LLM Trackers
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Metrics

109 normalized metrics tracked across AI search visibility tools.

Agent Analytics

Measurement of AI bot, crawler, or agent activity related to a site or brand.

Profound logo
Scrunch AI logo
2 companies

AI Knowledge Gaps

Highlights gaps in what AI systems know, cite, or say about your brand.

AthenaHQ logo
1 company

AI Overview Coverage

Tracks whether AI-generated result features appear for your target queries.

ZipTie.dev logo
1 company

AI Platform Breakdown

Splits AI visits by platform such as ChatGPT, Gemini, and Perplexity.

Writesonic GEO logo
1 company

AI Referral Traffic

Traffic or referrals arriving from AI platforms or AI-generated responses.

Conductor logo
Scrunch AI logo
2 companies

AI Search Health

Site readiness score reflecting crawlability and understanding for AI search systems.

Semrush logo
1 company

AI Search Volume Data

Demand estimate for AI prompts and topics.

Writesonic GEO logo
1 company

AI Success Score

Query-prioritization score used to identify which prompts to optimize first.

ZipTie.dev logo
1 company

Appearance Rate

Measures how often your brand appears in AI search responses.

XFunnel logo
1 company

Attribution And Traffic Insights

Connects AI-driven discovery to downstream visits and conversions.

Profound logo
1 company

Average Citation Rank

This is source ranking, not brand ranking, and focuses strictly on citation order.

AccuRanker logo
1 company

Average Position

Average placement of a brand, citation, or response element within tracked AI answers.

AirOps logo
Otterly.ai logo
Peec AI logo
Semrush logo
4 companies

Bot Crawling

Tracks which AI bots are crawling your website.

Scalenut logo
1 company

Brand Count

Brand counts can differ from simple mention totals because repeated mentions of the same brand are deduplicated.

AccuRanker logo
1 company

Brand Coverage

Percentage of tracked prompts that mention the brand.

Otterly.ai logo
1 company

Brand Mentions

Occurrences where a brand is mentioned in tracked AI responses or prompts.

AccuRanker logo
Conductor logo
Demandsphere logo
Knowatoa logo
Otterly.ai logo
Rankscale logo
+3
9 companies

Brand Narrative

Captures factual statements AI systems make about your brand so teams can validate or fix them.

Waikay logo
1 company

Brand Ranking

Rank based on total brand mentions within the selected time period.

Otterly.ai logo
1 company

Brand Term Mentions

Separate from Presence because a single response can mention more than one tracked brand term.

Getstat logo
1 company

Brand Term Presence

Uses the same per-response counting logic as Presence, but broken out by individual brand term.

Getstat logo
1 company

Citation Authority

Identifies which websites most influence AI-generated answers about your brand.

Profound logo
1 company

Citation Based Share Of Voice

Share of voice based on how often your brand is cited as an authority versus competitors.

Conductor logo
1 company

Citation Consistency

Number of responses citing a source divided by total responses in scope.

Scrunch AI logo
1 company

Citation Count

Raw count of citations earned in tracked AI responses.

AirOps logo
1 company

Citation Opportunities

Surfaces sites citing competitors that you may want to influence or earn citations from.

Writesonic GEO logo
1 company

Citation Rate

Rate at which a source or domain earns citations across tracked AI responses.

AirOps logo
XFunnel logo
2 companies

Citation Share

Share of all tracked citations attributed to a source, page, or domain.

AirOps logo
1 company

Citation Tracking

Tracks which sources AI systems cite when discussing your brand or topics.

AthenaHQ logo
Waikay logo
ZipTie.dev logo
3 companies

Citations

Occurrences where a source, site, or domain is cited in tracked AI responses.

AccuRanker logo
Conductor logo
Demandsphere logo
Otterly.ai logo
Rankscale logo
5 companies

Cited Rate

Calculated as unique prompts containing the source divided by the total number of prompts in scope.

AccuRanker logo
1 company

Commercial Sources

Cited sources shaping commercial and brand-visibility answers about your products.

Waikay logo
1 company

Competitive Benchmarking

Comparison of brand performance against competitors across tracked AI metrics.

Profound logo
Rankscale logo
ZipTie.dev logo
3 companies

Competitor Monitoring

Compares your brand's AI search presence and perception against competitors.

AthenaHQ logo
1 company

Content Performance Tracking

Measurement of which pages or assets perform best in AI discovery and citation workflows.

Profound logo
Writesonic GEO logo
2 companies

Conversions

Tracks goal completions and pipeline outcomes driven by AI-sourced traffic.

Conductor logo
1 company

Depth

Lower values are better because they mean the brand appears earlier in the response.

Getstat logo
1 company

Direct Bias Score

Indicates whether AI responses show systematic bias for or against the brand.

Brandlight AI logo
1 company

Domain Coverage

Percentage of tracked prompts that cite the domain.

Otterly.ai logo
1 company

Domain Frequency

Shows how often specific domains and URLs are cited as primary sources.

Rankscale logo
1 company

Domain Ranking

Rank based on total citations earned by a domain.

Otterly.ai logo
1 company

Engagement

Measures the quality of on-site behavior from visitors arriving via AI search referrals.

Conductor logo
1 company

Entity Mentions

Tracks entities and attributes AI systems associate with each brand over time.

Waikay logo
1 company

Feature Familiarity

Measures how deeply AI systems understand and describe your product features.

XFunnel logo
1 company

Full Prompt Responses

Gives teams the full generated output instead of only charted aggregates.

Getstat logo
1 company

Historical Data

Extends current daily tracking with longer-term metric history across AI responses.

Getstat logo
1 company

Impact Scoring

Prioritizes questions and experiments based on likely business impact.

XFunnel logo
1 company

Industry Ranking

Shows your standing relative to other brands in your category.

Scalenut logo
1 company

Influence Score

Prioritization metric based on how often a source is cited across unique prompts.

Scrunch AI logo
1 company

Intent

Classifies prompt demand by intent to show what kinds of questions matter most.

Profound logo
1 company

Intent Volume

Estimated monthly demand for a topic or prompt in AI search.

Otterly.ai logo
1 company

Knowledge Sources

Topic-level citations that reflect how AI systems understand your expertise.

Waikay logo
1 company

Mention Frequency

How frequently a brand is mentioned across tracked AI responses or prompts.

Brandlight AI logo
Knowatoa logo
2 companies

Mention Rate

Percentage of AI answers that mention your brand out of total tracked answers.

AirOps logo
1 company

Missing Prompts

Highlights prompts where competitors appear but your brand does not.

Writesonic GEO logo
1 company

Model Visibility

Compares how often individual AI models mention your brand.

Gumshoe AI logo
1 company

Monthly Audience

Estimated total query audience across topics where your brand appears.

Semrush logo
1 company

Narrative Drivers

Highlights the prompts, topics, and sources shaping your AI reputation.

Semrush logo
1 company

Persona Visibility

Breaks down brand performance by tracked buyer persona.

Gumshoe AI logo
1 company

Placement

Categorizes where your brand appears in the top, middle, or bottom portion of AI answers.

Scrunch AI logo
1 company

Presence

Calculated per response, so multiple appearances within one response are only counted once.

Getstat logo
1 company

Prominence Score

Estimates how prominently your brand appears within AI outputs.

XFunnel logo
1 company

Prompt Coverage

Tracks the prompts and questions where your brand appears in AI outputs.

Scalenut logo
1 company

Prompt Gaps

Identifies prompts and opportunities where your brand is missing from AI answers.

Scalenut logo
1 company

Prompt Research

Researches prompt patterns and behavioral signals to identify AI search opportunities.

Demandsphere logo
1 company

Prompt Tracking Visibility

Overall progress metric for how well you appear in top citations across tracked prompts.

Semrush logo
1 company

Prompt Volume

Estimated demand or frequency for tracked AI prompts, topics, or questions.

AirOps logo
Profound logo
Semrush logo
3 companies

Prompts

Displayed as a dashboard KPI for the active filters and date range.

AccuRanker logo
1 company

Query Volume Estimation Model

AthenaHQ's proprietary estimate of how often tracked prompts are likely being asked across AI search.

AthenaHQ logo
1 company

Rank

Ranking metric showing how a brand performs against competitors in tracked AI results.

AccuRanker logo
Gumshoe AI logo
XFunnel logo
3 companies

Ranking Distribution

Helps show how the overall quality of rankings changes over time, not just the average.

AccuRanker logo
1 company

Ranking Positions

Shows where your brand ranks inside AI recommendations and result sets.

Knowatoa logo
1 company

Reddit Citation Rate

Percentage of AI responses that cite Reddit content for the tracked topic set.

AirOps logo
1 company

Reddit Total Citations

Total number of Reddit citations captured across tracked responses.

AirOps logo
1 company

Region Based Analysis

Breaks down AI search behavior and visibility by geographic market.

AthenaHQ logo
1 company

Relevance Scoring

Scores topics and prompts by their relevance to your category and brand.

XFunnel logo
1 company

Relevancy Score

Measures how closely a query aligns with the brand, website, and industry context.

Otterly.ai logo
1 company

Response Length

Listed as one of the prompt overview table metrics coming next in open beta.

Getstat logo
1 company

Response Snippets

Announced as part of the upcoming prompt overview table for AI Brand Visibility.

Getstat logo
1 company

Revenue

Attributes revenue generated from visitors and conversions originating in AI search.

Conductor logo
1 company

Score

Generic BOFU performance score shown in public product materials, though the exact methodology is not publicly explained.

(X)OFU logo
1 company

Search Demand

Branded search demand trend showing whether people are actively searching for your brand.

Ahrefs Brand Radar logo
1 company

Sentiment

Measure of how positively, neutrally, or negatively AI systems describe a brand.

AccuRanker logo
AirOps logo
Brandlight AI logo
Conductor logo
Knowatoa logo
Peec AI logo
+7
13 companies

Sessions

Counts analytics sessions attributed to AI-sourced traffic.

Conductor logo
1 company

Share Of Brand Mentions

Shows how often the brand is mentioned relative to competitors inside the selected prompt set.

AccuRanker logo
1 company

Share Of Citations

Designed for competitor comparison over time rather than raw citation totals alone.

AccuRanker logo
1 company

Share Of Model

Your brand mentions as a share of all tracked competitor mentions for the prompt set.

Waikay logo
1 company

Share Of Voice

Relative visibility of a brand compared with competitors across a tracked set of prompts or responses.

Ahrefs Brand Radar logo
AirOps logo
Conductor logo
Demandsphere logo
Knowatoa logo
Otterly.ai logo
+6
12 companies

Source Count

Engine-level counts do not necessarily sum to the aggregate because the same source can appear across multiple responses.

AccuRanker logo
1 company

Source Impact Score

Estimates how strongly specific websites influence the way AI talks about your brand.

Brandlight AI logo
1 company

Source Landing Pages

Also shows how many prompts cited each landing page so teams can identify the URLs earning the most AI citations.

AccuRanker logo
1 company

Source Opportunities

Frequently cited sources mentioning competitors but not your brand.

Semrush logo
1 company

Source Share

Trend metric showing how much of the cited source footprint your brand captures over time.

(X)OFU logo
1 company

Sources

Tracked sources or domains that AI systems cite or rely on in responses.

AccuRanker logo
Gumshoe AI logo
Scalenut logo
Writesonic GEO logo
(X)OFU logo
ZipTie.dev logo
6 companies

Top Brands

Clicking through exposes the top five ranked brands per engine for that prompt.

AccuRanker logo
1 company

Top Proximity Score

Earlier mentions receive higher scores because the first brand appearance happens closer to the top of the response.

AccuRanker logo
1 company

Top Sources

The first cited source receives citation rank 1, and deeper views expose the top five cited sources per engine.

AccuRanker logo
1 company

Topic Coverage

Highlights the topics where your brand is already visible in AI results.

Scalenut logo
1 company

Topic Difficulty

Competitiveness estimate for appearing in AI results for a topic.

Semrush logo
1 company

Topic Opportunities

Prompts where competitors are visible but your brand is not.

Semrush logo
1 company

Topic Visibility

Measures how visible your brand is across selected topic clusters.

Gumshoe AI logo
1 company

Total AI Visits

Tracks the volume of AI crawler and AI-originated traffic touching your site.

Writesonic GEO logo
1 company

Tracked Checks

Usage unit for custom prompt tracking, where one check equals one prompt run on one model in one location.

Ahrefs Brand Radar logo
1 company

Understanding Score

Weighted score out of 100 for how well AI understands your brand compared with entities extracted from your site.

Waikay logo
1 company

Visibility

How often a brand appears across a tracked set of AI prompts, responses, or engines.

AccuRanker logo
Gumshoe AI logo
Peec AI logo
Rankscale logo
Scalenut logo
Semrush logo
+1
7 companies

Visibility Score

Composite score summarizing how visible a brand is across tracked AI surfaces.

Otterly.ai logo
Profound logo
Scalenut logo
(X)OFU logo
4 companies

Visibility Trends

Shows how your brand's AI presence changes over time.

Scalenut logo
Writesonic GEO logo
2 companies

Web Search Rate

A 50 percent web search rate means half of the tracked prompts used web results in their answers during the selected period.

AccuRanker logo
1 company

Web Visibility

Web mentions and citations shaping how AI systems describe your brand across the open web.

Ahrefs Brand Radar logo
1 company

Winners And Losers

Intended to surface fast-moving prompt opportunities and regressions.

AccuRanker logo
1 company