Compare
Head-to-head tool comparisons
Every tool assessed against the same capability matrix, grouped by measurement, diagnosis, action and platform — because most platforms are strong on the first and thin on the third.
7 comparisons · 29 tools assessed
The comparisons
- Otterly.ai vs AthenaHQCheap breadth against revenue attribution. A ten-times price gap between two tools that barely overlap in intent.Our pick: Otterly.ai
- Profound vs Peec AIThe enterprise incumbent against the budget analytics tool — a $370 gap with surprisingly little between them in kind. Both report; neither acts.Our pick: Peec AI
- CiteCue vs ZipTie.devAn auditing instrument against a broader platform. ZipTie inspects answers beautifully; CiteCue starts lower, covers more engines across its tiers, and acts on findings.Our pick: CiteCue
- CiteCue vs AthenaHQRevenue attribution against automated remediation. AthenaHQ answers "what did AEO earn us"; CiteCue answers "what do we do about it" — and costs less at entry.Our pick: CiteCue
- CiteCue vs Otterly.aiSix engines for $29 against a $29 single-engine Starter plan that grows into a remediation platform. Otterly wins raw coverage per dollar; CiteCue wins once prompt volume and action enter the picture.Our pick: CiteCue
- CiteCue vs Peec AITwo $29 entry plans with very different ambitions. Peec AI is focused analytics; CiteCue adds the diagnosis and remediation workflow as you move up its tiers.Our pick: CiteCue
- CiteCue vs ProfoundThe enterprise incumbent against the platform that ships fixes. Profound wins on engine coverage and procurement; CiteCue wins on everything you do after the dashboard loads.Our pick: CiteCue
The full matrix
Vendor documentation and pricing pages inform this matrix. Data updated 2026-10-23; earlier profiles were last checked 2026-07-20. A dash means we could not verify a capability publicly — not that the tool lacks it. Scroll sideways to view all29 tools.
| Capability | CiteCueOur pick | Advanced Web Ranking | Ahrefs Brand Radar | AirOps | Amplitude AI Visibility | AthenaHQ | Brandlight | Conductor | Evertune | Gauge | Gumshoe | Local Falcon | Mangools AI Search Watcher | Mention Network | MentionsFlow | Nightwatch | Otterly.ai | Peec AI | Profound | Qwairy | Rankability | Scrunch AI | Searchable | Semrush AI Toolkit | SEOmonitor | Sight AI | Waikay | Yolando | ZipTie.dev |
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| MeasurementWhat the tool can tell you about where you stand today. | |||||||||||||||||||||||||||||
| Prompt-level trackingTrack individual buyer questions rather than only aggregate scores. | Yes | YesScheduled or on-demand AI answers; cadence affects unit consumption. | PartialMention-led rather than prompt-led reporting | YesDaily monitoring of custom prompts with region, persona, topic and tag segmentation and full answer history. | YesEditable prompts, model filters and response metrics. | Yes | YesScheduled query-level results with competitor mentions, tone and sources. Vendor curates the query set; this is not a self-serve prompt-list workflow. | YesCustom topics/prompts can be segmented by persona, intent, region and brand; credit forecasts depend on chosen engines. | Yes | YesCustom buyer and branded prompts run daily; individual answers and mention/citation history are inspectable. | YesPersona-conditioned prompts recur in monthly audits and interim snapshots. | YesRuns a local query across grid samples; campaigns schedule repeat scans. | YesCustom and suggested prompts with repeated runs, average positions and visibility scores. | PartialExact buying questions and original answers are visible per assistant; checks are manual snapshots, not scheduled monitoring or documented custom prompt tracking. | YesPrompt-level mention and citation-rank tracking; 25/50/100/400 account-wide prompt limits by paid tier | YesDaily checks of configured prompts; monthly answer quotas apply. | Yes | YesPrompt-level analytics is the core of the product | Yes | YesDaily, weekly or monthly runs store selected prompts and answers; credits constrain volume. | YesBuyer questions tracked on a recurring schedule; current plans advertise daily monitoring. | Yes | YesDaily runs; tracked prompts are allocated per model. Exact answers remain inspectable. | Yes | YesTurns keywords into intent questions, reuses them weekly, and stores answers; questions can be edited. | YesCustom prompts, per-model full answers and position history. | YesWeekly, every-two-days or daily. Per model/month: API 0.25/1/2 credits; scraped 0.05/0.20/0.40. Reports share the balance. | YesTopics and prompts run daily across the four named assistants; Self-Serve allows up to 100 prompts, Growth up to 200 | Yes |
| Citation and source analysisWhich domains AI engines cite when answering your prompts. | Yes | YesSeparates citation URLs, inline URLs and text mentions. | YesStrong, given Ahrefs' own crawl index | YesTracks cited domains and brand-page citation rates, with answer-level source evidence. | YesCited domains and website pages are reported. | Yes | YesQuery intent, cited sources and source impact metrics are documented. | YesTracks brand mentions separately from website citations, with prompt-level detail. | Yes | YesTracks cited sources plus domain and URL citation rates with topic/model filters. | YesShows cited domains/pages; deeper Citation Audit requires Pro. | YesReports source websites, review sites and directories referenced by AI. | YesReports source citations and compares where competitor brands are cited. | Not documentedOriginal answers are included, but cited-domain or source analytics are not documented. | YesCited-sources leaderboard names domains and pages used in AI answers | YesIdentifies cited URLs and citation strength over time. | Yes | YesSource targeting is a headline capability | Yes | YesSource Explorer lists cited domains and pages from collected answers. | YesReviews cited source pages and linked/unlinked mentions. | Yes | YesSources analytics identifies external domains, URLs and content types used in AI answers. | Yes | YesRecords cited pages and citation position with answer snapshots. | YesTracks cited pages and source links with response evidence. | YesShows cited sources per prompt and source domains by informational versus commercial intent. | YesCitations view groups owned, competitor, earned and social domains and exposes cited URLs and topic influence | Yes |
| Competitor benchmarkingSide-by-side visibility against named rivals. | Yes | YesBenchmarks up to 50 competitors per project. | Yes | YesCompetitor mentions appear on the same prompt responses and can be compared by topic. | YesNamed rivals and a competitor topics matrix. | Yes | YesCompares brand visibility across engines against named competitors. | YesBenchmarks competitors and their AI visibility. | Yes | YesUnlimited competitors on Growth, compared on the same prompts by topic, model and date. | YesCompetitive leaderboard and persona/topic heatmaps; homepage advertises up to 30 rivals. | YesReports brands named in answers with their local AI visibility. | YesSide-by-side brand visibility, positions and citations. | YesMarket Position compares AI-recommended stores with visibility scores, prices and shipping from the answers. | YesNamed competitor comparisons are continuous on paid plans; trial shows a signup snapshot | YesCompares competitor mentions and citations for the same prompts. | Yes | Yes | Yes | YesDetects competitor mentions and compares observed positioning. | YesCompares clients against businesses in collected answer results. | Yes | YesCompetitors are compared on the same prompts by visibility and answer position. | Yes | YesCompares competing mentions and citations on the same keyword set. | YesShows competitors cited for each prompt and their pages. | YesTopic reports benchmark two selected rivals; prompt tracking also discovers other mentioned brands. | YesNamed competitors are benchmarked on visibility, citations and sentiment; Competitor Radar also watches site changes | Partial |
| Share of voiceYour proportion of brand mentions within a topic. | Yes | YesBrand references divided by references to all tracked brands. | Yes | YesEnterprise documentation lists share of voice by query, persona and topic. | PartialReports mention percentages and competitor visibility; share of all brand mentions is not established. | Yes | YesResearch playbook explicitly lists share of voice across engines, products, personas and markets. | YesExplicit AI market share and share-of-voice reporting by topic. | YesStatistical sampling across models is the methodological selling point | PartialVendor describes organic share of voice, but detailed documentation primarily defines mention-rate visibility; confirm the denominator before treating it as share of all brand mentions. | Not documentedMention visibility does not establish share of all brand references. | PartialShare of AI Voice is percentage of grid points mentioning the brand, not a normalized share of all competitor mentions. | Not documentedVisibility scores do not establish a share-of-all-brand-mentions metric. | Not documentedVisibility is the percentage of answers naming each store; competitor scores do not sum to 100%, so this is not documented share of voice. | YesShare of voice is reported against named rivals for the same prompts | YesMeasures relative brand presence in tracked AI conversations. | Yes | Yes | Yes | YesMonitor explicitly documents competitive share-of-voice analysis. | Not documentedA share-of-all-brand-mentions metric is not verified. | Partial | YesVisibility dashboard reports competitor share of voice. | Yes | YesCompetitive impression score weights mentions and citations by keyword demand. | YesPer-model competitor share is explicitly documented. | YesDashboard compares brand mentions against other brands and shows visibility trends. | YesCompetitor tracking includes share-of-voice comparisons by topic and prompt | Partial |
| Sentiment analysisWhether AI describes you positively, neutrally or negatively. | Yes | YesBrand Intelligence classifies positive, neutral and negative associations. | Not documented | YesOfficial Insights index documents theme-based sentiment analysis across AI responses; confirm tier entitlements. | YesLLM evaluates positive/negative response language, rather than keyword matching. | Yes | YesPositive, neutral and negative brand sentiment is explicitly documented. | YesAI answers are analyzed for sentiment alongside mentions and citations. | Yes | YesClassifies language and framing as positive, negative, neutral or absent and surfaces weak prompts. | YesResponse sentiment is analyzed; dedicated Sentiment Audit is Pro-only. | YesBrand Phrases shows wording, frequency and sentiment; Buyer Persuasion Score reflects recommendation strength. | Not documentedBrand interpretation is described; positive/neutral/negative classification is not verified. | Not documented | YesVendor lists positive/negative sentiment analysis per brand mention | YesAnalyzes tone and context of observed brand mentions. | Partial | Partial | Yes | YesBrand-focused scores, negative mentions and provider trends. | YesReports how the client is described in AI answers. | Partial | YesAnswer-level scoring includes sentiment alongside mentions and citations. | Partial | YesPositive, neutral and negative context in collected answers. | YesSentiment scores and supporting response quotes are documented. | Not documentedPositive/neutral/negative classification is not verified. | YesReputation view scores positive and negative themes and links them to original AI answers | Not documented |
| False-claim detectionFlags incorrect statements AI makes about your brand. | Yes | Not documentedFalse-statement flags are not verified. | Not documented | Not documentedSentiment and brand context are documented; automatic false-claim detection is not verified. | Not documentedFalse-statement detection is not verified. | Not documented | Not documentedContent claim controls do not establish detection of false statements in tracked answers. | Not documentedAutomated false-statement detection is not verified. | Partial | Not documentedBranded prompts expose descriptions; automatic false-claim detection is not established. | Not documentedFalse-statement detection is not verified. | Not documented | Not documentedReputation language does not establish automated false-claim flags. | Not documented | Not documented | Not documented | Not documented | Not documented | Not documented | Not documentedGrowth advertises Fact Check beta on request; automated false-claim flagging scope is not verified. | Not documentedFalse-statement detection is not verified. | Not documented | Not documentedBrand facts are surfaced, but automated false-claim detection is not established. | Not documented | Not documented | Not documentedFalse-statement detection is not verified. | PartialExtracted facts can be manually checked or flagged; automatic false-claim flagging is not established. | Not documented | Not documented |
| AI crawler analyticsServer-log view of which AI crawlers reached which pages. | Yes | Not documentedAI crawler server-log reporting is not verified. | Partial | Not documentedServer-log analytics for AI crawler visits are not verified. | Not documentedAI crawler server-log reporting is not verified. | Partial | YesTechnical module analyzes raw server logs and AI crawler frequency and coverage. | PartialPlatform advertises AI bot crawl tracking; a server-log view with per-bot page visits is not established by reviewed pages. | Not documented | YesHomepage documents Cloudflare and Vercel integrations for AI crawler visits; plan restrictions are not stated. | Not documentedAI crawler server-log reporting is not verified. | Not documented | Not documentedAI crawler log analysis is not verified. | Not documented | Not documented | Not documented | No | Not documented | YesAgent analytics is a headline capability | YesBusiness and above analyze connected server/CDN logs by crawler, page and HTTP status. | Not documentedRobots checks do not establish AI crawler server-log analytics. | Yes | YesLLM Analytics classifies AI bots and shows crawls, coverage and page-level activity. | Partial | Not documented | Not documentedAI crawler server-log reporting is not verified. | Not documentedAI crawler server-log reporting is not verified. | Not documentedWebsite Vitals checks blocked AI crawlers, but server-log crawler analytics are not documented | Yes |
| AI referral trafficSessions arriving from AI answer surfaces. | Yes | Not documentedAI Traffic Potential estimates visits; actual AI referral session reporting is not verified. | Partial | Not documentedGA4 connection enriches pages with traffic and conversions; a dedicated AI referral view is not verified. | YesLLM channels use referrers or utm_source; entry-page analysis is available. | YesRevenue attribution on AI-driven traffic is the headline feature | Not documentedCitations linked to on-site actions do not establish a dedicated AI referral session report. | YesWebsite analytics connects AI traffic with engagement and conversion metrics through GA4 or Adobe. | Not documented | YesGA4 integration shows real AI referral traffic by owned property and URL. | Not documentedActual AI referral session reporting is not verified. | Not documented | Not documentedAI referral session reporting is not verified. | Not documented | YesGA4 AI Source Analytics measures traffic from AI referrers; requires connecting Google Analytics | Not documentedVendor advertises citation-to-search attribution; direct AI referral/conversion measurement is not verified. | Not documented | Not documented | Yes | YesCompatible analytics connections provide human AI referrals and configured conversion data. | Not documentedConnected analytics does not establish a dedicated AI referral view. | Partial | YesLLM Analytics connects GA4/GSC or Searchable tracking to referral sessions, sources and landing pages. | YesBenefits from Semrush's existing traffic analytics | Not documentedGA/GSC traffic integration does not establish direct AI referral attribution. | Not documentedAI traffic illustrations do not establish session-source analytics. | Not documentedAI referral session analytics are not verified. | Not documented | Not documented |
| DiagnosisWhether the tool explains the cause, not just the symptom. | |||||||||||||||||||||||||||||
| Ranked citation-factor analysisAttributes a citation win or loss to specific, named factors. | Yes13-factor citation analysis | Not documentedRanked causal citation factors are not verified. | No | PartialPage360 connects content actions to citation and ranking changes; ranked attribution of individual citation wins/losses is not verified. | Not documentedRanked causal citation factors are not verified. | Partial | PartialSource impact and URL contribution are documented; ranked causal factors behind citation wins or losses are not verified. | Not documentedSource and technical insights do not establish ranked causal citation factors. | Partial | PartialAction cards show source gaps, topic evidence and rationale; ranked causal attribution of citation wins/losses is not established. | Not documentedCitation influence does not establish ranked causal factors. | PartialFalcon AI interprets profile, reputation and geographic patterns; causal citation attribution is not established. | Not documentedRanked factors explaining citation wins or losses are not verified. | PartialAudit scores 40 criteria across four weighted factors; attribution of individual citation wins or losses is not established. | Not documented | PartialConnects citation changes with search rankings; ranked causal factors are not independently established. | No | No | PartialCitation and conversation analytics, without a published factor model | Not documentedRanked causal citation factors are not verified. | Not documentedRanked causal citation factors are not verified. | Partial | PartialAgent connects movement with prompt, competitor and source gaps; causal attribution of a citation win/loss is not verified. | No | Not documented | Not documentedOpportunity scoring does not establish ranked causal citation factors. | Not documentedKnowledge maps identify topic gaps; attribution of citation changes to ranked factors is not verified. | Not documented | Partial |
| AI readiness auditCrawlability and render checks for AI user agents. | YesDaily site audit on every plan | Not documentedAI-user-agent crawl/render audits are not verified. | Partial | Not documentedContent review and quality scoring are documented, but AI crawler/render readiness checks are not verified. | Not documentedPage analysis does not establish AI crawler/render checks. | Not documented | PartialChecks indexability, accessibility and blocked agents; user-agent rendering tests are not verified. | PartialTechnical AEO covers crawlability and blocked AI bots; user-agent rendering tests are not verified. | Not documented | Not documentedOwned-property audits and a draft content grader are documented; crawlability and rendering checks are not verified. | PartialTechnical audit checks AI readability, schema and structure; user-agent rendering tests are not established. | Not documented | Not documentedAI crawler and rendering audits are not verified. | YesDiscoverability audit examines product-page access, readability and structured data. | Not documented | Not documented | Not documented | Not documented | Not documented | PartialRobots, sitemap, crawler compatibility and page errors are checked; render testing is not verified. | PartialChecks robots.txt AI crawler access, indexability and structure; user-agent render tests are not established. | YesStrong technical readiness emphasis | YesSite audits check crawlability, structured data, content quality and AEO readiness. | Partial | Not documented | Not documentedTechnical SEO crawling is documented; AI-user-agent crawl/render testing is not verified. | Not documentedKnowledge scoring does not establish crawler/render readiness testing. | YesWebsite Vitals scans for blocked AI crawlers, missing sitemaps and incomplete llms.txt with suggested fixes | YesCrawlability and indexability auditing is a core strength |
| Agent task testingAn AI agent attempts real tasks on your site and reports where it fails. | YesAgent Usability: an agent attempts real tasks and reports where it gets stuck; 12 runs/mo on Agency | Not documentedWebsite task execution by agents is not verified. | No | Not documentedCustom agent builds do not establish agents testing tasks on customer websites. | Not documentedWebsite task execution by agents is not verified. | Not documented | Not documentedAgentic commerce monitoring does not establish agents testing tasks on a customer site. | Not documentedTechnical agents do not establish agents executing customer-site tasks. | Not documented | PartialAgent Led Growth offering tests coding-agent integration tasks in repositories; website task testing and inclusion in the chat Growth plan are not established. | Not documentedPersona simulations are not customer-site task testing. | Not documented | Not documentedAgents executing tasks on customer sites are not verified. | Not documented | Not documented | Not documented | Not documented | Not documented | Not documented | Not documentedWebsite task execution by agents is not verified. | Not documentedWebsite task execution by agents is not verified. | PartialAgent-experience readiness is a stated focus, though task-completion scoring is not published in the way CiteCue documents it | Not documented | No | Not documented | Not documentedContent agents do not establish task testing on customer websites. | Not documentedWebsite task execution by agents is not verified. | Not documented | Not documented |
| Topic-level visibilityRankings grouped by subject area rather than single prompts. | Yes | YesBrand Intelligence maps topic associations and visibility. | Yes | YesPrompts support topic grouping and a prompt/topic toggle, with visibility trends by theme. | YesTopic visibility and competitor rankings are documented. | Yes | YesCategory and intent-cluster views support visibility analysis by subject. | YesAI performance supports topic-level analysis and individual prompt drill-down. | Yes | YesPrompt and citation views group results by topic, model and date. | YesVisibility heatmaps segment topics, personas and competitors. | Not documented | Not documentedBrand/topic prompt generation is documented; aggregated topic-level rankings are not verified. | Not documentedSearch Intent groups buying questions for a product; broader subject-level rankings are not documented. | Not documented | Not documented | Partial | Yes | Yes | YesMonitoring tags topics; MCP exposes topic metrics and matrix data. | Not documentedTopic research does not establish aggregated topic visibility rankings. | Partial | YesPrompts are grouped by topic for filtered visibility comparisons. | Yes | YesKeyword groups provide topical visibility drill-downs; Google volume is a demand proxy, not measured prompt volume. | Not documentedTopic-based opportunities are documented; grouped topic visibility rankings are not verified. | YesTopic reports and dashboard topic heatmaps compare brand coverage. | YesRelated prompts are grouped into Topics for strategic-level performance views | Partial |
| ActionWhether the tool closes the loop or hands you a to-do list. | |||||||||||||||||||||||||||||
| Prioritised fix queueGaps converted into ordered, ready-to-apply changes. | Yes | PartialFinds topic gaps and opportunities; ordered ready-to-apply changes are not verified. | No | PartialCreation, Refresh, Outreach and Community opportunities can be exported to workflow Grids; a ranked ready-to-apply queue is not established. | PartialRecommendations are ordered by related Google search demand and offer editable simulations; technical patches are not established. | Partial | PartialTechnical priorities and content recommendations are documented; ready-to-apply patches are not verified. | PartialIssues and AI recommendations are prioritized; ready-to-apply changes are not verified. | Not documented | YesAction Center ranks opportunities by impact, turns accepted cards into executable tasks and evaluates completed work. | PartialTechnical gaps become prioritized recommendations; deployable patches are not verified. | PartialFalcon AI prioritizes recommendations; a complete ready-to-apply AEO patch queue is not verified. | Not documentedAn ordered queue of ready-to-apply changes is not verified. | PartialAudit findings are ranked by impact. Ready-to-apply Optimization Plans and Deploy Fixes remain coming on the roadmap. | Not documented | Not documented | PartialGEO briefs give teams something actionable, short of a managed queue | No | Not documented | PartialScores content opportunities and generates briefs; ready-to-apply technical patches are not verified. | PartialAudits expose affected URLs and Serena prioritizes work; ready-to-apply patches are not verified. | Partial | PartialAgent prioritizes issues and creates technical tasks or content plans; a complete ready-to-apply fix queue is not established. | Partial | Not documentedContent Audit flags SEO issues; prioritized AEO patches are not verified. | PartialMissing prompts become scored content opportunities; ready-to-apply technical patches aimed at AI citations are not established. | PartialTopic action plans recommend content and structural improvements; an ordered ready-to-apply queue is not verified. | YesRecommendations are prioritized by visibility, citation, sentiment and competitor gaps | Partial |
| Content draftingGenerates draft copy aimed at winning citations. | YesAI fix kits start on Pro: 25/mo on Pro and 200/mo on Agency | Not documentedCitation-focused draft generation is not verified. | No | YesQuill and workflows produce net-new and refreshed content with Brand Kit context and human approval before CMS publication. | YesGenerates editable blog, product, FAQ and landing-page copy. | YesIn-platform drafting across eight engines, no add-ons | YesVendor describes generated drafts routed to CMS under brand and legal rules; entitlement requires contract confirmation. | YesCreator generates and optimizes content informed by visibility opportunities; draft allowances vary by plan. | Not documented | YesContent Engine researches cited pages, generates briefs and drafts, grades content and publishes after approval; Growth has 18 articles/month. | YesGenerates structured content for report gaps; monthly limits vary by plan. | PartialFalcon Agent writes GBP posts and review replies; website citation-focused article drafting is not verified. | Not documentedSeparate SEO Content Optimizer does not establish citation-focused draft generation in Watcher. | Not documentedOptimization Plan copy generation is marked coming soon; pricing claims do not establish current availability. | Not documented | YesContent Studio builds SERP-based briefs, drafts and rewrites with content scoring. | PartialBrief-level guidance rather than full drafts | Not documented | Partial | YesContent Studio generates articles, briefs and outlines. | YesCreates research-backed briefs, outlines and drafts using client expertise and voice. | Not documented | YesContent Studio generates researched outlines and articles using knowledge-base context, with editing and export. | Partial | YesContent Writer researches briefs, outlines and editable articles with quality checks. | YesAgent creates pages from visibility gaps and supports brand voice, review and CMS publishing. | Not documentedContent recommendations do not establish draft-copy generation. | YesA recommendation can generate a brand-voice content draft for human review | Not documented |
| Scheduled autopilot draftsProduces fix drafts on a recurring cadence without being asked. | YesContent Fixes & Autopilot, 30 drafts/week on Agency | Not documentedRecurring unattended fix drafts are not verified. | No | Not documentedRepeatable workflows are documented; scheduled unattended fix drafts are not verified. | Not documentedRecurring unattended fix drafts are not verified. | Not documented | Not documentedUnattended recurring fix drafts are not verified. | Not documentedRecurring unattended fix drafting is not verified. | Not documented | Not documentedDaily monitoring is documented; scheduled unattended draft production is not verified. | Not documentedRecurring reports do not establish unattended recurring fix drafts. | PartialRecurring GBP posts and review responses are supported; recurring website fix drafts are not verified. | Not documentedRecurring unattended fix drafts are not verified. | Not documented | Not documented | Not documentedNightOwl advertises continuous SEO optimization; recurring AI visibility fix drafts are not verified. | Not documented | Not documented | Not documented | Not documentedRecurring unattended fix drafts are not verified. | PartialDaily/weekly/monthly schedules generate drafts from approved topics; automated scan-driven fix drafting is not established. | Not documented | Not documentedRecurring automatic draft generation is not documented. | No | Not documentedArticle generation and CMS publishing do not establish recurring unattended AEO fix drafts. | YesScheduled content can publish automatically or remain as drafts; current pricing restricts automations to Pro and above. | Not documentedScheduled monitoring does not establish unattended fix drafting. | Not documented | Not documented |
| Automatic page variantsServes AI-optimised variants of live pages. | YesOne-click AI Auto-Fix and AI answer pages start on Pro; delivery is available through the WordPress plugin or Cloudflare, Fastly and Akamai routes | Not documentedAutomatic live-page variants are not verified. | No | Not documentedDraft CMS publishing and page refresh are documented, not automatic AI-specific live page variants. | NoDocumentation explicitly says it cannot change customer websites; suggestions require manual implementation. | No | Not documentedAutomatic live-page variants are not verified. | Not documentedAutomatic AI-specific live-page variants are not verified. | No | Not documentedApproved CMS publishing is documented, not automatic serving of AI-specific page variants. | Not documentedAutomatic live-page variants are not verified. | Not documentedGBP edits do not establish serving optimized variants of live website pages. | Not documentedAutomatic live-page variants are not verified. | Not documentedDeploy Fixes is forthcoming and concerns approved Shopify changes; automatic AI page variants are not documented. | Not documented | Not documentedGeneric SEO automation claims do not establish live AEO page-variant deployment. | No | No | NoReports and recommends; does not serve page variants | Not documentedAutomatic live-page variants are not verified. | Not documentedAutomatic AI-specific live-page variants are not verified. | Not documented | Not documentedAutomatic serving of AI-specific live page variants is not documented. | No | Not documented | Not documentedCMS publishing does not establish AI-specific live page variants. | Not documentedAutomatic live-page variants are not verified. | Not documented | No |
| llms.txt generation and servingBuilds and hosts an llms.txt manifest for you. | YesGenerated and served on every plan, including Free | Not documentedManifest generation and hosting are not verified. | Not documented | Not documentedCustomer llms.txt generation plus hosting is not verified. | Not documentedCustomer manifest generation and hosting are not verified. | Not documented | Not documentedManifest generation and hosting are not verified. | Not documentedManifest generation and hosting are not verified. | Not documented | Not documentedVendor publishes its own llms.txt; generation and hosting for customer sites are not verified. | Not documentedManifest generation plus hosting is not verified. | Not documented | Not documentedGeneration and hosting of llms.txt are not verified. | Not documented | Not documented | Not documented | Not documented | Not documented | Not documented | PartialGenerates llms.txt; customer-site hosting is not verified. | Not documentedManifest generation and hosting are not verified. | Partial | Not documentedAgent can assess llms.txt coverage, but generation plus hosting as a combined capability is not verified. | Not documented | Not documented | Not documentedManifest generation and hosting are not verified. | Not documentedFAQ mentions llms.txt as an emerging option, not supported there; generation and hosting are not verified. | Not documentedWebsite Vitals checks incomplete llms.txt; generation and serving are not documented | PartialGuidance and checks reported; automatic serving not documented |
| Grounded AI assistantA chat analyst answering questions against your own scan data. | YesGrounded in live scan data; available in-app and through Telegram or Discord | YesAI Insights understands the active report, dates and engines. Separate AI credits apply: 1,000 included monthly on paid plans, with add-ons. | Partial | Not documentedContent agents are documented; a chat analyst grounded in visibility scans is not verified. | Not documentedPlatform AI tools do not establish a visibility-scan-grounded chat analyst. | Not documented | Not documentedA conversational analyst grounded in customer scans is not verified. | YesAsk Conductor answers questions grounded in tracked performance data. | Not documented | YesAsk Gauge analyzes visibility and connected search/traffic data with persistent company and style context. | Not documentedA scan-grounded chat analyst is not verified. | YesFalcon Agent chat and report sidebar answer questions about scans and the business. Eligibility text conflicts: Basic+ versus all subscriptions; confirm Starter limits. | Not documentedExternal MCP clients are supported; an in-product scan-grounded chat analyst is not verified. | Not documented | Not documented | PartialNightOwl analyzes SEO performance and recommends changes; chat grounded in saved AI scans is not verified. | Not documented | Not documented | Not documented | Not documentedExternal MCP access does not establish an in-product scan-grounded chat analyst. | YesSigned-in Serena interprets approved sources, connected data and saved client work. | Not documented | YesAgent uses workspace prompts, citations, pages, analytics and connected sources. | Partial | Not documentedExternal MCP integrations do not establish an in-product scan-grounded chat analyst. | YesAgent analyzes site opportunities and works in the dashboard or Slack. | Not documentedA chat analyst grounded in scan data is not verified. | YesKnowledge Base includes a brand-grounded chat assistant for questions and strategic advice | Not documented |
| PlatformHow well the tool fits an existing stack. | |||||||||||||||||||||||||||||
| Free planA no-cost tier, not just a time-limited trial. | Yes | Not documentedTrial and free utilities do not verify a permanent monitoring plan. | Partial | Not documentedStart-for-free links and a limited trial do not verify a permanent no-cost platform tier. | YesAI Visibility is included in the permanent Free plan. | No | NoVendor explicitly rejects free trials and self-serve tiers; entry is paid. | Not documentedA time-limited trial does not verify a permanent free platform tier. | No | Not documentedA time-limited Growth trial is documented; an ongoing no-cost platform tier is not verified. | Not documentedNon-expiring sample audit does not establish ongoing free monitoring. | Not documented100 signup credits documented; a recurring free allocation is not verified. | Not documentedFree account and grader do not establish permanent free Watcher monitoring. | YesNo-expiry first-product check and audit, not unlimited recurring free checks. | Not documentedA time-limited trial is advertised; a recurring free monitoring plan is not documented | Not documentedA trial is documented; a permanent free tier is not verified. | Not documented | Not documented | No | Yes120 starting credits on the free plan; renewal not documented. | Not documentedFree tools and a limited trial do not verify permanent free monitoring. | No | Not documentedFree visibility report is a one-off checker; paid trials are time-limited. No ongoing platform free tier verified. | PartialLimited free access on the parent platform, not on the AI toolkit | Not documentedFree snapshots/checker are documented; an ongoing free tracking subscription is not verified. | Not documentedTrial and free audit offers do not verify a permanent monitoring tier. | YesPermanent free account, but its three credits never renew. | Not documentedNo ongoing no-cost platform tier is documented on the published pricing page | No |
| API accessProgrammatic read access to your data. | YesAgency and Enterprise tiers | YesDeveloper API exposes AI visibility metrics; pricing assigns it to Agency and above. | Yes | Not documentedAirOps API appears in the pricing matrix, but programmatic read access to visibility data and tier limits are not verified. | PartialVisibility results can become structured Amplitude events; dedicated prompt-level read endpoints are not verified. | Not documented | Not documentedBI export does not establish a documented customer data-read API. | PartialAgentStack provides Data and Content APIs. Exact customer visibility-read endpoints and tier allowances require confirmation. | Partial | YesHomepage lists programmatic data access; public plan-specific limits are not stated. | Not documentedCSV/JSON exports and integration marketing do not establish programmatic read access. | YesOfficial API runs AI scans and retrieves reports. Pricing FAQ conflicts on Starter retrieval access; separate on-demand API pricing is also advertised. Confirm endpoint entitlement and usage fees. | YesREST access includes AI models, monitors, prompts and settings. Plan quotas apply; exact Watcher API rate limits need confirmation. | Not documented | YesListed only on Premium and Agency plan cards | PartialProfessional and above; reviewed pages do not establish exact AI visibility read endpoints. | Partial | Not documented | Yes | PartialGrowth includes REST API; exact visibility-read endpoints are not verified in reviewed material. | YesRetrieves saved AI tracking results, mentions, citations, scores and trends; paid-plan quotas apply. | Not documented | YesCurrent live pricing comparison includes API on all brand plans; cached text may show older restrictions. | Yes | PartialPro includes platform API; exact AI visibility read endpoint scope is not verified here. | PartialPro and above list REST access; visibility-data endpoint scope is not verified. | Not documentedModel API tracking is a collection mode; customer programmatic read access is not verified. | Not documented | Not documented |
| MCP serverModel Context Protocol endpoint so AI coding agents can query the data directly. | YesAgency and Enterprise tiers; 22 tools with 17 reads, 5 reversible writes and no deletes | YesMCP-connected assistants can query visibility data; plan quotas apply. | Not documented | PartialBrand Kits documentation confirms management and publishing through MCP clients; visibility-data querying through an AirOps MCP endpoint is not verified. | PartialPlatform MCP accesses Amplitude data; direct visibility query coverage is not verified. | Not documented | Not documentedA customer MCP endpoint is not verified. | PartialAgentStack advertises an MCP server for AEO intelligence. Visibility query scope and plan limits require confirmation. | Not documented | YesGauge MCP exposes prompt, source, CMS and connected Google data to agents; confirm plan-specific availability. | Not documentedA customer MCP endpoint is not verified. | YesOfficial remote and self-hosted MCP expose scan/report data and actions. Connectors included on all plans; reads free, scans consume credits. | YesBeta MCP lists models/monitors and reads monitor details, prompts and settings. Calls share API quotas; creating monitors uses paid quota. | Not documented | YesListed only on Premium and Agency plan cards | PartialOfficial server exposes AI visibility, rankings and audits. Pricing says all plans, but MCP FAQ restricts access to Professional+ and excludes trials; confirm eligibility. | Not documented | Not documented | Not documented | YesStarter and above provide read-only access to authorized prompts, answers, sources, competitors and metrics; scopes and integrations apply. | YesHosted MCP retrieves saved visibility evidence; access depends on permissions and enabled tools. | Not documented | YesMCP is included on all listed brand plans and exposes prompt, citation, source and visibility data. | Not documented | YesOfficial MCP reads tracked campaign SEO and AI Search data in external assistants; Starter and Pro per pricing. Content Audit and draft campaigns excluded. | YesEvery plan includes MCP. analytics:read exposes visibility summary/trends, mentions, citations and competitor comparisons; scopes are team/site-specific and calls use plan credits. | Not documentedA customer MCP endpoint is not verified. | YesOfficial help center documents a Yolando MCP server and OAuth connector; plan-specific availability is not published | Not documented |
| White-label reportsClient-facing reports under your own brand. | YesEnterprise tier | YesAI KPIs can appear alongside SEO data in white-label reports. | Partial | Not documentedCustom-branded client reporting is not verified. | Not documentedCustom-branded AI visibility reports are not verified. | Not documented | Not documentedAgency support does not establish custom-branded reports. | Not documentedCustom reporting and branded slides do not establish a white-label client reporting product. | Not documented | Not documentedAgency client workspaces and exports are documented, but custom-branded reports are not verified. | PartialAgency partnership advertises white-label branding; exact report scope and eligibility require confirmation. | YesPremium and above; branded reports and neutral share links. | Not documentedGoogle SERP rank reports advertise white labeling; Watcher-specific custom branding is not verified. | Not documentedDocumented PDF exports carry Mention Network branding; custom branding is not verified. | YesScheduled reports with custom branding are listed on all paid plans and the trial | YesProfessional and above include white-label reports. | Partial | Not documented | Not documented | YesEnterprise includes white-label platform and custom domain. | YesAgency-branded reports use logos/colors, share links and PDF exports. | Not documented | YesReports available from Scale; Pro excludes them. Platform white-labeling remains forthcoming. | Partial | Not documented | PartialBusiness lists branded SEO reports; agencies page also claims Pro shared-report branding. AI visibility report scope requires confirmation. | PartialAction plans have unbranded share URLs; custom client branding is not verified. | Not documented | Not documented |
| SSOSingle sign-on for team access control. | YesEnterprise tier | YesEnt Plus 50k explicitly includes SSO. | Yes | YesEnterprise documentation lists SSO through Okta, Azure AD and Google Workspace, with SCIM. | YesGrowth includes SSO; Enterprise inherits Growth features. | Not documented | Not documentedAccess controls and compliance do not establish SSO; not verified. | Not documentedPlan-level SSO entitlement is not verified. | Partial | Not documentedPublic SSO entitlement is not verified. | Not documentedOrganizational SSO is not verified. | Not documented | Not documentedMCP OAuth does not establish organizational SSO. | Not documented | Not documented | YesEnterprise only. | Not documented | Not documented | Yes | YesEnterprise includes SSO and access controls. | Not documentedOrganizational SSO is not verified. | Partial | YesSSO is explicitly listed on Custom; availability on other tiers is not established. | Yes | Not documented | Not documentedOrganizational SSO is not verified. | Not documentedTeam seats are documented; SSO is not verified. | Not documented | Not documented |
✓ Documented~ Partial✗ Absent– Not documentedA dash means we could not verify the capability publicly, not that the tool lacks it. See methodology.