Answer Capsule
Profound is the consensus leader for AI citation intelligence in market research, named by 6 of 7 platforms (85.7% share) at an average listed position of 2.5 and a best position of 1. OtterlyAI and Semrush tie for the strongest alternatives at 5 mentions each (71.4%), followed by Ahrefs and Peec AI at 4 mentions (57.1%). The study covered 7 AI platforms — openai, anthropic, deepseek, grok, perplexity, kimi, and google — using one standardized prompt sent once to each. Of 36 unique entities named, 10 qualified by being named by at least two platforms. The principal limitation: platform mentions count only ranking-discovery mentions, not completed fit assessments, and the underlying evidence is predominantly company-owned rather than independent, so no vendor claim here should be read as independently verified.
Research Snapshot
- Topic: AI Citation Intelligence Platforms for Market Research
- Target buyer: Companies seeking AI citation intelligence platforms for market research across AI search, generative-answer, and recommendation platforms
- Use case: Identify which domains and pages are cited most often, which sources support competitor visibility, how citation architecture differs across companies, which source gaps exist, and how these patterns evolve
- Geography: United States
- Platforms included (7): openai, anthropic, deepseek, grok, perplexity, kimi, google
- Research date: 2026-09-18
- Unique entities named: 36
- Qualifying entities: 10
- Eligibility rule: Named by at least two platforms during ranking discovery
- Ranking unit: Software platform or research platform
The Consensus Ranking
Questions This Section Answers
- What are the best AI citation intelligence platforms for market research in 2026?
- Which AI citation platform is named most often across ChatGPT, Claude, Gemini, Grok, Perplexity, Kimi, and DeepSeek?
- Which AI citation intelligence platforms qualify for a shortlist when only entities named by at least two platforms count?
The table below is the ranking authority for this report. Platform mentions count only ranking-discovery mentions — the number of platforms that named the entity while building the shortlist — not the number of platforms that later completed a fit assessment.
| Rank | Entity | Platform mentions | Share of platform responses | Average listed position | Best position | Best considered for |
|---|---|---|---|---|---|---|
| 1 | Profound | 6 | 85.7% | 2.50 | 1 | Enterprise marketing, SEO, PR, brand, and market-intelligence teams monitoring AI-generated recommendations and citations.; Companies comparing which domains and URLs support their own and competitors' AI visibility.; Organizations needing daily tracking, multiple answer engines, custom prompts, regions, personas, exports, API access, and workflow automation. |
| 2 | OtterlyAI | 5 | 71.4% | 4.20 | 1 | Competitive AI-search visibility benchmarking across ChatGPT, Google AI Overviews, Perplexity, Microsoft Copilot, and optional Google AI Mode, Gemini, and Claude.; Identifying which domains and URLs are cited for monitored prompts and comparing brand or competitor visibility over time.; Marketing, SEO, GEO, content, and market-intelligence teams needing daily monitoring, reports, exports, API access, or Looker Studio integration. |
| 3 | Semrush | 5 | 71.4% | 4.20 | 1 | Companies that want AI citation intelligence combined with SEO, content, site-audit, and competitor research workflows.; Single-brand or moderate-scale programs tracking ChatGPT, Gemini, Perplexity, Google AI surfaces, prompts, mentions, citations, and competitors.; Enterprise teams needing custom prompt tracking, multi-brand governance, integrations, API access, and workflow support. |
| 4 | Ahrefs | 4 | 57.1% | 3.50 | 1 | Large-scale market and competitor benchmarking across AI Overviews, AI Mode, ChatGPT, Perplexity, Gemini, and Copilot.; Identifying frequently cited pages and domains, citation gaps, competitor source patterns, and topic-level AI visibility.; Teams already using Ahrefs SEO data and wanting AI visibility connected to search demand, web visibility, YouTube, Reddit, and TikTok signals. |
| 5 | Peec AI | 4 | 57.1% | 3.50 | 1 | Teams comparing competitor visibility and citation share across a defined prompt library; Research programs needing domain- and URL-level source analysis and competitor citation-gap discovery; Agencies or multi-brand teams needing separate projects, recurring tracking, and export or reporting workflows |
| 6 | DemandSphere Citation Analytics | 2 | 28.6% | 3.00 | 3 | Companies comparing which domains and pages support their own and competitors' AI visibility.; Research teams monitoring citation changes over time across ChatGPT, Gemini, Perplexity, Google AI Mode, and Google AI Overviews.; Organizations needing API, CSV, dashboard, or BigQuery access for custom market-research analysis. |
| 7 | Similarweb AI Citation Analysis | 2 | 28.6% | 5.50 | 2 | Companies benchmarking which domains and pages influence AI answers for selected topics.; Research and SEO teams comparing competitor citation sources and identifying partnership, PR, review, publisher, and content gaps.; Organizations that want to connect AI citation visibility with measured AI referral traffic. |
| 8 | Omnia | 2 | 28.6% | 7.50 | 5 | Companies benchmarking brand and competitor citations across ChatGPT, Perplexity, Google AI Overviews, Google AI Mode, and potentially other supported engines.; Research and marketing teams needing cited URLs, full answer snapshots, prompt-level competitor gaps, country/language tracking, and trend monitoring.; Agencies or multi-brand teams needing one dashboard, reporting, API access, or MCP access. |
| 9 | SE Ranking | 2 | 28.6% | 8.50 | 8 | Companies benchmarking their brand and competitors across ChatGPT, Gemini, Google AI Overviews, Google AI Mode, and Perplexity.; Research teams identifying the domains and pages most frequently cited for tracked prompts.; Teams prioritizing competitor-only citation gaps, source outreach opportunities, and changes over time. |
| 10 | Goodie AI | 2 | 28.6% | 9.00 | 8 | US brands or agencies needing daily AI visibility monitoring plus optimization actions; Teams researching citation frequency, competitor share of voice, source/page visibility, and historical movement across major answer engines; Buyers that value an integrated monitoring-to-optimization workflow rather than a citation-only analytics tool |
Which Option Is Best for Which Version of the Buyer Need?
Questions This Section Answers
- Which AI citation intelligence platform should a buyer choose for enterprise-scale multi-engine citation tracking?
- Is Profound or OtterlyAI better for market research when published entry pricing and self-serve access matter?
- Which AI citation platform is best for a buyer who needs citation intelligence inside an existing SEO workflow?
Different buyers mean different shortlists. The ranking table stays fixed; the fit below changes with the buyer's constraint.
| Buyer need | Best-fit option | Why, from the evidence |
|---|---|---|
| Enterprise-scale citation intelligence with daily multi-engine tracking, exports, API, and workflow automation | Profound | Named by 6 of 7 platforms; Enterprise lists up to nine answer engines, CSV/JSON exports, API access, unlimited seats, and daily prompt tracking |
| Lowest-friction entry with published self-serve pricing and URL-level citation tracking | OtterlyAI | Public pricing starts at $29/month for Lite (15 prompts) with Standard at $189/month (100 prompts) and Premium at $489/month (400 prompts) |
| Citation intelligence bundled with existing SEO, content, and site-audit workflows | Semrush | AI Visibility Toolkit Base is publicly listed at $99/month per domain billed annually, with Semrush One and Enterprise paths for multi-brand and integration needs |
| Large-scale market benchmarking from a search-demand prompt index | Ahrefs | AI Visibility Index is publicly listed at $199. |
1. Profound
Questions This Section Answers
- Is Profound worth it for AI citation intelligence in market research, and what are its main drawbacks?
- Which Profound plan covers multi-engine citation tracking, and what does the public pricing show?
- How does Profound handle citation decay and source-level attribution compared with other ranked platforms?
Profound is the consensus leader and the only entity named by six of the seven platforms. It is a strong fit for enterprise teams that need recurring, competitive AI-citation research across multiple answer engines, including domain- and page-level citation analysis, citation share, citation counts, prompt and persona segmentation, and longitudinal monitoring [1]. It is a weaker fit for buyers seeking publicly priced, self-serve access, audited citation accuracy, or traditional market-research databases rather than AI-search visibility intelligence.
Why it ranked here. Profound was named by openai, anthropic, deepseek, grok, perplexity, and google, with a best position of 1 and an average listed position of 2.5. Its ranks by platform ranged from 1 (anthropic, google) to 6 (openai), the widest spread among the top five.
Best suited for. Enterprise marketing, SEO, PR, brand, and market-intelligence teams monitoring AI-generated recommendations and citations; companies comparing which domains and URLs support their own and competitors' AI visibility; organizations needing daily tracking, multiple answer engines, custom prompts, regions, personas, exports, API access, and workflow automation.
Main strengths for the use case. Citation Pages returns cited URLs with citation share and citation counts, with filtering by hostname, platform, prompt, topic, persona, region, and date range [2]. The platform classifies every cited source as Owned, Competitor, Earned Media, PR Wire, Social, or Institution [3]. Google-reported evidence describes a Citation Decay view that plots a citation curve for every URL, plus Enhanced Citation Categories showing where AI answers pull data from [4]. Enterprise lists CSV and JSON exports, API access, unlimited seats, and optional dedicated support [1].
Main limitations. No public Enterprise dollar pricing; prompt-based measurement can differ from aggregate user behavior; public documentation does not verify audited citation accuracy, complete answer-engine coverage, or causal proof that a content change produced more citations [1]. The public plan presentation is inconsistent: the current pricing page shows Trial and Enterprise, while a search-result extract referenced Starter and Growth [1]. Kimi's assessment rated Profound's citation-source intelligence as partial versus dedicated competitors, and flagged that the $99 Starter plan is ChatGPT-only with 50 prompts [6]. .
2. OtterlyAI
Questions This Section Answers
- Is OtterlyAI worth it for AI citation intelligence in market research, and what are its main drawbacks?
- Which OtterlyAI plan covers the engines and prompt volume a market research program needs, and what do add-ons cost?
- Is OtterlyAI or Profound better for market research when published entry pricing and self-serve access matter?
OtterlyAI is a good fit for companies that need recurring, prompt-based tracking of AI mentions, rankings, competitors, cited domains, and cited URLs across major AI-search surfaces [7]. It is less certain for buyers requiring comprehensive market-research datasets, statistically rigorous sampling, unrestricted historical data, or broad coverage beyond its supported engines and configured prompts.
Why it ranked here. OtterlyAI was named by openai, anthropic, deepseek, grok, and perplexity, with a best position of 1 (perplexity) and an average listed position of 4.2. Four of its five naming platforms placed it at position 5.
Best suited for. Competitive AI-search visibility benchmarking across ChatGPT, Google AI Overviews, Perplexity, Microsoft Copilot, and optional Google AI Mode, Gemini, and Claude; identifying which domains and URLs are cited for monitored prompts; marketing, SEO, GEO, content, and market-intelligence teams needing daily monitoring, reports, exports, API access, or Looker Studio integration.
Main strengths for the use case. The Citations Report tracks every cited URL and categorizes sources by domain type, including brand websites, news and media outlets, blogs, Reddit, community forums, and social media [8]. Competitive benchmarking shows which cited pages name competitors but not the tracked brand, with Top Winners and Top Losers comparison by percentage change in citations [8]. Standard and Premium publicly list API access, MCP access, Agent Analytics, detailed reports and exports, and a Google Looker Studio connector [7]. Multi-country support is publicly listed across 65+ countries and languages [9].
Main limitations. Base plans cover only four engines; Google AI Mode, Gemini, and Claude are separately priced add-ons [7]. Prompt limits may be restrictive for broad category, competitor, geography, and persona research without upgrading or purchasing add-on prompt blocks. Public evidence is primarily vendor-provided, and independent validation of citation completeness, accuracy, rankings, or reported customer outcomes was not identified [7]. Historical retention, raw-answer access, model/version metadata, localization controls, and export granularity remain unclear.
Pricing or cost summary. Public pricing is inconsistent across pricing-page versions: one current-looking page lists monthly Lite/Standard/Premium prices of $29/$189/$489 and annual prices of $25/$160/$422, while another rendered version lists Enterprise as starting at $1,000/month [10].
3. Semrush
Questions This Section Answers
- Is Semrush worth it for AI citation intelligence in market research, and what are its main drawbacks?
- What does Semrush's AI Visibility Toolkit cost per domain, and how does per-domain pricing scale for multi-brand research?
- Is Semrush or Ahrefs better for market research when the buyer already runs an SEO workflow?
Semrush is a good fit for market-research teams needing recurring visibility, citation, competitor-gap, prompt, and sentiment analysis across major generative-answer platforms, especially when the buyer wants that intelligence inside an existing SEO and content workflow [11]. It is less clearly optimal for buyers requiring independently verifiable citation datasets, unrestricted historical exports, broad model coverage, or deeply granular page-level source attribution at scale.
Why it ranked here. Semrush was named by openai, anthropic, deepseek, grok, and perplexity, with a best position of 1 (deepseek) and an average listed position of 4.2. Google placed it at position 8, the lowest rank any platform assigned it.
Best suited for. Companies that want AI citation intelligence combined with SEO, content, site-audit, and competitor research workflows; single-brand or moderate-scale programs tracking ChatGPT, Gemini, Perplexity, Google AI surfaces, prompts, mentions, citations, and competitors; enterprise teams needing custom prompt tracking, multi-brand governance, integrations, API access, and workflow support.
Main strengths for the use case. The AI Visibility Toolkit reports AI mentions, citations, visibility, competitor gaps, and opportunities, and states coverage including ChatGPT, Gemini, Perplexity, SearchGPT, Google AI Mode, and Google AI Overviews [11]. Competitor Research compares brand and competitor mentions, topic and prompt gaps, and relative visibility, supporting comparison of one domain with up to four competitor domains [12]. Anthropic-reported evidence describes a 2026 AI Visibility Index analyzing 126 million U.S. AI prompts, with ChatGPT citing an average of 15 sources per response and Gemini citing an average of 3 [13]. The toolkit separates AI mentions from citations, a distinction the evidence says matters because 62% of AI citations occur without brand mentions [14].
Main limitations. Base limits are relatively small for broad market research: 25 tracked prompts and one Brand Performance domain [11]. Additional domains, prompts, users, reports, and integrations can materially increase total cost. Public documentation does not clearly guarantee unrestricted page-level citation extraction, raw response retention, citation passage analysis, or complete historical exports. Anthropic-reported evidence documents entity disambiguation errors, where the tool confuses semantic similarity, requiring manual filtering [15]. The toolkit is measurement-focused and does not execute content creation, publication, or outreach [16]. .
4. Ahrefs
Questions This Section Answers
- Is Ahrefs Brand Radar worth it for AI citation intelligence in market research, and what are its main drawbacks?
- What is the total minimum cost of Ahrefs Brand Radar once the required base plan and per-index fees are added?
- Which AI platforms does Ahrefs Brand Radar cover, and is Claude or Grok included in the main index?
Ahrefs is a good fit for market researchers needing broad, search-demand-based benchmarking of AI mentions, cited domains, cited pages, competitors, and share of voice across major AI answer platforms [17]. It is less complete for real-time, exhaustive citation intelligence because its principal index is sampled from Ahrefs search data, chatbot responses are refreshed periodically, and custom-prompt coverage consumes metered checks.
Why it ranked here. Ahrefs was named by openai, anthropic, deepseek, and grok, with a best position of 1 (grok) and an average listed position of 3.5. Anthropic placed it at position 8, the lowest rank it received.
Best suited for. Large-scale market and competitor benchmarking across AI Overviews, AI Mode, ChatGPT, Perplexity, Gemini, and Copilot; identifying frequently cited pages and domains, citation gaps, competitor source patterns, and topic-level AI visibility; teams already using Ahrefs SEO data and wanting AI visibility connected to search demand, web visibility, YouTube, Reddit, and TikTok signals.
Main strengths for the use case. Brand Radar reports mentions, citations, estimated impressions, and AI Share of Voice, and Ahrefs states users can identify top cited pages and domains and compare competitor visibility [17]. The AI Visibility Index uses large sets of search-backed prompts derived from Ahrefs keyword data and tracks AI Overviews, AI Mode, ChatGPT, Perplexity, Gemini, and Copilot [18]. Custom Prompts allow buyer-defined questions, selected platforms, locations, and monthly, weekly, or daily refresh schedules [19]. Anthropic-reported evidence describes a separation between pages that AI found and pages that AI cited, plus a May 2026 update adding bot visits and AI traffic data for cited pages [20].
Main limitations. The principal index is not an exhaustive census of AI answers; it is based on Ahrefs keyword and search-demand datasets and sampled platform responses [22]. General chatbot data is refreshed periodically rather than continuously. Custom Prompt volume is constrained by monthly checks and can create overage charges, especially across multiple platforms and locations. Personalized, logged-in, private, or otherwise inaccessible AI experiences may not be represented. Grok coverage is inconsistent across Ahrefs public materials: it is listed as supported in some materials but current data collection is described as temporarily unavailable [17].
5. Peec AI
Questions This Section Answers
- Is Peec AI worth it for AI citation intelligence in market research, and what are its main drawbacks?
- Which Peec AI tier covers the prompt volume and model coverage a market research program needs, and what do model add-ons cost?
- How does Peec AI classify cited sources and rank competitor citation gaps?
Peec AI is a good fit for market-research teams that need recurring, prompt-level measurement of AI visibility, cited domains and URLs, competitor source gaps, and changes across major AI answer platforms [23]. It is less complete as a standalone research-intelligence system because public evidence emphasizes monitoring and analysis rather than deep qualitative source evaluation, causal attribution, or automated remediation.
Why it ranked here. Peec AI was named by openai, anthropic, deepseek, and grok, with a best position of 1 (openai) and an average listed position of 3.5. Google placed it at position 6.
Best suited for. Teams comparing competitor visibility and citation share across a defined prompt library; research programs needing domain- and URL-level source analysis and competitor citation-gap discovery; agencies or multi-brand teams needing separate projects, recurring tracking, and export or reporting workflows.
Main strengths for the use case. Peec AI reports which domains and URLs AI engines access or cite and classifies sources into Editorial, Corporate, UGC, Reference, and Own Website categories [23]. Gap Analysis surfaces domains and URLs where competitors are cited but the buyer's brand is not, ranked by Gap Score [24]. Query Fanouts reveal background or related searches the AI model runs when composing an answer, classified as Search, Shopping, or Synthetic, available for ChatGPT, Perplexity, and Copilot [25]. Anthropic-reported research on over 1 million citations found citation rates vary by engine: ChatGPT at 2.0+, Google AI Mode at 1.1–1.5, and Perplexity at 1.5–2.0 [26].
Main limitations. Starter tier caps at 50 prompts, which is restrictive for research tracking multiple brands, verticals, or query categories simultaneously [27]. API access is restricted on brand plans, with programmatic bulk citation analysis requiring Enterprise. Tracking beyond the default six models requires $35–$165/month per additional engine depending on plan tier. Peec runs daily, not in real time, so researchers cannot detect intra-day citation shifts. Crawl Insights require integration with CDN and server-log providers. There is no historical backfill; tracking starts from sign-up forward [27]. .
6. DemandSphere Citation Analytics
Questions This Section Answers
- Is DemandSphere Citation Analytics worth it for AI citation intelligence in market research, and what are its main drawbacks?
- What does DemandSphere Citation Analytics cost, and why do its pricing page and FAQ disagree on the entry price?
- Which AI platforms does DemandSphere Citation Analytics cover, and can citation data be exported to BigQuery?
DemandSphere Citation Analytics is a good fit for market-research teams that need URL- and domain-level visibility into AI citations, competitor source comparisons, citation drift, and historical monitoring across major AI search platforms [28]. Fit is reduced by unclear product maturity, incomplete public documentation of methodology and research-oriented workflows, and conflicting public pricing information.
Why it ranked here. DemandSphere Citation Analytics was named by only two platforms, anthropic and kimi, both at position 3 — the best average listed position (3.0) of any entity ranked 6 or lower. Its low platform mention count, not its placement, drives its rank.
Best suited for. Companies comparing which domains and pages support their own and competitors' AI visibility; research teams monitoring citation changes over time across ChatGPT, Gemini, Perplexity, Google AI Mode, and Google AI Overviews; organizations needing API, CSV, dashboard, or BigQuery access for custom market-research analysis.
Main strengths for the use case. Platform-reported capability includes Citation Analytics tracking URLs and domains cited in AI answers, with URL-level granularity, citation frequency, source classification, and cross-engine tracking [28]. Competitive Citation Analysis identifies sources citing competitors but not the buyer and compares citation share across brands. Content Gap Identification highlights topics where third-party sources are cited instead of the buyer's content. API access and CSV/Excel exports are listed in all public plans, with BigQuery access presented as an Enterprise add-on [29]. Anthropic-reported evidence describes a scoring system weighing source authority, citation context, and cross-engine consistency, plus a Chat Rewind feature preserving full HTML responses [30].
Main limitations. Public evidence is vendor-controlled and does not independently validate accuracy or representativeness [28]. Citation-quality scoring and context analysis are described but their formulas, labels, and validation are not publicly documented. Public materials do not clearly define prompt sampling, geography controls, personalization handling, answer capture, citation deduplication, or historical retention. Coverage beyond the listed major AI search platforms is unclear. Pricing and commitment information conflicts across official pages.
Pricing or cost summary. Public pricing is inconsistent. The pricing page lists Starter at $79/month billed annually and Pro at $208/month billed annually, while the FAQ states plans start at $500/month and all plans require a one-year annual agreement [32].
7. Similarweb AI Citation Analysis
Questions This Section Answers
- Is Similarweb AI Citation Analysis worth it for AI citation intelligence in market research, and what are its main drawbacks?
- What does Similarweb's AEO Intelligence tier include, and how many months of historical citation data does each plan retain?
- Which AI platforms does Similarweb Citation Analysis cover, and can citation data be linked to AI referral traffic?
Similarweb AI Citation Analysis is a good fit for market-research teams that need domain- and URL-level visibility into sources cited by major generative-answer platforms, competitor citation comparisons, topic and prompt drill-downs, and linkage to AI referral traffic [33]. It is not a fully verified strong fit for buyers requiring broad platform coverage, independently audited citation methodology, unlimited prompts, or detailed historical and API access at the published self-service price.
Why it ranked here. Similarweb AI Citation Analysis was named by anthropic and deepseek, with a best position of 2 (anthropic) and an average listed position of 5.5. Deepseek placed it at position 9.
Best suited for. Companies benchmarking which domains and pages influence AI answers for selected topics; research and SEO teams comparing competitor citation sources and identifying partnership, PR, review, publisher, and content gaps; organizations that want to connect AI citation visibility with measured AI referral traffic.
Main strengths for the use case. Citation Analysis reports the domains cited for tracked topics and allows drill-down to individual source URLs and the prompts influenced by those sources [33]. The product supports reviewing competitor citations and comparing source influence across topics, including whether a brand is or is not mentioned or cited. Similarweb groups sources into categories such as news and publishers, reviews and user-generated content, the buyer's domain, and competitor domains. Anthropic-reported evidence describes Domain Influence Scores and URL Influence Scores with a seven-bucket source taxonomy [34]. Google-reported evidence describes a citation volatility metric tracking prompt-level citation stability over time [35].
Main limitations. Prompt volume is limited to 150 tracked prompts in the published entry tiers [33]. Published self-service historical depth is limited to three or six months depending on plan. Coverage and methodology for each AI platform, geography, sampling frame, and refresh frequency are not fully documented in reviewed public materials. Public evidence is primarily vendor documentation and marketing material, and independent validation of citation counts and influence scores was not identified. The exact availability of exports, APIs, raw response archives, page-level competitor benchmarking, and alerting for citation changes is unclear. .
8. Omnia
Questions This Section Answers
- Is Omnia worth it for AI citation intelligence in market research, and what are its main drawbacks?
- Which AI engines does Omnia track by default, and what do extra engines or credits cost?
- Is Omnia or Peec AI better for market research when daily prompt-level citation tracking and geographic targeting matter?
Omnia is a good fit for market-research teams needing recurring, prompt-level analysis of AI citations, competitor visibility, cited domains and pages, geographic differences, and changes over time [36]. It is less clearly sufficient as a stand-alone enterprise research warehouse because public materials do not fully specify historical retention, export limits, sampling methodology, or enterprise commercial terms.
Why it ranked here. Omnia was named by anthropic and google, with a best position of 5 (google) and an average listed position of 7.5. Anthropic placed it at position 10.
Best suited for. Companies benchmarking brand and competitor citations across ChatGPT, Perplexity, Google AI Overviews, Google AI Mode, and potentially other supported engines; research and marketing teams needing cited URLs, full answer snapshots, prompt-level competitor gaps, country and language tracking, and trend monitoring; agencies or multi-brand teams needing one dashboard, reporting, API access, or MCP access.
Main strengths for the use case. Omnia states that it records the complete AI answer for each prompt, including engine, date, mentioned brands, and all citations, and that users can see the pages and domains cited and identify citation gaps [36]. The platform reports competitor benchmarking, share of voice, competitor mentions, and which citation sources competitors appear in that the buyer does not. Prompts and citation data are refreshed every 24 hours, with full response snapshots and a moving average to reduce short-term spikes [36]. A REST API covers brand performance, share of voice, citations, and sentiment, plus an MCP server for querying visibility and citation data through compatible AI clients [37].
Main limitations. Core public engine coverage appears narrower than the broad universe of generative-answer and recommendation platforms; extra engines may require request or higher-tier access [39]. No independently verified methodology is provided in the reviewed sources for prompt sampling, browser-location controls, deduplication, confidence intervals, or cross-engine comparability. Historical retention period, raw-data export limits, API rate limits, and enterprise SLA terms are not publicly specified. Pricing is displayed in euros despite the United States target geography, and taxes, USD billing, and currency conversion are unclear. The platform combines measurement with optimization and content execution, which may create scope or neutrality tradeoffs for research-only buyers. .
9. SE Ranking
Questions This Section Answers
- Is SE Ranking worth it for AI citation intelligence in market research, and what are its main drawbacks?
- What does the SE Ranking AI Search add-on cost on top of the base plan, and how many checks does each tier include?
- Which AI engines does SE Ranking's AI Results Tracker cover, and is Claude or Grok included?
SE Ranking is a good fit for market-research teams needing practical, prompt-based monitoring of AI citations, competitor visibility, source gaps, and historical changes across major AI answer platforms [40]. It is less clearly suited to buyers requiring a dedicated, neutral market-intelligence database with broad unrestricted querying, independently validated citation accuracy, or fully transparent methodology.
Why it ranked here. SE Ranking was named by deepseek and google, at positions 8 and 9 respectively, giving it the second-lowest average listed position (8.5) among qualifying entities.
Best suited for. Companies benchmarking their brand and competitors across ChatGPT, Gemini, Google AI Overviews, Google AI Mode, and Perplexity; research teams identifying the domains and pages most frequently cited for tracked prompts; teams prioritizing competitor-only citation gaps, source outreach opportunities, and changes over time; organizations needing exports, API access, or integration with broader SEO and GEO workflows.
Main strengths for the use case. The Sources workflow identifies domains and exact pages used as sources in AI answers, with metrics including pages, AI answers, prompts, coverage, brand mentions, mention rate, first-seen and last-seen dates, backlinks, and referring domains, exportable to Excel or CSV [40]. The Competitors workflow shows competitor brands, source domains or URLs, source order within answers, cached answer copies, daily snapshots, and exportable historical competitor results [41]. SE Ranking supports mention opportunities, competitor-only mentions, newly found opportunities, sources mentioning the brand without backlinks, and a gap score ranking sources that cite tracked competitors but not the buyer [42]. Current documentation lists Google AI Overviews, Google AI Mode, Gemini, ChatGPT, and Perplexity for AI Results Tracker and source analysis [43].
Main limitations. The system is fundamentally prompt- and project-based; research breadth is constrained by tracked prompts, platforms, checks, projects, and plan limits [40]. Public materials emphasize vendor-reported metrics and do not provide independent validation of citation-detection precision or recall. Some answers, especially ChatGPT answers, may contain no source links, complicating interpretation of source absence [44]. The evaluated documentation does not confirm coverage for every generative-answer or recommendation platform relevant to a U.S. market-research program.
10. Goodie AI
Questions This Section Answers
- Is Goodie AI worth it for AI citation intelligence in market research, and what are its main drawbacks?
- What does Goodie AI's entry plan cost, and which engines are included at each tier?
- What should a buyer check before choosing Goodie AI given the unresolved goodie.ai versus higoodie.com domain question?
Goodie AI is a mixed fit for AI citation intelligence in market research. Its current product claims directly address cross-engine citation frequency, competitor benchmarking, deep citation analysis, page visibility, prompt research, and historical trends [45]. However, the supplied goodie.ai domain currently resolves to a domain-for-sale page, while the product and pricing information reviewed is hosted on higoodie.com; this unresolved identity issue materially lowers procurement confidence [46].
Why it ranked here. Goodie AI was named by deepseek and perplexity, at positions 10 and 8 respectively, giving it the lowest average listed position (9.0) among qualifying entities.
Best suited for. US brands or agencies needing daily AI visibility monitoring plus optimization actions; teams researching citation frequency, competitor share of voice, source/page visibility, and historical movement across major answer engines; buyers that value an integrated monitoring-to-optimization workflow rather than a citation-only analytics tool.
Main strengths for the use case. Goodie reports citation frequency, ranking position, sentiment, and share of voice relative to competitors, and lists Deep Citation Analysis as a reporting capability [45]. The platform lists competitor and industry benchmarking, customizable prompts, research watchlists, prompt discovery, and trending-topic intelligence. Historical Trend Analysis, event-based performance analytics, country and location analytics, and daily data collection are listed. The Core tier lists ChatGPT, Google AI Overviews, Perplexity, Google AI Mode, and Microsoft Copilot, with 120 prompts, two countries, two languages, and daily collection; Pro expands to 250 prompts and additional engines; Enterprise lists 500+ prompts and up to 13 models [45]. Anthropic-reported evidence describes coverage of 11+ AI engines including Amazon Rufus and Walmart Sparky for commerce-answer contexts [47].
Main limitations. The supplied goodie.ai domain does not substantiate the product identity; higoodie.com is the reviewed product domain [46]. Core coverage may be too narrow for broad US market research: five listed engines, 100 prompts, two countries, two languages, and up to 10 pages. Public documentation does not clearly define how cited domains, URLs, snippets, source rankings, duplicate sources, or competitor source gaps are normalized. No independent validation was found for citation-detection accuracy, historical data retention, reproducibility, or market-research-grade sampling. Export and API access appear unavailable or unclear on lower tiers.
What the Cross-Platform Study Reveals About This Market
Questions This Section Answers
- What does the cross-platform study reveal about how AI citation intelligence platforms are positioned for market research?
- Which types of vendors dominate AI citation intelligence recommendations, and what does that mean for a buyer shortlisting platforms?
Three vendor archetypes dominate this ranking. The first is the purpose-built AI visibility platform: Profound, OtterlyAI, Peec AI, Omnia, and Goodie AI all market citation tracking as a core product rather than a feature. The second is the SEO suite with an AI visibility add-on: Semrush, Ahrefs, and SE Ranking each layer citation intelligence onto an existing rank-tracking and backlink business. The third is the data-platform entrant: DemandSphere Citation Analytics and Similarweb AI Citation Analysis both extend established measurement businesses into AI citation work, with BigQuery pipelines and AI referral traffic respectively as differentiators.
The ranking table rewards the first archetype. Profound, OtterlyAI, and Peec AI occupy three of the top five positions, and each was named by at least four platforms. The SEO-suite archetype is well represented but consistently described as architecturally secondary: Anthropic-reported evidence states that Semrush, Ahrefs, and SE Ranking were built for Google rank tracking and that their AI citation coverage, prompt intelligence, and sampling depth trail purpose-built AEO platforms [48]. .
Where the AI Platforms Agreed
Questions This Section Answers
- Where did the seven AI platforms agree on AI citation intelligence platforms for market research?
- Which capabilities did every platform treat as table stakes for AI citation intelligence?
The platforms agreed on several points that cut across vendor archetypes.
Profound belongs at or near the top. Six of seven platforms named it, and four placed it in the top three. No platform argued it was unsuitable for the use case; the disagreements were about tier limits and pricing transparency, not core capability.
Citation tracking must separate mentions from citations. Semrush's evidence explicitly separates AI mentions from citations and notes that 62% of AI citations occur without brand mentions [49]. Ahrefs separates pages that AI found from pages that AI cited [50]. SE Ranking separates brand mentions from links [51]. Peec AI classifies sources by type [52]. The distinction is treated as foundational across the field.
Prompt-based measurement is not a census. Multiple platforms flagged that results depend on prompt selection, platform behavior, answer variability, region, persona, date range, and sampling frequency, and that no vendor's figures represent all AI-generated answers [53]. .
Where the AI Platforms Disagreed
Questions This Section Answers
- Where did the seven AI platforms disagree on AI citation intelligence platforms for market research?
- Which ranked entity received the widest range of fit ratings, and what does that mean for a buyer?
Disagreements clustered in three areas.
Fit ratings diverged sharply for the same entity. Profound received strong ratings from openai, google, and grok, good ratings from anthropic and perplexity, and mixed ratings from deepseek and kimi. Goodie AI received strong from google, good from anthropic, mixed from openai and perplexity, and uncertain from deepseek, grok, and kimi. SE Ranking received good from openai and google but weak from kimi. The spread reflects different evidence access, not different rankings — the ranking table itself is fixed.
Engine coverage claims conflicted. Ahrefs' Grok status is described as supported in some materials and temporarily unavailable in current help documentation [56]. OtterlyAI's help content says it tracks six major AI search engines but lists seven entries because Claude is included, and pricing and product pages vary between four base engines, six or seven total engines, and different feature counts [57]. SE Ranking's coverage is described differently across pages, including whether all listed engines are available in every workflow [58]. .
How Buyers Should Choose
Questions This Section Answers
- How should a buyer choose among Profound, OtterlyAI, Semrush, Ahrefs, and Peec AI for AI citation intelligence in market research?
- What should a buyer check before choosing an AI citation intelligence platform for market research?
Start with the constraint that eliminates the most options, then work down.
If the constraint is budget and self-serve access: OtterlyAI at $29/month for Lite and $189/month for Standard is the lowest published entry point among the top five [59]. Peec AI at $95/month for Starter is the next step up with source-type classification included [60].
If the constraint is enterprise scale and multi-engine coverage: Profound's Enterprise tier lists up to nine answer engines with daily tracking, exports, API access, and unlimited seats [61]. Ahrefs All Platforms at $699/month covers six platforms with 2,500 Custom Prompt checks [62].
If the constraint is existing workflow: Semrush at $99/month per domain integrates with SEO, content, and site-audit workflows [63]. Ahrefs requires a base plan but connects to backlink, keyword, and site-audit data [62]. SE Ranking requires a base plan plus the AI Search add-on [64]. .
Methodology
This study used one standardized prompt sent once to each of seven AI platforms: openai, anthropic, deepseek, grok, perplexity, kimi, and google. The prompt asked which AI citation intelligence or market-research platforms the platform would recommend for a company that needs to identify which domains and pages are cited most often, which sources support competitor visibility, how citation architecture differs across companies, which source gaps exist, and how these patterns evolve.
The ranking order is based on platform mentions, then average listed rank, then best listed rank. Platform mentions count only ranking-discovery mentions — the number of platforms that named the entity while building the shortlist — not the number of platforms that later completed a fit assessment. All seven platforms evaluated fit, but only the ranking-discovery mentions count toward the mention totals in the consensus table.
The final ranking table is the sole authority for rank, platform mentions, platform share, average rank, and best rank. Entity evidence bundles are the authority for buyer fit, features, pricing, strengths, limitations, disagreements, and citations. Where a bundle contained a value conflicting with the ranking table, the ranking table governs.
Thirty-six unique entities were named across the seven platforms. Ten qualified by being named by at least two platforms. The remaining 26 were named by only one platform and are excluded from the ranking.
Methodology Limitations
One prompt, one pass. The study used a single standardized prompt sent once to each platform. AI answers can vary by date, wording, location, account state, model, interface, browsing configuration, and the sources retrieved. A different prompt or a second run could produce a different shortlist.
Platform mentions are not quality signals. Being named by six platforms means six platforms surfaced the entity for this prompt. It does not mean the entity is better than one named by two platforms, and it does not mean the entity performs as advertised.
Platform recommendations are market intelligence, not customer reviews. Nothing in this report is an independent customer review or proof of product quality. The platforms were asked what they would recommend; they answered from their own retrieval and generation processes.
Company-owned sources materially outnumber independent sources. Across the ten entity bundles, owned citations outnumber independent citations in most cases. Company claims are labeled as platform-reported or vendor-reported throughout and should not be read as independently verified.
Platform-reported research dates differ from the authoritative run date. The authoritative study date is 2026-09-18. Platform-reported dates are provenance metadata and do not independently prove freshness. Deepseek's bundle carries a platform date of 2026-06-01 for Profound and 2026-06-02 for Semrush, and several other bundles carry platform dates earlier than the run date. .
Final Verdict
Profound is the consensus leader for AI citation intelligence in market research, named by six of seven platforms with a best position of 1. It is the strongest fit for enterprise teams that need daily multi-engine citation tracking, source classification, competitor benchmarking, and exports or API access, provided the buyer validates sampling methodology, citation accuracy, raw-data access, plan scope, and custom Enterprise pricing before signing.
OtterlyAI and Semrush are the strongest alternatives for distinct buyer needs. OtterlyAI wins on published self-serve pricing and URL-level citation tracking at the lowest entry point. Semrush wins on integration with existing SEO, content, and site-audit workflows. Ahrefs and Peec AI round out the top five, with Ahrefs strongest for search-demand-based market benchmarking and Peec AI strongest for prompt-library citation analysis with source-type classification.
The bottom five — DemandSphere Citation Analytics, Similarweb AI Citation Analysis, Omnia, SE Ranking, and Goodie AI — each qualified by being named by two platforms. Each has a defensible niche: BigQuery pipelines, AI referral traffic linkage, daily geographic tracking, SEO-suite integration, and monitoring-to-optimization workflow respectively. Each also carries material verification gaps, and no buyer should treat any of them as a settled choice without confirming engine coverage, pricing, retention, and export terms directly.
Frequently Asked Questions
Which AI citation intelligence platform is best for market research in 2026?
Profound ranks first, named by 6 of 7 platforms at an average listed position of 2.5. OtterlyAI and Semrush tie for second at 5 mentions each. The best choice depends on the buyer's constraint: enterprise scale favors Profound, published self-serve pricing favors OtterlyAI, and existing SEO workflow favors Semrush.
How many platforms were studied?
Seven: openai, anthropic, deepseek, grok, perplexity, kimi, and google. One standardized prompt was sent once to each.
How many entities qualified for the ranking?
Ten of 36 unique entities named. The eligibility rule was being named by at least two platforms.
Does a higher platform mention count mean a better product?
No. Platform mentions count only ranking-discovery mentions. They measure how often an entity surfaced for this prompt, not product quality, and not the number of platforms that completed a fit assessment.
Why do some entities have conflicting prices in this report?
Because the official pages conflict. DemandSphere's pricing page and FAQ disagree on the entry price. Ahrefs' pages disagree on whether Brand Radar starts at $50/month, $199/month, or requires a base subscription. Profound's current pricing page shows Trial and Enterprise while a search-result extract referenced Starter and Growth. This report preserves the conflict and tells buyers what to verify. .
Consolidated Sources
Company-Owned Sources
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- Ahrefs Brand Radar Methodology: https://ahrefs.com/blog/?p=192393
- How To Choose the Right Ahrefs Plan in 2026: https://ahrefs.com/blog/ahrefs-pricing/
- The conference for marketers ready to win in 2026: https://ahrefs.com/blog/brand-radar-methodology/
- How to Track AI Overviews: https://ahrefs.com/blog/how-to-track-ai-overviews/
- Ahrefs Brand Radar: See ANY brand’s AI visibility: https://ahrefs.com/brand-radar
- Ahrefs Custom Prompts: https://ahrefs.com/custom-prompts
- Ahrefs FAQ: https://ahrefs.com/faq
- Ahrefs pricing: https://ahrefs.com/pricing
- Similarweb AI Search Intelligence: https://aisearch.similarweb.com/
- Track AI Brand Visibility | Similarweb: https://aisearch.similarweb.com/ai-brand-visibility/
- AI Citation Checker: Track & Analyze AI Answer Sources: https://aisearch.similarweb.com/ai-brand-visibility/citation-analysis/
- How to Perform AI Citation Analysis: Guide & Template: https://aisearch.similarweb.com/blog/ai-citation-analysis/
- What Is AI Citation Share & Why Does It Matter for GEO: https://aisearch.similarweb.com/blog/ai-citation-share/
- Citany — AI Brand Visibility Monitor Across 8 AI Engines: https://citany.com/
- How CiteScore compares to AI visibility tools and SEO suites: https://citescore.ai/
- Citingly — AI Brand Intelligence Platform: https://citingly.com/
- Welcome to Peec AI - Peec.ai Docs: https://docs.peec.ai/
- Intro to Peec AI: https://docs.peec.ai/intro-to-peec-ai
- Peec.ai Docs llms.txt research links: https://docs.peec.ai/llms.txt
- Answer Engine Insights - Profound docs: https://docs.tryprofound.com/rest-api/examples/answer-engine-insights
- Introduction | Omnia Docs: https://docs.useomnia.com/
- MCP Overview | Omnia MCP: https://docs.useomnia.com/mcp
- About Brand Radar | Help Center - Ahrefs: https://help.ahrefs.com/en/articles/11064852-about-brand-radar
- What is Brand Radar, and how to use it?: https://help.ahrefs.com/en/articles/11064852-what-is-brand-radar-and-how-to-use-it
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- How often does OtterlyAI check AI search engines?: https://help.otterly.ai/monitoring-interval
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- How to use AI Results Tracker: Competitors: https://help.seranking.com/hc/en-us/articles/23364631141404-How-to-use-AI-Results-Tracker-Competitors
- How to use AI Results Tracker: Sources: https://help.seranking.com/hc/en-us/articles/23364915854364-How-to-use-AI-Results-Tracker-Sources
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- Citation Pages: https://help.tryprofound.com/articles/9456412811-citation-pages
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- Official pricing and terms source: https://otterly.ai/terms
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- Peec AI - AI Search Analytics for Marketing Teams: https://peec.ai/ai-instructions
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- Peec AI Agency Pricing: Plans Built for Multi-Brand Tracking: https://peec.ai/pricing-agencies
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- SE Ranking — AI Results Tracker / Generative Engine Optimization: https://seranking.com/ai-results-tracker.html
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- AI Search Visibility Tool: https://seranking.com/ai-visibility-tracker.html
- Official pricing and terms source: https://seranking.com/api-pricing.html
- Getting API access: https://seranking.com/api/how-to-get-api/
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- How to Access and Analyze Historical SEO Data: https://seranking.com/blog/historical-data/
- Generative Engine Optimization Tool: https://seranking.com/generative-engine-optimization-tool.html
- Subscription: https://seranking.com/subscription.html
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- Ahrefs Brand Radar: See ANY brand's AI visibility: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGM8w-1pgAy1PcJ-oy1P6D6YQ63dye8ZGRUv8WmdVrSdlNjVNecroGSRhwWNrX9zYdkcIdkCEb3dbfphC434w0bPjSWz-rdrL3GXz8Fpw-Ryn9YAL8=
- AI Visibility Toolkit: Boost Brand Visibility in AI Search - Semrush: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHckDL1sRHiZyOnWfakh2KByP5mhC3KbWHIKsHdES2K5cHV6aMgPYgMXfUt2bgXzRdrCe_aamVDcSh_oPFiww-jeaGw6VolpU4mnUny1lKC-xLSHp1o5hitUXVOMVeT174eUzQXRDJPyhZz1A==
- Ahrefs Brand Radar Methodology: How we collect and model AI visibility data: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHIDcwrjTf1jLWqVHZ26U8wco1GDwTVgxlf49EmkCESgJe4CZI7kTahWF4nX19BF-x8SgDWqvHvG-OLa45OW5dNjkpN_plkr8BsGvyhi78G2ItAC-lPuEDBSOIHVRacwoJ5RSX2mKM=
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- DemandMetrics for GenAI - LLM Visibility & AI Search Analytics | DemandSphere: https://www.demandsphere.com/platform/demandmetrics-genai/
- AI Search Visibility - Track Your Brand Across 10+ LLMs | DemandSphere: https://www.demandsphere.com/platform/demandmetrics-genai/ai-visibility/
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- Pricing - Plans for Every Team Size: https://www.demandsphere.com/pricing/
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- Search Automation - DemandSphere: https://www.demandsphere.com/solutions/automation/
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- Terms of Use: https://www.higoodie.com/terms-of-use
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- AI Visibility Metrics: https://www.semrush.com/kb/1594-ai-seo-metrics
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- Semrush AI Visibility Features: https://www.semrush.com/kb/1626-ai-visibility-features
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- Semrush Pricing: https://www.semrush.com/pricing/
- AI Visibility Toolkit Pricing: https://www.semrush.com/pricing/ai/
- Official pricing and terms source: https://www.semrush.com/pricing/seo-ai-search/
- Your Semrush Questions, Answered: https://www.semrush.com/semrush-questions/
- Get your brand recommended by AI: https://www.semrush.com/solutions/ai-visibility/
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- Who Shapes AI Answers? Introducing Enhanced Citation Categories: https://www.tryprofound.com/blog/who-shapes-ai-answers
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- Pricing - Profound: https://www.tryprofound.com/pricing
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- 5 Best AI Visibility Tools for Enterprises in 2026: https://aitlas.shiprocket.in/blog/best-ai-visibility-tools
- Semrush AI Visibility Toolkit Review (2026): Hands-On Test, Pricing & Verdict: https://aitoolrush.com/reviews/semrush-ai-visibility-toolkit
- Goodie AEO Platform: Scope, Service and Claims (2026): https://aitoolsmarketer.com/goodie/
- How to Execute a Complete AI Visibility Audit with Semrush One: The 2026 Framework: https://almcorp.com/blog/ai-visibility-audit-semrush-complete-guide/
- Profound AI Review 2026: Worth $499/Month?: https://authoricy.com/blog/profound-ai-review
- Goodie AI Review: What the GEO Platform Actually Does: https://bermawy.com/blog/goodie-ai-geo-platform-review
- Goodie AI Review: Official Pricing, Features & Best Alternatives: https://bestgeosoftware.com/tools/goodie-ai/
- SE Ranking AI Visibility Tracker: Powerful Agency Guide: https://bullseyeinternet.com/put-the-se-ranking-ai-visibility-tracker-to-work-for-your-agency/
- Omnia: Details, Reviews, Pricing, & Features: https://checkthat.ai/brands/omnia
- Omnia Alternatives: Top AEO Competitors Compared: https://checkthat.ai/brands/omnia/alternatives
- Similarweb Pricing 2026: Plans & Costs Explained: https://checkthat.ai/brands/similarweb/pricing
- What Does Goodie AI Actually Cost Per Answer?: https://cite.solutions/blog/goodie-ai-what-it-costs-per-answer
- AI Citation Architecture Agency | CiteWorks Studio: https://citeworksstudio.com/resources/ai-citation-architecture-agency
- Otterly.AI Review: Features, Pricing & Alternatives (2026) - ColdIQ: https://coldiq.com
- Ahrefs Brand Radar Review (2026): https://connorkimball.com/blog/ahrefs-brand-radar-review-pricing-competitor-comparison/
- Ahrefs Brand Radar Review 2026: Features, Pricing, and Who It's Really For: https://dageno.ai/blog/ahrefs-brand-radar-review
- Goodie AI Review 2026: Features, Pricing, and Alternatives: https://dageno.ai/blog/goodie-ai-review
- The Case For and Against Goodie AI in 2026: https://defendmyrep.com/tools/goodie-ai/
- Goodie AI Review (3.5/5): Pricing, Features & Verdict 2026 - DigiJaws: https://digijaws.com/reviews/goodie-ai-review/
- SE Ranking Review (2026): Pricing, AI Tracker & an Agency's ...: https://digitalreach.co/se-ranking-review/
- Peec AI review: citation tracking for competitive intelligence: https://discoveredlabs.com/blog/peec-ai-review-citation-tracking
- Profound AI Visibility Tool: Deep Dive Review for B2B SaaS Teams: https://discoveredlabs.com/blog/profound-ai-visibility-tool-review
- SE Ranking Review 2026: AI Search Tracking, Pricing and Agency Limits: https://diyai.io/ai-tools/seo/reviews/se-ranking-review/
- Profound Review (2026): Is the Enterprise AI Visibility Tool Worth It?: https://dupple.com/learn/profound-review
- Goodie AI Review 2026: Eleven Said, Three Sold | EchoWi: https://echowi.ai/blog/goodie-review/
- Semrush AI Visibility Toolkit vs SE Ranking AI Search Toolkit: https://explodingtopics.com/blog/semrush-ai-seo-vs-se-ranking
- Ahrefs Launches Custom AI Prompt Tracking: https://finance.yahoo.com/news/ahrefs-launches-custom-ai-prompt-051600618.html
- DemandSphere - AI Tool, Features, Use Cases & Alternatives | Findings24: https://findings24.com/products/demandsphere
- Profound Review 2026: Is the Enterprise AEO Tool Worth It?: https://fixaeo.com/blogs/profound-ai-review/
- My Peec AI Review for AI Search Visibility [Updated August 2026]: https://generatemore.ai/blog/peec-ai-review
- My SE Ranking Review for AI Search Visibility: https://generatemore.ai/blog/se-ranking-ai-visibility-review
- 11 Best GEO Tools in 2026: We Tested & Ranked Them: https://geoptie.com/blog/best-geo-tools
- 8 Best Goodie AI Alternatives for 2026 - Geoptie: https://geoptie.com/blog/best-goodie-alternatives
- Peec AI Review 2026: Pricing & Engine Limits - Geoptie: https://geoptie.com/blog/peec-ai-review
- Semrush AI Visibility Toolkit Pricing (2026): Real Cost | Geotally: https://geotally.ai/blog/semrush-ai-visibility-toolkit-pricing
- Ahrefs Brand Radar pricing (2026): plans, entry cost, alternatives: https://geotoolstack.com/pricing/ahrefs-brand-radar/
- Semrush AI Visibility Toolkit pricing (2026): plans, entry ...: https://geotoolstack.com/pricing/semrush-ai/
- Semrush AI Visibility Toolkit Pricing 2026: https://getintel.ai/blog/semrush-ai-visibility-toolkit-pricing-2026/
- Profound Review 2026: Does This Enterprise GEO Platform Deliver?: https://getmint.ai/resources/profound-review
- Semrush Review: Is the AI Visibility Toolkit Enough for 2026?: https://getmint.ai/resources/semrush-review
- Best Goodie AI Alternatives for AI Visibility Monitoring | GrackerAI: https://gracker.ai/blog/best-goodie-ai-alternatives
- Profound AI Review 2026: Features, Pricing, Pros, Cons & ...: https://indexly.ai/blog/profound-ai-review/
- Best Semrush AI Visibility Toolkit Alternatives (2026): Engines, Pricing & Citations Compared: https://insightwonder.com/alternatives/semrush-ai-toolkit/
- Best Similarweb AI Search Alternatives in 2026 - LLM Pulse: https://llmpulse.com/similarweb-ai-search-alternatives-2026/
- List of Every AI SEO Tool: 200+ AEO, GEO & LLMO ...: https://llmrefs.com/blog/ai-seo-tools-list
- Semrush AI Visibility Index: 126M Prompts, Citation Gap: https://machinerelations.ai/research/semrush-ai-visibility-index-126-million-prompts-citation-authority-2026
- Profound AI Visibility: What It Misses: https://maintouch.com/blogs/profound-ai-review-citations-limits
- SE Ranking Review (2026): Pricing, Features & Alternatives: https://maxaeo.ai/ai-tools/tool/se-ranking/
- Goodie AI Review 2026: Features, Pricing, and Where It Fits in Your AI Search Stack - MaxAEO Blog: https://maxaeo.ai/blog/goodie-ai-review-2026-features-pricing-and-where-it-fits-in-your-ai-search-stack/
- Otterly's Real Cost (Beyond the $29 Sticker, 2026) | Naridon: https://naridon.com
- Ahrefs Brand Radar Review 2026: Is It Worth $828/Month?: https://nboundmarketing.com/research/ai-visibility/ahrefs-brand-radar/
- Semrush AI Visibility Toolkit Review 2026 | NBound Research: https://nboundmarketing.com/research/ai-visibility/semrush-ai-visibility/
- Profound vs Goodie AI: Which AEO Platform Owns the Data Advantage in 2026?: https://nicklafferty.com/blog/profound-vs-goodie-ai/
- SE Ranking Review 2026: We Tested the Full SEO Suite: https://organikpi.com/blog/reviews/se-ranking-review/
- Profound Case Study: Winning AI Search Citations | Parallel: https://parallel.ai/blog/case-study-profound
- Goodie AI Review 2026: Pricing, Features, and Better Alternatives | PikaSEO: https://pikaseo.com/articles/goodie-ai-review
- Similarweb launches AI citation analysis framework as zero-click searches rise: https://ppc.land/similarweb-launches-ai-citation-analysis-framework-as-zero-click-searches-rise/
- Best AI Citation Tracking Tools 2026: 11 Platforms Reviewed: https://presenc.ai/research/best-ai-citation-tracking-tools-2026
- Best SE Ranking Alternative for AI Visibility in 2026 - RankScope: https://rankscope.ai/blog/se-ranking-alternative
- Goodie AI - RevOps Tools: https://revops.tools/goodie-ai/
- Peec revenue, funding & news: https://sacra.com/c/peec/
- All 35 Ahrefs Features Tested: https://searchatlas.com/blog/ahrefs-features/
- SEORCE vs DemandSphere: two AI-forward platforms, one key difference: https://seorce.com/comparisons/seorce-vs-demandsphere/
- What is Profound? A Detailed Guide to the Enterprise AI Search Platform: https://simaia.co/resources/what-is-profound-a-detailed-guide-to-the-enterprise-ai-search-platform
- 10 Best AI Citation Tracking Tools in 2026: Ranked & Compared: https://slatehq.com/blog/best-ai-citation-tracking-tools
- Best GEO Tools for AI Search Optimization: https://storychief.io/blog/best-geo-tools
- Citation Gap Analysis: GEO Definition: https://sunilpratapsingh.com/glossary/citation-gap-analysis
- Madrid's Omnia secures €3.5M to boost brand visibility across ChatGPT, Perplexity, and Google AI — TFN: https://techfundingnews.com/omnia-ai-search-visibility-platform-funding/
- SE Ranking (AI Visibility module) review — pricing, features, alternatives: https://theanswerenginereport.com/tools/se-ranking
- Peec AI doubles its valuation betting GEO is the new SEO: https://thenextweb.com/news/peec-ai-200m-valuation-geo-ai-search
- Similarweb Review 2026: Pricing, Data Accuracy and AI Search Tracking | ToolChase: https://toolchase.com/tool/similarweb/
- Goodie AI — Answer Engine Optimization Platform: https://tooldirectory.ai/tools/goodie-ai
- Otterly.AI Pricing 2026: Plans, Limits and True Cost | Trakkr: https://trakkr.ai/reviews/otterly-review/pricing
- Peec AI Pricing: Plans, Prompt Limits & Agency Credits: https://trakkr.ai/reviews/peec-review/pricing
- Profound Review 2026: Features, Limits and Verdict: https://trakkr.ai/reviews/profound-review
- Semrush Review (2026) - AI Visibility Toolkit, Pricing, and ...: https://trakkr.ai/reviews/semrush-review
- Semrush AI Visibility Pricing 2026: Plans, Limits and True Cost: https://trakkr.ai/reviews/semrush-review/pricing
- SE Ranking AI Search Features: Tracker, SE Visible & SEO Suite: https://trakkr.ai/reviews/seranking-review/features
- SE Ranking AI Search Limitations: Add-Ons, Suite Weight & Coverage: https://trakkr.ai/reviews/seranking-review/limitations
- Best AI Citation Tracking Tool for SEO Teams Reviewed - Vergrank: https://vergrank.com/best-ai-citation-tracking-tool-for-seo-teams/
- Ahrefs Brand Radar: AI visibility vendor profile | GEO Compass - Deepak Gupta: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQE2Su0uVSLKKRmzzlFRy_SqE6dxusaDwBzUC3mt-cci3qGSIWnioqyva2zoTuAgywiN4DsXoYKvr2z5dI6o9a_HZXstvZvIMghEBdrZTbKV8EcVauuFz9S17KDn42cT7GCR3ES1_K218WZI2mfNj8O-HmqzY40=
- Goodie AI Review (3.5/5): Pricing, Features & Verdict 2026: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEGZlhgiPhrdWLxZBUQ3eiEbOMCevvw32OcMDZDmZkysB7Oey3oqkdNwnvEpyvcGJfM65V_BVWZVdkADAs3dzctVOgfGceD-8ZWlr3JTC2WnxKBxsaQgPUSn1YKQ4_WXW7K-fc-
- Ahrefs Brand Radar Review & Alternatives (2026): Is It Worth the Price?: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEtHorlDn6CUL-IsRzrj8xbNCjQEhOH-H1KKocb3GioObkwbWKXnWCSxZU-pdqinHPGr9YSGfcJn3FG1IzanEBwev2KpXcqeF_rJF6iTtmLNwpcnrBc1urM8Obpz3pZsimdP4H9PeQOV0ULP-soEtDoad-zued8LVd5pAf9sU_0cb8FSTWUCju6D6MbeslOJg==
- Semrush AI Visibility vs Ahrefs Brand Radar vs RadarKit: Best AI Search Platform in 2026?: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEuIP7FUmeGqFRLPLhiWkEDKLe8c5Mo5zQMPEjDx-FBiQ3PaD-X3ZR9InTCTYB_j4n1fkjxtoGXSx9yE_UInfJoOTVvJ_hDhOQw404oIyqcf3HLfBICAV_x0FpVI_a-ix7X
- Goodie AI Review: What the GEO Platform Actually Does: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFEmuSvDA30mBjvL5ZftORS5hDiqaA-yWTmm1gF2bn2mNZlhSoK9KKN7S_RrNHjgQpBlScGnfQzGfOK_pSd_oB352yPDJt_XI8ekSF7Bw7zEvxvGZL0igmHnNTv-JztZ6DXwYU-QDILXI-8618=
- Semrush AI Visibility Toolkit Review 2026 | Features, Pricing, Best For: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFT04zXx5argi-2XtIZhqvBYmSGHW5DYWmaOV3neflTxm5L8bMRFpAaOnIVsN5Lekv5K7Q06VrpmXBoTinCdMVGVWPAAJCLm2ZXPBMQHcpN6dNETv8Zmka6K6S9PgYlMQ==
- The NEW Semrush AI Visibility Toolkit Is INSANE!: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQG1llh6WNnBNK7ZvLDf0TMseFkuSgA9dXWWccj70Q-WjgOmuWnOxoSdhPxeKUO9LUo1mKhFlwGjuMjhQ7K64KqO69wU023ZJyK402_0Zt8JG01T7eMWMgEdwOWjpwyjJPAA
- Goodie AI Review: Features, Pricing, and Better Alternative…: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGgodOhXuAjlWA02G-1ZZVtR6xX_xVGg_cuR4cpVr55owudZLXwX4LfB_rNxlBeKnQi0JH9VKtux5vFz0Hyea92qdy5fmX1j7dJCWY22O9X3PXCcOXgZBLFZ-TbUdVTepCnzA==
- Goodie AI Review: What the GEO Platform Actually Does: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGi4eAMdoY_Y0SSbDKAKu7CjqXckvHWS40KSN6AooTK6qQFN_1g5ss-q0drNxkoywve2okXnVVah0FTE4Y2a1p6izWzZ6aNyWAYxvu1RelB8oQMcWM1yzEap6718P8v5zOJXui0Z5eVUlxIkTE=
- AEO Engine vs Goodie AI: Platform Insights vs Shipped Fixes: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHnHis7DVcs33ISPFMRkCk4XzOExJ4IExLNMqh9ztn4MWqeXw_K-9MrcXGauOHrt1puBkLhSNadm08ges9CQfPcEkWbCJi_9KDyl6Or4odNk4SkSb97DbM=
- Ahrefs Brand Radar Review 2026: AI Visibility, Pricing & Best Agency Alternative: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHZPFzrL-VULBvPioVQSMAls6Ev8t6R5TiOHwDMJBP2Ds7rWk5Wk2m368H5h-0M0rpgwFRPIyQZaiPTued6u6MejPFKvwsKB-I1Plw2qBqqx50kJiJNb8klGYKMvFk4Lg==
- Omnia review 2026: what the offer promises, what the numbers show | Citeme: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHzTvgcZYxb1YabBo8byaCkdaNLylDWiQD5HO6fEDvFJzkJGmiF5H7dOTbJuAPnR3ieLX6uvm4QdIt4b9SYpFReXdNTg0Q9QAc9gdwSag3sfq4swCtDsKAz7s2qODL1ms07w6U=
- Goodie AI Alternatives in 2026: Top AI Visibility Tools Comparison: https://writesonic.com/blog/goodie-ai-alternatives
- Goodie AI Review: Features, Pricing, and Better Alternatives: https://writesonic.com/blog/goodie-ai-review
- Peec AI Review: Is It Worth Investing?: https://writesonic.com/blog/peec-ai-review
- Top 8 AI Citation Tracking Tools in 2026: https://wrodium.com/blogs/top-8-ai-citation-tracking-tools-in-2026
- AI Citation Gap Analysis: Find the Sources Competitors Win | AEO Table: https://www.aeotable.com/en/blog/ai-citation-gap-analysis
- Best AI citation tracking tools for content leaders in 2026: https://www.airops.com/blog/ai-citation-tracking-tools
- Peec AI Review - AI Search Visibility Tool & Platform: https://www.aisearchvisibility.com/product-review-peecai
- Omnia Review 2026 - Score: 9.6/10 | AI Visibility Ranking: https://www.aivisibilityranking.com/platforms/omnia
- Best AI Visibility Tracking Tools 2026 - Independent Ranking & Comparison | AI Visibility Ranking: https://www.aivisibilityranking.com/tools/ai-visibility-tracking
- Best AI Citation Tracking Tools in 2026: 6 Tools Compared: https://www.analyticsinsight.net/artificial-intelligence/best-ai-citation-tracking-tools-in-2026
- Best Generative Engine Optimization (GEO) Tools in 2026: https://www.botric.ai/blog/best-geo-tools
- Ahrefs Launches Custom AI Prompt Tracking for Brand Visibility: https://www.businesswire.com/news/home/20260120714417/en/Ahrefs-Launches-Custom-AI-Prompt-Tracking-for-Brand-Visibility
- Competitor Analysis with Ahrefs: A Step-by-Step SEO Gap Analysis Workflow: https://www.capconvert.com/learn/blog/competitor-analysis-with-ahrefs-a-step-by-step-seo-gap-analysis-workflow
- Peec AI Software Pricing, Alternatives & More 2026: https://www.capterra.com/p/10030058/Peec-AI/
- Goodie Software Pricing, Alternatives & More 2026 | Capterra: https://www.capterra.com/p/10031221/Goodie/
- OmniSEO Software Pricing, Alternatives & More 2026 | Capterra: https://www.capterra.com/p/10037355/OmniSEO/
- Ahrefs for AI Visibility: Brand Radar Review: https://www.ekamoira.com/blog/ahrefs-for-ai-visibility-brand-radar-review-what-it-still-can-t-track-2026
- Ahrefs Brand Radar Alternatives & Review: Is It Worth It? (2026): https://www.ewrdigital.com/blog/ahrefs-brand-radar-review-alternatives-pricing-comparison
- Ahrefs review coverage: https://www.g2.com/products/ahrefs/reviews
- Omnia Pricing 2026: https://www.g2.com/products/omnia-omnia/pricing
- Peec AI Pricing 2026: https://www.g2.com/products/peec-ai/pricing
- Profound company profile: https://www.g2.com/products/profound/reviews
- SE Ranking review coverage: https://www.g2.com/products/se-ranking/reviews
- Profound Reviews & Ratings 2026: https://www.gartner.com/reviews/product/profound-645144496
- Otterly.AI Review & Pricing 2026: The $29 Entry Point: https://www.get-ryze.ai/blog/otterly-ai-review-pricing-2026
- Semrush AI Visibility Pricing in 2026: $99 per Domain, Explained: https://www.get-ryze.ai/blog/semrush-ai-visibility-pricing-2026
- Otterly AI Citation Analysis Review - AI Visibility Tracking Assessment: https://www.getaiso.com/evaluate-otterly-ai-citation-analysis
- Profound AI Citation Analysis Review - AI Visibility Metrics Evaluation: https://www.getaiso.com/evaluate-profound-ai-citation-analysis
- Semrush Review: Is the AI Visibility Toolkit Enough? (2026): https://www.getmint.ai/blog/semrush-review
- Semrush AI Visibility Toolkit: What It Does, Pricing and Alternatives: https://www.honeyb.ai/blog/semrush-ai-visibility-toolkit
- Peec AI review: My honest thoughts about this AI tracker: https://www.marketermilk.com/blog/peec-ai-review
- OtterlyAI Review: Best AI Search Monitoring Tool in 2026?: https://www.marketing91.com/otterlyai-review/
- How to do AI Competitor Research to Earn More Citations: https://www.optimizegeo.ai/blog/ai-competitor-research
- Ahrefs Brand Radar review for agencies (2026): https://www.rankability.com/blog/ahrefs-brand-radar-review/
- Profound AI review for agencies (2026): https://www.rankability.com/blog/profound-ai-review/
- Ahrefs Review 2026: Features, Pricing & Honest Assessment: https://www.rankmax.com.au/seo-tools/ahrefs
- What is Similarweb: The Full Guide: https://www.rankranger.com/blog/what-is-similarweb-full-guide
- AI visibility tooling coverage: https://www.searchenginejournal.com/
- Goodie AI Reviews 2026: Pricing, Features & More: https://www.selecthub.com/p/seo-software/goodie-ai/
- AI Citation Gap Analysis: Step-By-Step Guide & Template | Similarweb: https://www.similarweb.com/blog/marketing/geo/citation-gap-analysis/
- Goodie 2026: Benefits, Features & Pricing: https://www.softwareadvice.com/product/529987-Goodie/
- SE Ranking AI Visibility Tracker Alternatives (2026): https://www.therankmasters.com/insights/seo-tools/se-ranking-ai-visibility-alternatives
- SE Ranking AI Visibility Tracker Review 2026 - Analyze AI: https://www.tryanalyze.ai/blog/se-rankings-ai-visibility-tracker-review
- Semrush AI Visibility Toolkit review: what it gets right (and wrong): https://www.tryprofound.com/blog/semrush-ai-visibility-toolkit-review
- AEO Tool Comparison: Transparent Ratings for AI Search ...: https://www.womenintechseo.com/knowledge/ai-search-visibility-tool-comparison/
- Peec.ai Review & Tutorial 2026 — Full Beginner's Guide: https://www.youtube.com/watch?v=1O0U0oemB84
- What Is AI Saying About Your Brand? Otterly.AI Full Walkthrough: https://www.youtube.com/watch?v=zAxYOtn6NGQ
Other Sources
- goodie.ai for sale: https://goodie.ai/
- DemandSphere Reviews, Pricing & Ratings | GetApp NZ 2026: https://www.getapp.co.nz/software/90963/ginzametrics
- https://www.onsomble.ai/tools/ai-radar/goodie-ai: https://www.onsomble.ai/tools/ai-radar/goodie-ai Explore more ai search audits market intelligence guidance in the category directory.
Platform-by-platform recommendations
Numbers show recorded recommendation position. A dash means no qualifying recommendation was recorded in a usable response. Unusable responses are not negative votes.
| Platform | Profound | OtterlyAI | Semrush | Ahrefs | Peec AI | DemandSphere Citation Analytics | Similarweb AI Citation Analysis | Omnia | SE Ranking | Goodie AI |
|---|---|---|---|---|---|---|---|---|---|---|
| ChatGPT | #6 | #5 | #4 | #3 | #1 | — | — | — | — | — |
| Claude | #1 | #5 | #4 | #8 | — | #3 | #2 | #10 | — | — |
| DeepSeek | #3 | #5 | #1 | #2 | #4 | — | #9 | — | #8 | #10 |
| Grok | #2 | #5 | #4 | #1 | #3 | — | — | — | — | — |
| Perplexity | #2 | #1 | — | — | — | — | — | — | — | #8 |
| Kimi | — | — | — | — | — | #3 | — | — | — | — |
| Gemini | #1 | — | #8 | — | #6 | — | — | #5 | #9 | — |
Verify this research
Review the study details behind this page or download the public machine-readable verification record.
- Study date
- September 18, 2026
- Platforms analyzed
- 7
- Candidates reviewed
- 36
- Qualified finalists
- 10
Research trail and source mix
Configured platforms
openai, anthropic, deepseek, grok, perplexity, kimi, google
Source mix
316 total · 150 independent · 161 company-owned · 5 unclear
Evidence support
211 direct · 52 partial
Important limitation
Exactly 7 platforms were included in this run: openai, anthropic, deepseek, grok, perplexity, kimi, google. The configured source value 7 is provenance only and must never be described as the number of platforms studied.
Source snapshot SHA-256 2bb8c174a76e1580c25945add2a54a5028eb9e6acfd375ea06f8d1d52254109a