-guide.example, reviews.example
Prompt 2
Diagnosis
The brand appears, but the answer lacks proof points and service detail.
Recommended action
Add concise office coffee proof, delivery details and customer evidence near the top of the page.
Citations/source domains: northwind.example
Prompt 3
Diagnosis
Answers lack direct owned comparison data and lean on third-party summaries.
Recommended action
Publish a fair comparison page that addresses audience fit, pricing signals and service differences.
Citations/source domains: comparison.example
Prompt 4
Diagnosis
Sustainability claims are not packaged as answer-ready content.
Recommended action
Create a sustainability proof page with direct claims, certifications and sourcing details.
Citations/source domains: sustainable-products.example
Repeated sources and citations treated as strategic visibility signals.
The owned page is cited when the brand is named, but it does not answer buyer prompts directly.
Improve entity facts, service proof and direct category answers.
AI systems repeatedly use this source when recommending local options.
Pursue inclusion or publish a stronger owned comparison resource.
Directory signals help answer systems choose shortlist candidates.
Claim and refresh profile facts, categories and links to service pages.
Why the brand may be missing, weak or replaced by competitors.
The site explains the brand, but it does not answer high-intent category questions in a concise source page.
Create a category page that answers the buyer question in the first 100 words.
Comparison articles and directories mention competitors more often than Northwind Coffee.
Prioritize inclusion in relevant directories and comparison pages.
Concrete, prioritized actions based on the observed evidence.
Competitors were mentioned in category prompts while the brand lacked a page answering the query directly.
Example: Create a page targeting 'best sustainable office coffee in Austin' with a direct answer, proof points and service details.
Versus prompts lack direct comparison evidence and lean on competitor-friendly third-party pages.
Example: Compare Northwind Coffee and Brewline by delivery area, office plan fit, sourcing and customer proof.
Directory pages are already used as source material in recommendation prompts.
Example: Claim the profile, align categories and add links to office coffee and sustainability pages.
Technical readiness is supporting context, not the main paid product.
The sample site is crawlable, but answer engines need clearer entity signals, concise buyer answers and better structured proof.
The sample site can be fetched by standard crawlers.
Keep robots.txt open for desired AI crawlers.
Organization and Service schema are incomplete.
Add Organization and Service schema with sameAs profiles.
Buyer questions are answered too late in the page.
Lead service pages with concise answers and proof points.
How to interpret the selected-prompt findings safely.