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Scrunch AI AI Visibility Report

How visible is Scrunch AI when people ask ChatGPT about ai visibility tools? The same report our users see, from real answers, updated daily.

Visibility Score

Week of 24th to 30th Aug 2026 (in progress), ChatGPT, sampled daily per prompt. Hover a number for its 95% range. Rank 6 of 25 tracked brands.

from 13 last week
05101520253 Aug10 Aug17 Aug24 Aug10
Weekly Visibility Score with its 95% band. Solid dots mark changes bigger than sampling error. Hover a point for its numbers.

Share of Voice

Week of 24th to 30th Aug 2026 (in progress). Hover the number for its 95% range.

from 7.6% last week

Brands this week

1Profound22.6%
2Otterly AI17.5%
3Peec AI15.6%
4Ahrefs14.7%
5Semrush11.6%
6Scrunch AI6.3%

All 25 tracked brands ›

0%5%10%15%3 Aug10 Aug17 Aug24 Aug6.3%
Weekly share of voice with its 95% band. Solid dots mark changes bigger than sampling error. Hover a point for its numbers.

Citation Rate

Week of 24th to 30th Aug 2026 (in progress). Share of answers that cite each brand's site.

from 4.6% last week

Brands this week

1Profound30.4%
2Otterly AI26.1%
3Ahrefs19.8%
4Peec AI16.5%
5Semrush13.9%
6Scrunch AI5.3%

All 25 tracked brands ›

0%2%4%6%8%10%3 Aug10 Aug17 Aug24 Aug5.3%
Weekly citation rate with its 95% band. Solid dots mark changes bigger than sampling error. Hover a point for its numbers.

Sentiment

Week of 24th to 30th Aug 2026 (in progress). Share of Scrunch AI's mentions that carry a positive tone, from 36 classified mentions.

from 83% positive last week

Brands this week

1 Scrunch AI 86%
2 Conductor 86%
3 Athena HQ 83%
4 Goodie 81%
5 Profound 79%
0%20%40%60%80%100%3 Aug10 Aug17 Aug24 Aug86.1%
Weekly positive share with its 95% band. Weeks under 5 mentions carry the last measured value, marked on hover.

How ChatGPT describes Scrunch AI

Week of 24th to 30th Aug 2026 (in progress), from 36 classified mentions.

ai visibility 2 enterprise-oriented 1 enterprise / technical ai-search visibil 1 flexible competitive tracking 1 client-facing 1 enterprise features 1 data/api integration 1 ai discoverability and content optimizat 1
BrandTop positive wordingTop negative wording
Profound closest match 7 -
Otterly AI lower-cost starting point 2 -
Peec AI best overall 5 -
Ahrefs free 3 -
Semrush ai visibility 5 -
Scrunch AI ai visibility 2 -
HubSpot worth considering 2 -
Nightwatch ai search tracker 1 neutral 1
Rankscale more analogous to a conventional rank tr 1 -
Athena HQ worth evaluating 2 -
SE Ranking ai visibility 1 -

Opportunities

From this week's answers. Facts with links, not advice.

  • Topic gapAI citation tracking: Scrunch AI's Visibility Score is 6 against Otterly AI at 58, its widest topic gap. open topic ›
  • Absent prompts214 prompts had no mention of Scrunch AI in any answer this week, including "I run a small ecommerce shop and want to track how our product pages show up in ai assistants, which tool should i use for that on a tight budget?". read the answers ›
  • Uncited sourceotterly.ai was read in 21 answers this week and never cites Scrunch AI. see the source ›

Visibility by topic

Where Scrunch AI wins and where it is invisible.

TopicPromptsVisibility ScoreMention rateWho leads
AI visibility tools (general) 18 20 22.2% Profound leads at 51
Answer engine optimization tools 18 0 0.0% Profound leads at 36
Generative engine optimization tools 18 20 25.0% Profound leads at 44
ChatGPT rank tracking 18 5 5.6% Profound leads at 37
AI brand monitoring 18 4 5.6% Profound leads at 47
AI share of voice 17 25 32.4% Profound leads at 63
AI citation tracking 17 6 8.8% Otterly AI leads at 58
AI crawler analytics 18 4 5.6% Ahrefs leads at 27
LLM SEO tools 18 21 25.0% Otterly AI leads at 37
Content optimization for AI answers 18 5 5.6% Profound leads at 24
Multi-platform AI rank tracking 18 12 13.9% Profound leads at 55
Free AI visibility checkers 18 0 0.0% Ahrefs leads at 33
Agency reporting for AI visibility 18 6 8.3% Profound leads at 25
Brand sentiment in AI answers 18 9 11.1% Semrush leads at 31

Prompt by prompt

How often this week's answers mention Scrunch AI, per prompt. Open one to see each mention in place.

PromptMentions Scrunch AI
AI visibility tools (general)
I run a small ecommerce shop and want to track how our product pages show up in ai assistants, which tool should i use for that on a tight budget?mentions 0 of 1read the answers 0 of 1
we're a marketing agency managing multiple clients and need software to monitor ai share of voice across assistants, recommend a platform that handles many brandsmentions 1 of 2read the answers 1 of 2
for my local business clients i need a solution to capture citations from ai assistants and attribute them to specific locations, what should i use?mentions 0 of 1read the answers 0 of 1
we're a mid-market saas team wanting to track competitive presence inside ai answers, which software can show competitor share of voice and citation trends?mentions 0 of 2read the answers 0 of 2
on a startup budget and no dev resources, which platform can alert me when ai assistants mention our brand or product in answers?mentions 0 of 1read the answers 0 of 1
our enterprise needs historical analytics of how our brand appears across different ai models, what enterprise-grade software would you recommend?mentions 0 of 1read the answers 0 of 1
I manage content for a news site and want to know when ai assistants pull our reporting, is there a tool that tracks ai citations for publishers?mentions 0 of 1read the answers 0 of 1
we run a multi-language site, which platform can track ai visibility and citations across languages and regions?mentions 1 of 2read the answers 1 of 2
for an ecommerce marketplace with thousands of listings, which scalable tool will monitor ai answer visibility for specific SKUs or product pages?mentions 0 of 1read the answers 0 of 1
we're evaluating platforms that map which pages are driving ai answers, recommend tools that connect ai citations back to canonical URLsmentions 0 of 1read the answers 0 of 1
as a growth marketer, which tool can show ai share of voice trends alongside search engine metrics in one dashboard?mentions 0 of 1read the answers 0 of 1
we need a plugin or tool that integrates ai citation monitoring into our analytics stack, which platforms have good integrations?mentions 0 of 1read the answers 0 of 1
we're launching a product and want to monitor early ai assistant mentions and sentiment, recommend a tool for real-time trackingmentions 0 of 1read the answers 0 of 1
which tool can help a b2b company track how often ai assistants use our technical docs as sources in responses?mentions 0 of 1read the answers 0 of 1
we need a solution that attributes ai-driven traffic back to specific content pieces, which tools excel at ai crawler analytics and attribution?mentions 1 of 1read the answers 1 of 1
which platform should an enterprise use to monitor ai assistant answers and detect unauthorized or incorrect citations of our brand?mentions 1 of 1read the answers 1 of 1
we need a tool that identifies which pages are most likely to be used as sources by ai assistants, what products offer that predictive insight?mentions 1 of 1read the answers 1 of 1
which software is best for tracking ai assistant citation accuracy and mapping incorrect attributions back to our content team?mentions 0 of 1read the answers 0 of 1
Answer engine optimization tools
I run a small content agency, which tool can track how often our clients appear in ai assistant answers and capture citations?mentions 0 of 1read the answers 0 of 1
which platform can crawl ai assistants to find where our site is being cited and how to improve visibility?mentions 0 of 2read the answers 0 of 2
as a solo seo freelancer, is there a tool that surfaces the exact prompts that lead to our content being used by ai models?mentions 0 of 1read the answers 0 of 1
for a midsize publisher, what tool provides ai crawler analytics and highlights content gaps for answer engine optimization?mentions 0 of 2read the answers 0 of 2
recommend a tool that tracks citation quality and source prominence when ai assistants pull from the webmentions 0 of 2read the answers 0 of 2
which platform helps prioritize pages to optimize so they become the answer in ai assistants, with actionable scoring?mentions 0 of 1read the answers 0 of 1
is there a tool that alerts when ai assistants start citing new pages from our domain or competitors?mentions 0 of 1read the answers 0 of 1
for enterprise marketing, which solution can report ai answer rankings and historical trends across multiple ai models?mentions 0 of 2read the answers 0 of 2
we produce technical docs, what tool can analyze which docs are used by ai assistants and suggest improvements?mentions 0 of 1read the answers 0 of 1
as a content strategist, which software shows the exact snippets ai assistants use and how to optimize them?mentions 0 of 1read the answers 0 of 1
which tool integrates with existing analytics to attribute conversions that originate from ai assistant answers?mentions 0 of 1read the answers 0 of 1
which solution can simulate user prompts to find if our pages are likely to be surfaced by major ai assistants?mentions 0 of 1read the answers 0 of 1
which platform offers real-time ai crawler analytics so i can see when my content is picked up by assistants?mentions 0 of 1read the answers 0 of 1
is there a tool that tracks answer engine visibility across different languages and regions for our brand?mentions 0 of 1read the answers 0 of 1
which solution helps identify which keywords or questions lead ai assistants to cite our content?mentions 0 of 2read the answers 0 of 2
which platform provides an api for automating checks of whether our pages appear in ai assistant answers?mentions 0 of 1read the answers 0 of 1
is there a tool that crawls and archives ai assistant answers so we can audit citation accuracy over time?mentions 0 of 1read the answers 0 of 1
we need software that identifies pages losing ai visibility after model updates, what should we look for?mentions 0 of 1read the answers 0 of 1
Generative engine optimization tools
which tool can help my small ecommerce team track how our product pages appear in AI chat assistants and measure AI share of voicementions 0 of 1read the answers 0 of 1
best software for monitoring citations and attributions of our blog content inside generative answer engines for a marketing agencymentions 1 of 2read the answers 1 of 2
is there a platform that crawls AI assistant answers to show where our brand is being quoted across different modelsmentions 0 of 1read the answers 0 of 1
recommend a tool that gives analytics on how frequently our FAQ content is used by AI assistants and which pages drive those answersmentions 0 of 1read the answers 0 of 1
which software can map which of our site pages are being surfaced by generative search and provide optimization suggestionsmentions 1 of 1read the answers 1 of 1
is there a platform that lets a freelancer monitor how client content is cited in AI-generated answers and export citation reportsmentions 0 of 1read the answers 0 of 1
which tool can analyze the snippets or passages AI assistants use from our site and tell us exact quote locationsmentions 1 of 1read the answers 1 of 1
recommend a solution for tracking geographic differences in how AI assistants present our business information across regionsmentions 0 of 1read the answers 0 of 1
which software can help my local business monitor accuracy of citations about hours, address and services inside conversational AI answersmentions 0 of 2read the answers 0 of 2
best tool for agencies that need to report on clients' visibility inside major generative answer engines with white-label reportingmentions 0 of 1read the answers 0 of 1
is there a tool that can crawl and archive AI assistant answers over time so we can see historical changes in how our brand is representedmentions 0 of 1read the answers 0 of 1
recommend a platform that provides content scoring specifically for generative engine optimization to prioritize pages for AI visibilitymentions 0 of 1read the answers 0 of 1
which software helps identify which keywords or prompts lead AI assistants to pull content from our websitementions 1 of 1read the answers 1 of 1
what tool should i use to detect plagiarism or unauthorized reuse of our content in AI-generated answers across multiple modelsmentions 0 of 1read the answers 0 of 1
best platform for tracking and comparing AI assistant answer quality and citation accuracy for a content team of fivementions 0 of 1read the answers 0 of 1
which software can simulate user prompts to see how AI assistants might answer and whether they'll cite our contentmentions 0 of 1read the answers 0 of 1
recommend a tool that provides recommendations to optimize structured data and metadata for better inclusion in generative answersmentions 0 of 1read the answers 0 of 1
best solution for multilingual monitoring of AI assistant citations and answer visibility for a global content teammentions 1 of 1read the answers 1 of 1
ChatGPT rank tracking
what tool should i use to track whether my company appears in chatgpt answers and where exactly it ranksmentions 0 of 2read the answers 0 of 2
is there a platform that can tell me how often my product is cited by chat-based ai and in what contextmentions 0 of 1read the answers 0 of 1
recommend a solution to monitor chatgpt share of voice for multiple client brands across industriesmentions 0 of 1read the answers 0 of 1
which tool can track and alert me when my brand starts or stops appearing in chatgpt-generated answersmentions 0 of 1read the answers 0 of 1
is there software that provides historical rank tracking of my pages inside conversational ai responsesmentions 0 of 1read the answers 0 of 1
recommend a platform that shows the exact passages from my site used in chatgpt replies and their rank positionsmentions 0 of 1read the answers 0 of 1
which tool can help an ecommerce store see if product pages are being returned by ai assistants and in what ordermentions 0 of 2read the answers 0 of 2
is there a solution for tracking chatgpt visibility across multiple languages and regions for our brandmentions 0 of 2read the answers 0 of 2
what software is best for enterprise teams to monitor and audit how often their trademarks show up in conversational ai answersmentions 1 of 1read the answers 1 of 1
which plugin or platform can integrate chatgpt rank data into our existing analytics dashboardmentions 0 of 1read the answers 0 of 1
is there a tool that can compare my organic search rankings with my chat-based ai answer rankingsmentions 0 of 1read the answers 0 of 1
what platform can provide alerts when competitors overtake us in chatgpt answer visibilitymentions 0 of 1read the answers 0 of 1
which software can provide snippet-level attribution when chat assistants reuse sentences from our contentmentions 0 of 1read the answers 0 of 1
recommend a tool that measures ai assistant share of voice for specific keywords and brand termsmentions 0 of 1read the answers 0 of 1
is there a tool that shows the distribution of our brand appearances across different chat ai models and versionsmentions 0 of 1read the answers 0 of 1
which tool can map user queries to the exact answer position where our content appears in chatgptmentions 0 of 1read the answers 0 of 1
recommend a tool that logs timestamped instances of our content being cited by conversational aimentions 0 of 1read the answers 0 of 1
which solution is best for monitoring negative or inaccurate mentions of our brand in chat-based ai answersmentions 0 of 1read the answers 0 of 1
AI brand monitoring
which tool can i use to monitor how my brand is mentioned inside chatbots and ai assistants across the web?mentions 0 of 2read the answers 0 of 2
best software for tracking citations and sources when ai assistants mention my company in answers?mentions 0 of 2read the answers 0 of 2
is there a platform that shows how often ai models cite our content and where those answers appear?mentions 0 of 1read the answers 0 of 1
recommend a tool that alerts me when an ai assistant answers with incorrect info about my business or product.mentions 0 of 1read the answers 0 of 1
which software can track and archive ai assistant answers that reference our brand for compliance reviews?mentions 0 of 2read the answers 0 of 2
I run a small agency, what platform is good for monitoring client brand mentions inside conversational ai on a limited budget?mentions 1 of 1read the answers 1 of 1
is there a solution that maps which web pages feed into ai answers that mention our brand and ranks their influence?mentions 0 of 1read the answers 0 of 1
which tool can compare how different ai assistants portray our brand and show differences over time?mentions 0 of 2read the answers 0 of 2
recommend a platform that captures transcripts of ai answers mentioning our brand and links to the original source content.mentions 0 of 2read the answers 0 of 2
which tool can help a marketing team identify which content gets surfaced most by ai assistants for our brand keywords?mentions 0 of 1read the answers 0 of 1
I'm a startup founder, what's the best software to track reputation risk from ai-generated answers about our company?mentions 0 of 1read the answers 0 of 1
is there a tool that evaluates the accuracy of citations ai assistants use when referencing our product pages?mentions 0 of 1read the answers 0 of 1
what should an ecommerce store use to monitor when ai assistants recommend or mention our product SKUs?mentions 0 of 1read the answers 0 of 1
recommend a solution for enterprises to audit ai assistant mentions for regulatory and legal safety.mentions 0 of 1read the answers 0 of 1
which platform provides dashboards for ai share of voice specifically for brand queries and competitive comparisons?mentions 0 of 1read the answers 0 of 1
what tool can track geographic or language-based differences in ai assistant mentions of our brand?mentions 0 of 1read the answers 0 of 1
recommend a platform that ties ai answer occurrences back to specific SEO content issues on our site.mentions 0 of 1read the answers 0 of 1
recommend software that provides historical trends and alerts when ai assistant mentions of our brand spike.mentions 0 of 1read the answers 0 of 1
AI share of voice
which tool can help me measure my brand's share of voice in AI assistant answers across competitorsmentions 1 of 1read the answers 1 of 1
best software for tracking how often our product appears in AI-generated responses compared to rivalsmentions 0 of 1read the answers 0 of 1
is there a platform that shows AI share of voice trends for my industry over timementions 0 of 1read the answers 0 of 1
recommend a solution to monitor competitor presence in chat assistant answers and compare percentage sharementions 0 of 1read the answers 0 of 1
which tool can crawl AI assistant outputs to calculate our share of voice in voice and chat channelsmentions 0 of 1read the answers 0 of 1
best platform for tracking AI citation share for a small ecommerce store on a tight budgetmentions 0 of 1read the answers 0 of 1
is there a tool that tracks AI answer visibility and gives competitor benchmarking for enterprise teamsmentions 1 of 2read the answers 1 of 2
recommend software that measures changes in AI share of voice after content updatesmentions 1 of 1read the answers 1 of 1
which tool can quantify our brand's visibility in conversational AI answers across multiple assistantsmentions 0 of 1read the answers 0 of 1
is there a platform for agencies to report AI share of voice metrics to clients with white-label dashboardsmentions 0 of 1read the answers 0 of 1
which tool can track long-tail query share of voice in AI answers for niche SaaS keywordsmentions 0 of 1read the answers 0 of 1
best software for comparing AI share of voice across geographic markets and languagesmentions 1 of 1read the answers 1 of 1
is there a platform that combines AI share of voice with citation quality scoring against competitorsmentions 1 of 1read the answers 1 of 1
recommend a tool that alerts me when our AI share of voice drops compared to key competitorsmentions 0 of 1read the answers 0 of 1
which software can analyze historical AI answer data to show shifts in share of voice by competitormentions 1 of 1read the answers 1 of 1
is there a tool that integrates AI share of voice metrics into our existing analytics stack for reportingmentions 0 of 1read the answers 0 of 1
is there a solution that identifies which competitor content is winning AI answers and taking share of voicementions 0 of 1read the answers 0 of 1
AI citation tracking
which tool can track which websites and domains chatbots are citing when answering queries for my ecommerce blogmentions 0 of 2read the answers 0 of 2
best software for monitoring how often my local business website gets cited by AI assistants across platformsmentions 0 of 2read the answers 0 of 2
is there a platform that shows which sources AI models pull from so i can become a cited source for my niche news sitementions 0 of 1read the answers 0 of 1
recommend a tool that identifies which pages on my clients' sites are being referenced by virtual assistants and how frequentlymentions 0 of 2read the answers 0 of 2
what should i use to map which domains AI answer engines are citing for product-related questions in my online storementions 0 of 1read the answers 0 of 1
which tool can monitor AI citation share of voice across multiple assistant models for a small marketing agencymentions 0 of 1read the answers 0 of 1
best software for tracking which academic papers or domains get cited by chat-based AI so my university press can improve discoverabilitymentions 0 of 1read the answers 0 of 1
is there a platform that alerts me when AI assistants start citing my blog posts or pagesmentions 0 of 1read the answers 0 of 1
which tool can analyze which specific paragraphs or snippets from my site are being quoted by AI answer systemsmentions 1 of 1read the answers 1 of 1
recommend software that shows the path from query to citation so i can see how AI assistants found my contentmentions 1 of 2read the answers 1 of 2
which platform can track citation frequency and rank across multiple AI models for an enterprise content teammentions 0 of 1read the answers 0 of 1
which tool can show geographic or language differences in AI citation patterns so my multilingual brand can optimize contentmentions 0 of 1read the answers 0 of 1
recommend a platform that tracks historical trends of my domain being cited by AI assistants over timementions 0 of 1read the answers 0 of 1
which tool can aggregate citation data from different AI assistants so my SaaS marketing team can report on AI share of voicementions 0 of 1read the answers 0 of 1
best software for pinpointing the exact queries that lead AI models to cite my how-to guidesmentions 0 of 2read the answers 0 of 2
which platform helps content teams identify gaps where AI answers lack citations and could cite our research insteadmentions 0 of 1read the answers 0 of 1
which platform can provide API access to AI citation data for my developer team to build dashboardsmentions 0 of 2read the answers 0 of 2
AI crawler analytics
which tool can track when gpt-style crawlers hit my website and show crawl frequency over timementions 0 of 2read the answers 0 of 2
best software for monitoring how different ai assistants crawl and index my site pagesmentions 0 of 1read the answers 0 of 1
is there a platform that alerts me when an ai crawler accesses specific high-value pages on my ecommerce sitementions 0 of 2read the answers 0 of 2
recommend a solution that fingerprints gptbot-like crawlers versus normal bots for accurate analyticsmentions 0 of 2read the answers 0 of 2
which tool gives detailed logs of ai crawler user agents, IP ranges, and crawl patterns for security reviewmentions 0 of 1read the answers 0 of 1
is there software to visualize ai crawler paths through my site and show entry and exit pointsmentions 0 of 2read the answers 0 of 2
what tool can correlate ai crawler activity with changes in my organic search traffic and conversionsmentions 0 of 1read the answers 0 of 1
is there a tool that detects when ai crawlers access content behind paywalls or require special handlingmentions 0 of 1read the answers 0 of 1
which software can measure ai share of voice by tracking how often our content is surfaced in ai responses after crawlingmentions 1 of 1read the answers 1 of 1
is there a solution to monitor geographic distribution of ai crawler traffic to my site for compliance reasonsmentions 0 of 1read the answers 0 of 1
which tool can map timestamps of ai crawler visits to subsequent citations in ai-generated answersmentions 0 of 1read the answers 0 of 1
best software for combining web server logs and ai crawler analytics into one report for our SEO teammentions 0 of 1read the answers 0 of 1
recommend a tool that flags when ai crawlers disproportionately hit duplicate or low-quality pagesmentions 0 of 1read the answers 0 of 1
is there software that tracks rate limits and request spikes from ai crawlers to prevent accidental throttlingmentions 0 of 1read the answers 0 of 1
is there a tool that integrates ai crawler hit data into our existing BI dashboard and data warehousementions 0 of 1read the answers 0 of 1
is there a tool that provides API access to historical ai crawler analytics for programmatic analysismentions 0 of 1read the answers 0 of 1
is there a platform that provides alerting when new or unknown ai crawler agents start hitting our sitementions 0 of 1read the answers 0 of 1
what should i use to audit ai crawler access to personally identifiable content and generate compliance reportsmentions 0 of 1read the answers 0 of 1
LLM SEO tools
which tool should i use to track how often my brand appears in major chat assistants and get citation details for each mentionmentions 0 of 1read the answers 0 of 1
best software for monitoring ai share of voice across multiple large language models for a small marketing teammentions 0 of 1read the answers 0 of 1
is there a tool that crawls assistant answers to show which pages of my site are being used as sourcesmentions 0 of 1read the answers 0 of 1
recommend a platform that maps which of our landing pages are surfaceable by different llms and whymentions 0 of 1read the answers 0 of 1
which tool can give me alerts when ai assistants start quoting outdated info about our productsmentions 1 of 1read the answers 1 of 1
best software for tracking ai answer trends and measuring traffic uplift from being featured in assistant responsesmentions 1 of 1read the answers 1 of 1
is there a tool that helps optimize content specifically to increase the chance of being cited by conversational aIsmentions 1 of 1read the answers 1 of 1
recommend a platform that shows the exact snippets ai assistants use from my content and the surrounding contextmentions 0 of 1read the answers 0 of 1
which tool will help a freelance seo consultant monitor clients' appearances in generative ai answers across platformsmentions 0 of 1read the answers 0 of 1
is there a tool for enterprises to audit citations in assistant answers for legal and compliance risksmentions 0 of 1read the answers 0 of 1
recommend software that provides an ai crawler analytics feed showing which queries lead to our content being usedmentions 1 of 2read the answers 1 of 2
which tool can identify gaps where ai assistants answer questions with competitors' content instead of oursmentions 0 of 1read the answers 0 of 1
best platform for tracking long-term trends in llm visibility for a portfolio of ecommerce sitesmentions 0 of 1read the answers 0 of 1
is there a tool that can score our pages on how likely they are to be used as sources by ai answer enginesmentions 1 of 2read the answers 1 of 2
which software should i use to generate content outlines optimized for being quoted by conversational modelsmentions 0 of 1read the answers 0 of 1
recommend a tool that surfaces which content formats (lists, how-tos, product pages) get cited most by ai assistantsmentions 0 of 1read the answers 0 of 1
is there a tool to monitor third-party knowledge sources being ingested by assistants that affect our brand answersmentions 0 of 2read the answers 0 of 2
best software for agencies to provide monthly llm visibility reports to clients with visual dashboardsmentions 1 of 2read the answers 1 of 2
Content optimization for AI answers
I run a small b2b content team, which tool should i use to optimize our blog posts so ai assistants pick up and cite them?mentions 0 of 2read the answers 0 of 2
we're an ecommerce store with limited budget, what software can help shape product descriptions to appear in ai answer results?mentions 0 of 1read the answers 0 of 1
as a freelance writer who wants clients' articles to be recommended by ai chatbots, which platform should i try for ai answer optimization?mentions 0 of 1read the answers 0 of 1
for an enterprise marketing team with strict compliance, which tool can track and improve how our content is used by ai assistants?mentions 0 of 1read the answers 0 of 1
I manage multiple local business listings, what software can help optimize local pages so ai assistants surface them as answers?mentions 0 of 1read the answers 0 of 1
I run a niche blog and want ai assistants to quote my guides, which platform can help format and optimize content for that?mentions 0 of 1read the answers 0 of 1
as a content agency servicing many clients, which multi-client tool can help optimize client content for ai answer visibility?mentions 1 of 2read the answers 1 of 2
I'm a solo founder with no dev support, which easy software can optimize my site content so ai assistants find and cite it?mentions 0 of 1read the answers 0 of 1
which tool can crawl ai assistant answers and tell me exactly which snippets of my content are being used and how to improve them?mentions 0 of 1read the answers 0 of 1
for a publisher worried about traffic loss to ai answers, what software can help make our articles more likely to be used with proper attribution?mentions 0 of 1read the answers 0 of 1
is there a platform that recommends schema or metadata changes specifically to increase chances of being sourced by ai assistants?mentions 0 of 1read the answers 0 of 1
I run educational content and want ai tools to cite our guides responsibly, which platform helps optimize and monitor that?mentions 0 of 1read the answers 0 of 1
for a healthcare website with strict accuracy needs, which tool can help ensure ai assistants surface our vetted content correctly?mentions 0 of 1read the answers 0 of 1
is there a tool that integrates with our cms to suggest content edits aimed at increasing ai citations and answer inclusion?mentions 0 of 2read the answers 0 of 2
we want to optimize product faq pages for ai answers, which tool specializes in shaping q&a content for assistant consumption?mentions 0 of 2read the answers 0 of 2
for a news site trying to retain traffic, what software can suggest content formats that increase being cited by ai assistants?mentions 1 of 2read the answers 1 of 2
we run multilingual content, which platform can optimize and track ai assistant citations across languages?mentions 0 of 1read the answers 0 of 1
is there a lightweight plugin or tool for wordpress that helps format articles so ai assistants are more likely to cite them?mentions 0 of 1read the answers 0 of 1
Multi-platform AI rank tracking
which tool can track how our website appears across multiple ai assistants and answer engines in one dashboardmentions 0 of 1read the answers 0 of 1
best software for monitoring ai answer rankings and citations across several platforms for our small agencymentions 0 of 1read the answers 0 of 1
is there a platform that shows ai share of voice across different conversational assistants for an ecommerce sitementions 1 of 1read the answers 1 of 1
recommend a tool to track and compare our brand's visibility in various ai answer engines over timementions 0 of 1read the answers 0 of 1
which software helps track where our content is being used by different ai assistants and measures relative rankmentions 0 of 1read the answers 0 of 1
is there a tool that crawls ai assistants to show which of our pages are used as answers and wherementions 0 of 1read the answers 0 of 1
best platform for tracking ai assistant visibility and measuring competitive share of voice for an enterprisementions 1 of 1read the answers 1 of 1
what software can monitor multiple conversational ai systems to tell me which queries our brand ranks formentions 0 of 2read the answers 0 of 2
recommend a tool to aggregate ai answer engine analytics across several assistants for a marketing team on a tight budgetmentions 0 of 1read the answers 0 of 1
which tool can alert me when our content is cited by different ai assistants or answer enginesmentions 0 of 2read the answers 0 of 2
is there a platform that tracks how often our pages are surfaced by multiple ai answer services for a freelancermentions 0 of 1read the answers 0 of 1
which software will show ai answer performance and citation sources across several assistant providers for a local businessmentions 1 of 2read the answers 1 of 2
which platform can track multi-assistant answer positions and provide historic trends for our content marketing teammentions 0 of 2read the answers 0 of 2
is there software that identifies which queries drive visibility across various ai assistants for an online publishermentions 0 of 1read the answers 0 of 1
best tool to track and report ai assistant citations and answer placements across multiple platforms for client dashboardsmentions 0 of 1read the answers 0 of 1
what tool can help monitor answer engine rankings and map which of our product pages are used by different ai assistantsmentions 0 of 1read the answers 0 of 1
is there a tool to track and export multi-assistant answer visibility data for further analysis by our analytics teammentions 0 of 1read the answers 0 of 1
is there a platform to track multi-assistant answer placements and provide API access for our engineering teammentions 0 of 1read the answers 0 of 1
Free AI visibility checkers
I run a small content studio on a tight budget, which tool can i use for a free one-off ai visibility check on my articles?mentions 0 of 1read the answers 0 of 1
we're a local business and want a quick free grader to see if our site appears in ai assistants, what should i use?mentions 0 of 1read the answers 0 of 1
freelancer here making seo reports for clients, is there a free checker that shows ai share of voice for a url?mentions 0 of 1read the answers 0 of 1
I manage a niche blog and need a free ai visibility checker to test a handful of pages, any recommendations?mentions 0 of 1read the answers 0 of 1
agency strategist needs a quick one-off ai citation tracker for a competitor url, which free checker works best?mentions 0 of 1read the answers 0 of 1
I'm new to ai visibility, what free tool can give me a readable one-page report for a few sample queries?mentions 0 of 1read the answers 0 of 1
small ecommerce owner: is there a free checker to see whether my product pages appear in ai assistant answers?mentions 0 of 1read the answers 0 of 1
solo blogger with limited time, which free ai visibility checker gives a simple verdict on content optimization?mentions 0 of 2read the answers 0 of 2
I run a SaaS docs site and want a free grader to test whether key docs are cited by ai assistants, any suggestions?mentions 0 of 1read the answers 0 of 1
I'm doing competitive research and need a free one-time ai visibility snapshot across a few competitor urls, recommend a tool?mentions 0 of 1read the answers 0 of 1
in-house seo on a tiny team: which free checker can I use to get ai visibility data for top landing pages?mentions 0 of 1read the answers 0 of 1
content strategist exploring ai answer optimization, which free platform gives one-off analysis for selected pages?mentions 0 of 1read the answers 0 of 1
freelance copywriter: which free grader can tell me if my article excerpts are showing up in ai assistants?mentions 0 of 1read the answers 0 of 1
small agency pitching ai readiness, is there a free checker we can run live in meetings for quick results?mentions 0 of 1read the answers 0 of 1
non-technical founder: what's the best free ai visibility checker that doesn't require api keys or setup?mentions 0 of 1read the answers 0 of 1
ecommerce marketer on a budget: which free checker can quickly show ai share of voice for a category page?mentions 0 of 1read the answers 0 of 1
freelance seo consultant: which free tool gives a concise ai visibility grade i can share with clients?mentions 0 of 2read the answers 0 of 2
startup marketer: looking for a free ai visibility checker to demonstrate risk to investors, what should i use?mentions 0 of 2read the answers 0 of 2
Agency reporting for AI visibility
which tool can my marketing agency use to generate client-ready reports on how their brand appears in chat assistants and ai answer resultsmentions 0 of 1read the answers 0 of 1
best software for agencies to track ai share of voice across multiple clients and export polished reportsmentions 1 of 2read the answers 1 of 2
is there a platform that helps an agency monitor ai citations and produce white-label reports for clientsmentions 0 of 1read the answers 0 of 1
recommend a tool that makes it easy for a small digital agency to present ai crawler analytics in powerpoint-ready formatmentions 0 of 1read the answers 0 of 1
which tool lets an agency combine ai assistant ranking data with traditional seo metrics for client reportingmentions 0 of 1read the answers 0 of 1
best software for generating monthly ai visibility dashboards for dozens of local business clientsmentions 0 of 1read the answers 0 of 1
is there a platform that can track client-specific ai answer snippets and produce client-facing summariesmentions 0 of 1read the answers 0 of 1
what tool should a boutique agency use to identify which pages get cited by ai assistants and make client reportsmentions 1 of 1read the answers 1 of 1
recommend a solution that allows agencies to schedule automated ai visibility reports for stakeholdersmentions 0 of 2read the answers 0 of 2
which tool helps an agency monitor ai-driven content mentions and export client-branded pdf reportsmentions 0 of 1read the answers 0 of 1
which platform can an agency use to track changes in ai citations over time and deliver executive summaries to clientsmentions 0 of 2read the answers 0 of 2
best tool for agencies to aggregate ai assistant visibility across regions and produce client-ready analyticsmentions 0 of 1read the answers 0 of 1
is there a tool that helps agencies map which keywords trigger client answers in ai assistants for reportingmentions 0 of 2read the answers 0 of 2
recommend a platform that supports multi-client ai visibility reporting with role-based access for agency teamsmentions 0 of 1read the answers 0 of 1
best software for an agency to create white-label ai visibility reports with custom brandingmentions 0 of 2read the answers 0 of 2
which tool can help an agency monitor how often clients are referenced by different ai assistants and deliver client summariesmentions 0 of 1read the answers 0 of 1
recommend a tool that lets an agency compare client ai visibility before and after content updates and produce client reportsmentions 0 of 1read the answers 0 of 1
recommend a platform that supports exporting ai visibility data into client crm or reporting suites for seamless reportingmentions 0 of 1read the answers 0 of 1
Brand sentiment in AI answers
which tool can track how positively chat assistants talk about my brand over time and show sentiment trendsmentions 0 of 1read the answers 0 of 1
best software for monitoring brand sentiment in AI-generated answers across multiple assistantsmentions 0 of 1read the answers 0 of 1
recommend a tool that captures AI answers mentioning my local business and scores their sentiment for reportingmentions 0 of 1read the answers 0 of 1
which tool can alert our marketing team when AI assistants start giving more negative sentiment about our brandmentions 0 of 1read the answers 0 of 1
is there a tool that visualizes sentiment trends for our brand in AI answers across regions and languagesmentions 0 of 1read the answers 0 of 1
which software can crawl popular AI assistants and extract sentiment-labeled snippets mentioning my companymentions 0 of 1read the answers 0 of 1
recommend a solution for tracking sentiment shifts in AI answers after a PR crisis or product launchmentions 0 of 1read the answers 0 of 1
is there a platform that tracks sentiment of AI citations and shows which sources lead to positive vs negative answersmentions 1 of 1read the answers 1 of 1
best software for combining AI answer sentiment data with web traffic to see impact on conversionsmentions 1 of 1read the answers 1 of 1
is there a tool that scores the tone of AI assistant responses about our services and segments by intent (review, recommendation, comparison)mentions 0 of 1read the answers 0 of 1
recommend a platform that keeps historical records of AI answer sentiment so we can prove improvement over timementions 0 of 1read the answers 0 of 1
which tool allows our PR team to filter AI assistant mentions by sentiment and export clips for media monitoringmentions 0 of 2read the answers 0 of 2
best solution for enterprises to get daily sentiment reports from multiple AI assistant sourcesmentions 0 of 2read the answers 0 of 2
which tool can map sentiment changes in AI answers to specific content updates we made on our websitementions 0 of 1read the answers 0 of 1
recommend a platform that detects sudden drops in positive AI sentiment and suggests which answers caused itmentions 0 of 1read the answers 0 of 1
which platform can my agency use to benchmark client brand sentiment in AI assistants against category averagesmentions 0 of 1read the answers 0 of 1
recommend a tool that captures sentiment per AI assistant model (different LLMs) when they mention our brandmentions 0 of 1read the answers 0 of 1
which tool can integrate AI answer sentiment data into our BI system for executive reportingmentions 0 of 2read the answers 0 of 2

Every number here comes from real ChatGPT answers to the prompts behind this leaderboard, readable unedited with their searches and sources. Rates carry 95% confidence intervals because AI answers vary run to run. See our full methodology.

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Data collected daily on ChatGPT. Last updated 24th Aug 2026. Every rate shows a 95% confidence interval. How we measure this.