Documentation

Analytics

Analytics provides per-project details across four consolidated tabs. Select a project from the Dashboard, then use the Week Range Picker in the header to filter by date or aggregate across multiple runs.

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OverviewAnalytics · Contoso Dental

Contoso DentalActive

contosodental.com · 6 prompts · ChatGPT, Gemini · Week-over-week

W21 – W16 · 6 wks ▾
AI Visibility
75%weekly average
Share of Voice
27%39 of 142 citations
Brand Citations
39vs 32 last week
Prompts Tracked
6active prompts

Brand Visibility — Weekly

Weekly share · contosodental.com vs competitors · 6 weeks

75%
↑ +6 pts vs W20
contosodental.com75%
competitor avg41%

Overview

Overview answers: How visible am I? Is it trending? What changed since the last run? What should I do first? Use this tab to get an immediate visual summary of your category standing, recent volatility, and critical next steps.

AI Visibility Score

A composite 0–100% score measuring how often engines recommend you on prompts that don’t name your brand. Learn more about Visibility Scores & GEO Optimizations.

Share of Voice

Your brand citations divided by every citation returned on unbranded prompts — not only the competitors you track. Learn more about SoV Benchmarks.

Brand Recognition

How often engines cite you on the prompts that do name your brand. This answers whether engines know who you are — a different question from whether they recommend you, which is why it has its own card rather than being averaged into Visibility.

Branded / Unbranded toggle

Switches which half of your prompt set the metrics describe. Defaults to Unbranded, because a prompt naming your brand can only tell you whether an engine recognises a name it was handed.

Brand Visibility Chart

A trend chart plotting your visibility score over time against your competitor average. Use this to detect whether a content or product change moved your citation rate.

Engine Breakdown

Shows how many unique domains each engine cited across your tracked prompts. Because the same domain can be cited by several engines, these percentages can add up to more than 100% — that’s expected. Counts are unique domains per engine, not raw citation counts.

Weekly Change Digest

A centerpiece card showing citation gains (newly cited prompts), losses (no longer cited prompts), and competitor moves (prompts where a competitor overtook your brand citations) compared to the previous run.

Start Here Priority List

Identifies your top 5 highest-leverage opportunities: prompts where a competitor is cited but your brand is missing, sorted by traffic risk and missing engines, guiding where to focus optimization efforts first.

Citation Volatility Meter

Measures domain citation stability and churn week-over-week. High volatility indicates that search results are fluid and citation gains might be harder to sustain without further optimization. Learn how to stabilize Volatility.

Prompts

Prompts answers: Which prompts and engines am I cited on? Why was I not cited? What should I do for a specific prompt?

Search and Filter Controls

Filter your prompts list by text search, topic category folder, and active search engine to drill down into specific conversational themes.

Status Count Chips

Instantly filter prompts using status tabs synced to the URL search parameter: All, Cited, Gap, Competitor Gap (specifically isolating prompts where competitors are cited but your brand is not), and Crawled-Not-Cited.

List | Matrix View Toggle

Toggle between the standard folders view and a comprehensive prompt × engine coverage matrix. The matrix maps citation states: brand cited (filled blue), competitor gap (error red), other cited (neutral dot), or absent (dash).

Verdict-Led Detail Pane

Select any prompt to open a multi-section panel containing:
  • Verdict Header: Shows coverage summary ("Cited on X of N engines"), the top competitor gap, and a historical sparkline with WoW delta.
  • Diagnosis: Flags if the engine fetched your page but chose not to cite it ("AI fetched your page but didn't cite it") and shows a side-by-side SEO feature comparison vs. the top competitor.
  • Evidence: Share of voice details, universal citations tier mapping, and raw source text snippets.
  • Actions: Practical AEO checklist recommendations and an option to generate custom content briefs.
  • Offers: Rate sheets or competitive pricing lists if applicable.

SERP vs. LLM Gap

Three-column diagnostic panel comparing traditional Google rankings with AI citation presence. Highlights pages with high organic search visibility that AI engines skip, niche domains that perform well only in AI citations, and strong performers in both channels.

Similar Domains Detection

Identifies typosquatting or competitor subdomains capturing citation traffic using root domain similarity detection (Levenshtein distance ≤ 2), alerting you with amber warnings.

What Gets Cited

Aggregates page-feature patterns (FAQ schemas, word counts, semantic elements) across all cited URLs to show what content formats AI engines favor in this project.

AI-Generated Content Briefs

Click “Generate Brief” on any gap prompt. Cite AI reviews the prompt context and creates a structured content outline, recommended claims, and source evidence to help optimize your target pages. Read how to leverage Content Briefs.

Competitors

Competitors answers: Where do I rank in comparison to my competitors? How do their offers and site features compare to mine?

Competitor Leaderboard

Ranks tracked competitor domains by citation counts, total prompt coverage, and engine spread to help you pinpoint which competitor is winning category share.

Engine Share Breakdown

An engine coverage matrix comparing domain visibility percentages across ChatGPT, Gemini, Claude, and Perplexity, helping you identify engine-specific search performance gaps.

SEO Benchmarking

Compares technical page factors (word counts, layout types, semantic elements) of your pages against cited competitors to uncover competitive structural gaps.

Market Offers (Rates & Terms)

Aggregates pricing, rates, and offer details returned by the conversational search engines for both you and your competitors, flagging where your brand offers are uncompetitive or missing.

Competitor Count Warnings

The UI displays a recommendation banner if you have configured fewer than 4 competitors, warning that a small panel can skew competitive statistics and rankings.

Engines

Engines answers: How does each search engine cover me, behave, and frame my brand? Use this view to compare general engine characteristics and analyze sentiment.

Per-Engine Coverage Cards

Summarizes metrics (unique domains, total citations, prompt coverage percentage) separately for Gemini, ChatGPT, Claude, and Perplexity to identify search engine differences.

Engine Detail Table

Provides a detailed grid mapping cited domains against specific search engine coverage, allowing deep citation mapping without redundant sentiment statistics.

Attribution Sentiment KPIs

Analyzes how positive, neutral, or negative LLM responses are when citing your brand domain. Helps monitor whether mentions recommend your offerings or associate them with criticism.

Sentiment Breakdown Chart

Visualizes the sentiment distribution (positive/neutral/negative split) across the different search engines, pointing out where brand perception differs by engine.

Learn how to crawl and diagnose your site for AEO compliance.

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