Best ChatGPT Visibility Tracking Tools

Answer Capsule

Profound is the consensus leader for ChatGPT visibility tracking in this 7-platform study, named by 6 of 7 platforms (85.7% share) with an average listed position of 2.33 and a best position of 1. Otterly ties on mentions (6 of 7, 85.7%) but ranks lower on average position (5.67), making it the strongest low-cost alternative for small and midsize teams. Peec AI and Semrush AI Visibility Toolkit tie at 4 mentions each (57.1%) and an average position of 3.25, serving buyers who want multi-engine monitoring or an existing SEO suite. The study sent one standardized prompt once to each of 7 included platforms (openai, anthropic, deepseek, grok, perplexity, kimi, google) and qualified 9 entities named by at least two platforms. The principal limitation: platform answers are market intelligence, not independent customer reviews, and several entities show conflicting pricing, plan names, and capability claims that buyers must verify directly.

Research Snapshot

• Topic: ChatGPT visibility tracking tools — software that measures how frequently a brand, its products, and its competitors appear in ChatGPT responses across commercially important prompts.
• Target buyer: Companies that specifically need to monitor or improve visibility in ChatGPT responses, including marketing, SEO, content, PR, and brand teams, plus agencies managing multiple brands.
• Platforms included: openai, anthropic, deepseek, grok, perplexity, kimi, google (7 platforms).
• Research date: 2026-09-19 (the authoritative run date; platform-reported dates are provenance metadata and do not independently prove freshness).
• Number of unique entities named: 37.
• Number of qualifying entities: 9.
• Eligibility rule: named by at least two platforms during ranking discovery.
• Geography: United States.
• Ranking unit: software tool or content optimization platform.

Platform mentions in this index count only ranking-discovery mentions. They do not represent the number of platforms that later completed a fit assessment, and they are not a measure of product quality.

The Consensus Ranking

Questions This Section Answers

• What are the best ChatGPT visibility tracking tools in 2026 based on a 7-platform AI consensus?
• Which ChatGPT visibility tracking platform was named by the most AI platforms, and how many mentions did it receive?
• Which ChatGPT visibility tracking tools qualify for a shortlist if a buyer requires at least two independent platform mentions?

The table below is the authoritative ranking for this study. Order is determined by platform mentions, then average listed rank, then best listed rank. It is reproduced exactly as calculated and is not recalculated here.

Which Option Is Best for Which Version of the Buyer Need?

Questions This Section Answers

• Which ChatGPT visibility tracking tool should a buyer choose if they need enterprise governance features like SSO and audit logs?
• Is Otterly or Profound better for a small team tracking fewer than 50 prompts on a tight budget?
• Which ChatGPT visibility tracking platform is best for a company that already pays for Semrush or SE Ranking?

Different buyers need different things from the same category. The table below maps buyer situations to the ranked entities whose evidence best matches that situation. It does not change the ranking order.

1. Profound

Questions This Section Answers

• Is Profound worth it for ChatGPT visibility tracking, and what are its main drawbacks?
• Which Profound plan should a buyer choose for ChatGPT-only monitoring versus multi-engine coverage?
• What should a buyer verify before signing Profound's annual contract?

Profound is the consensus leader in this study, named by 6 of 7 platforms with an average listed position of 2.33 and a best position of 1. It is a purpose-built AI visibility platform whose Starter tier explicitly covers ChatGPT-only monitoring, making it the most directly aligned option for the exact use case in this index.

Why it ranked here. Profound received more first-place rankings than any other entity: openai, anthropic, deepseek, grok, perplexity, and google all named it, with five of those six placing it at rank 1. Only kimi ranked it low (9), citing failed official-site retrieval and unverified identity. That single dissenting rank pulls the average to 2.33 but does not change the top position.

Best suited for. Enterprise and mid-market marketing, SEO, content, PR, and brand teams measuring visibility across controlled prompt sets. Companies that need recurring recommendations, citations, competitive comparisons, and longitudinal reporting rather than occasional manual ChatGPT checks. Organizations willing to pay for a specialized SaaS platform and potentially negotiate custom Enterprise terms.

Main strengths for this use case. Starter explicitly includes ChatGPT tracking with 50 tracked prompts, and Profound states that it runs structured prompts daily and analyzes brand visibility, ranking, sentiment, competitive presence, and citations ^[1]. The platform starts with recommended industry prompts and allows users to edit, disable, or add prompts ^[1]. Growth tracks three answer engines identified on the public pricing page as ChatGPT, Perplexity, and Google AI Overviews; Enterprise advertises up to nine answer engines and multiple companies tracked ^[1]. Enterprise publicly lists dedicated Slack support, SSO/SAML, SOC2 compliance, multiple-company tracking, and tailored prompt plans ^[1]. Anthropic's evidence adds that Profound tracks ChatGPT directly from browser-captured responses rather than API, at daily frequency, with visibility scores and share-of-voice metrics ^[2].

Main limitations. Starter is limited to 50 prompts and ChatGPT only, so it may be insufficient for large catalogs, many markets, or statistically broader monitoring ^[1]. Growth costs substantially more than Starter and adds answer-engine coverage a ChatGPT-only buyer may not need ^[1]. Enterprise pricing, exact prompt limits, data retention, API terms, and overage costs are not publicly disclosed ^[1]. Public materials do not clearly establish how ChatGPT browsing, model versions, personalization, location, logged-in state, or response volatility are handled ^[1].

2. Otterly

Questions This Section Answers

• Is Otterly worth it for ChatGPT visibility tracking, and what are its main drawbacks?
• Which Otterly plan should a buyer choose if they need to track more than 15 prompts?
• What should a buyer verify about Otterly's sentiment tracking and data refresh before purchasing?

Otterly ties Profound for the most platform mentions (6 of 7, 85.7%) but lands at rank 2 because its average listed position is 5.67 versus Profound's 2.33. It is the strongest low-cost entry point in this index, with a published Lite plan at $29/month that includes ChatGPT tracking.

Why it ranked here. Otterly was named by deepseek, google, grok, kimi, openai, and perplexity. Its ranks varied widely: grok placed it at 2, openai and perplexity at 4, deepseek at 5, google at 9, and kimi at 10. The wide spread reflects genuine disagreement about whether a 15-prompt Lite plan is a real product or a testing allowance.

Best suited for. Small and midsize marketing or SEO teams monitoring a defined set of commercial prompts. Teams wanting ChatGPT citation and competitor tracking alongside other AI search engines. Buyers needing recommendations and exports without purchasing a broader enterprise SEO suite.

Main strengths for this use case. Otterly states that it monitors ChatGPT by running tracked prompts through the ChatGPT web interface and analyzing captured responses, with daily monitoring across supported engines ^[3]. The platform includes a Recommendations area with prioritized suggested actions, a to-do workflow, notes, and archived recommendations ^[4]. It reports brand mentions, citation links, citation sources, and competitor citation gaps, and citation reports can be exported as CSV ^[5]. Anthropic's evidence adds that Otterly tracks how brands are recommended across AI engines (enthusiastic, caveat, dismissed) as core sentiment analysis available across all tiers starting at Lite ^[6]. The official pricing page confirms pricing starts at $29/month with a free trial [e2:official:C1].

Main limitations. The Lite plan includes only 15 tracked prompts; Standard includes 100 and Premium 400, with extra 100-prompt packs at $99/month ^[7]. The jump from Lite ($29/month) to Standard ($189/month) is more than 6x for a move from 15 to 100 prompts, with no intermediate tier ^[8]. True all-engine coverage requires paid add-ons: Claude, Gemini, and Google AI Mode cost $9–$149/month per tier ^[9]. Otterly reports what is happening more strongly than it prescribes what to do next; it does not write, rewrite, or publish content ^[10]. Users report data lag from hours to days after adding prompts or changing engines ^[11]. Historical tracking data is deleted upon account cancellation ^[12]. .

3. Peec AI

Questions This Section Answers

• Is Peec AI worth it for ChatGPT visibility tracking, and what are its main drawbacks?
• Which Peec AI plan should a buyer choose if they need to track more than three AI engines?
• What should a buyer verify about Peec AI's pricing and historical data before purchasing?

Peec AI ranks 3rd with 4 platform mentions (57.1%) and an average listed position of 3.25. It is a multi-engine visibility platform that includes ChatGPT natively on every plan, with daily prompt execution and sentiment scoring that reviewers single out as best in class.

Why it ranked here. Peec AI was named by deepseek, grok, openai, and perplexity. Grok placed it at 3, openai and perplexity at 2, and deepseek at 6. It did not appear in anthropic's, kimi's, or google's ranking discovery, which caps its mention count at 4.

Best suited for. Marketing, SEO, and content teams tracking a defined prompt set across ChatGPT and additional AI search platforms. Mid-market teams needing daily visibility, competitor benchmarking, citation-source analysis, and multi-project reporting. Agencies or multi-country programs that need larger prompt limits, multiple projects, Looker Studio reporting, or custom coverage.

Main strengths for this use case. Peec AI states that it measures brand mentions, visibility percentage, average position, sentiment, and share of voice across AI platforms including ChatGPT ^[13]. Public plan limits are 50 prompts for Starter, 150 for Pro, and 350 for Advanced ^[14]. The platform distinguishes between brand mentions and source citations, tracking both "used" (content informed the answer) and "cited" (URL explicitly mentioned), with source analysis at domain and URL levels ^[15]. Anthropic's evidence reports that Peec AI executes each prompt once every 24 hours on every selected AI model, providing daily tracking and apples-to-apples trend data ^[16]. Sentiment scoring is bundled from the Pro tier upward and reviewers single it out as best in class ^[17]. Unlimited country and language tracking is included on all plans at no surcharge ^[18].

Main limitations. Every self-serve plan caps included engines at three of seven available options, and the cap does not lift even on the Advanced tier at €425/month ^[19]. Additional engines cost €30–€140/month each ^[20]. Historical data begins only from signup date; buyers cannot backfill or analyze visibility trends before paying ^[21]. The platform stops at diagnosis and does not write content, build authority signals, or implement technical optimizations ^[22]. It does not estimate AI-referred traffic or provide conversion attribution ^[23]. API access is Enterprise-only, limiting integration flexibility for mid-market customers ^[24]. The 50-prompt Starter quota fills quickly when tracking brand, competitor, and intent queries across multiple products or regions ^[25]. .

4. Semrush AI Visibility Toolkit

Questions This Section Answers

• Is Semrush AI Visibility Toolkit worth it for ChatGPT visibility tracking, and what are its main drawbacks?
• Which Semrush plan should a buyer choose if they need to track more than 25 prompts or more than one domain?
• What should a buyer verify about Semrush's AI engine coverage before committing to an annual contract?

Semrush AI Visibility Toolkit ranks 4th with 4 platform mentions (57.1%) and an average listed position of 3.25, tied with Peec AI on both metrics but placed lower because its best position is 2 versus Peec AI's 2 and its average is identical — the tiebreak falls to best listed rank, where both share 2, and the final order reflects the supplied ranking table. It is the strongest option for buyers already inside the Semrush ecosystem.

Why it ranked here. Semrush was named by deepseek, grok, openai, and perplexity. Deepseek placed it at 2, openai and perplexity at 3, and grok at 5. Grok rated it "mixed," citing prompt caps, per-domain pricing, and incomplete engine coverage ^[26].

Best suited for. SEO and content teams already using Semrush. Companies monitoring one primary domain and a focused set of ChatGPT prompts. Teams needing competitive benchmarking and historical visibility trends. Buyers wanting ChatGPT tracking alongside Google AI, Gemini, Perplexity, and traditional SEO data.

Main strengths for this use case. The toolkit's Prompt Tracking monitors a domain's daily visibility and position for custom prompts in ChatGPT Search, with competitor comparisons and change tracking ^[27]. Semrush reports which domains and pages AI platforms cite for tracked prompts, and its visibility reports include mentions, citations, cited pages, and source opportunities ^[28]. The Competitor Research report compares up to four competitors at a time on mentions, citations, and topic coverage ^[29]. Visibility Overview provides historical AI-visibility trends, while Prompt Tracking provides daily updates ^[28]. The toolkit connects AI visibility data with Semrush Site Audit and Position Tracking, including AI-readiness checks and comparisons with traditional search rankings ^[30]. Citation prominence scoring distinguishes primary source citations from supporting references ^[31].

Main limitations. The Base plan is limited to 25 custom prompts and one Brand Performance domain ^[32]. Pricing is per domain, so multi-brand or agency deployments can become expensive: each additional domain costs $99/month and each additional user seat costs $99/month ^[33]. No free trial is stated in the official knowledge base ^[34]. Coverage and reporting are not exclusively ChatGPT-focused; some capabilities depend on other AI platforms or Semrush-generated prompt datasets ^[30].

5. SE Ranking

Questions This Section Answers

• Is SE Ranking worth it for ChatGPT visibility tracking, and what are its main drawbacks?
• Which SE Ranking plan should a buyer choose if they need ChatGPT tracking without paying for a full SEO suite?
• What should a buyer verify about SE Ranking's check-based billing and citation tracking before purchasing?

SE Ranking ranks 5th with 4 platform mentions (57.1%) and an average listed position of 6.75. It is an integrated SEO and AI visibility platform whose AI Results Tracker covers ChatGPT alongside four other engines, but the full ChatGPT Visibility Tracker requires a paid AI Search add-on layered on top of a Core or Growth subscription.

Why it ranked here. SE Ranking was named by anthropic, deepseek, google, and perplexity. Anthropic placed it at 3, google at 5, deepseek at 9, and perplexity at 10. The wide spread reflects disagreement about whether an SEO-first platform with an AI add-on is a strong fit for a ChatGPT-specific use case.

Best suited for. Companies already wanting a broader SEO platform alongside ChatGPT and other AI-platform tracking. Marketing teams tracking prompts, brand mentions, competitors, and source pages across multiple AI platforms. Agencies or multi-brand teams that need expanded prompt limits through the AI Search add-on.

Main strengths for this use case. The AI Results Tracker lets users select ChatGPT and add AI prompts, with results collected from configured prompts and platforms ^[35]. Current Core includes 100 prompts daily, while Growth includes 250 prompts daily ^[36]. SE Ranking states that the AI Results Tracker measures brand mentions or links and identifies pages and domains influencing AI answers ^[37]. Anthropic's evidence adds that SE Ranking tracks both linked and unlinked mentions separately, identifies which domains and URLs ChatGPT cites, breaks down sources by category (media, blogs, forums), and shows which sources appear most frequently ^[38]. The platform benchmarks brand presence in ChatGPT against up to 10 competitors and measures share-of-voice leaderboards ^[39]. Historical data includes monthly snapshots for month-over-month trends and daily tracking for selected prompts ^[39]. An AI Visibility API provides programmatic access to brand presence, mention position, citation links, AI traffic estimates, and full answer text ^[40].

Main limitations. ChatGPT-only buyers must purchase a full SE Ranking subscription ($103.20–$223.20/month) plus the AI Search add-on ($71.20–$345/month), making it costlier than standalone ChatGPT-focused trackers ^[41]. Check-based billing means tracking ChatGPT costs the same as tracking five AI engines: one check equals one prompt on one AI platform ^[42]. Daily prompt limits (100–250) may constrain teams tracking hundreds of queries; reaching limits halts tracking until renewal or upgrade ^[42].

6. Scrunch

Questions This Section Answers

• Is Scrunch worth it for ChatGPT visibility tracking, and what are its main drawbacks?
• Which Scrunch plan should a buyer choose if they need Claude tracking or more than 125 prompts?
• What should a buyer verify about Scrunch's identity and product positioning before purchasing?

Scrunch ranks 6th with 4 platform mentions (57.1%) and an average listed position of 7.00. It is a monitoring-first AI visibility platform whose Core plan covers ChatGPT alongside Perplexity, Google AI Overviews, and Copilot, with citation tracking, competitive benchmarking, and GA4 AI-referral attribution.

Why it ranked here. Scrunch was named by deepseek, grok, openai, and perplexity. Openai placed it at 5, grok at 7, deepseek at 7, and perplexity at 9. Two platforms — deepseek and kimi — rated it "uncertain" and stated that Scrunch appears to be a social media influencer marketing platform rather than an AI visibility tracker, which is the most severe identity conflict in this index.

Best suited for. Companies tracking brand presence, recommendations, citations, sentiment, and competitive positioning in ChatGPT and other AI platforms. Marketing, SEO, and digital teams that need prompt-level monitoring with historical comparisons and optimization insights. Enterprise teams requiring multi-brand workspaces, integrations, expanded model coverage, or dedicated account support.

Main strengths for this use case. Scrunch reports brand presence in AI answers, competitive presence, brand position, and sentiment over time ^[43]. The platform states that it tracks citations or sources in AI answers, including citations associated with the buyer, competitors, and third parties ^[43]. Core includes 125 unique prompts; Enterprise provides a custom prompt volume ^[44]. New prompts are collected daily for the first 14 days, after which the default refresh cadence is 72 hours ^[45]. Anthropic's evidence adds that citation tracking operates at domain and URL level, with GA4 integration to measure downstream AI referral traffic and conversions ^[46]. The platform tracks named AI crawlers (ClaudeBot, GPTBot, PerplexityBot) and visualizes crawl activity over time ^[47]. SOC 2 Type II compliance and SAML SSO are available on Enterprise ^[48].

Main limitations. Core is limited to 125 unique prompts, one brand workspace, five users, five monthly site audits, and four listed AI platforms ^[44]. Claude is Enterprise-only and not available on Core ^[49]. Enterprise pricing and several operational limits are not public ^[44]. The public evidence is primarily vendor-reported; independent evidence validating measurement accuracy, ChatGPT representativeness, or customer outcomes is limited ^[43]. Competitive benchmarking lacks depth; the dashboard does not explain why competitors win citations or provide prescriptive remediation ^[50]. The Insights feature is in beta and frequently unpopulated or confusing per independent reviews ^[51].

7. AthenaHQ

Questions This Section Answers

• Is AthenaHQ worth it for ChatGPT visibility tracking, and what are its main drawbacks?
• Which AthenaHQ plan should a buyer choose if they need multi-region tracking or the Athena Citation Engine?
• What should a buyer verify about AthenaHQ's credit-based pricing and identity before purchasing?

AthenaHQ ranks 7th with 3 platform mentions (42.9%) and an average listed position of 5.67. It is an enterprise-oriented AI visibility platform that tracks ChatGPT at the prompt level with citation analysis, competitor benchmarking, and revenue attribution via Shopify and GA4 integrations.

Why it ranked here. AthenaHQ was named by deepseek, google, and grok. Deepseek placed it at 4, grok at 6, and google at 7. It did not appear in openai's, anthropic's, perplexity's, or kimi's ranking discovery, which caps its mention count at 3.

Best suited for. Enterprise marketing, SEO, and content teams monitoring multiple AI platforms while prioritizing ChatGPT. Companies needing prompt-level analysis, competitor share-of-voice comparisons, citation-source analysis, and actionable content recommendations. Organizations requiring multi-region, persona, SSO, audit-log, BI-export, or white-glove implementation capabilities.

Main strengths for this use case. AthenaHQ states that it tracks ChatGPT visibility at the prompt level and reports brand mentions, recommendation rate, and share of voice ^[52]. The platform advertises citation tracking, citation-source analysis, identification of websites cited by ChatGPT, and an Enterprise-only Athena Citation Engine ^[52]. Prompt and response analysis is listed in the free Essential tier, while AthenaHQ describes granular prompt-level performance analysis and content-gap identification for monitored AI responses ^[52]. Anthropic's evidence adds that the platform tracks ChatGPT visibility at prompt level with real-time citation tracking, mention frequency, share of voice metrics, and citation source insights across 8–9 AI engines ^[53]. Native integrations with Shopify and Google Analytics 4 connect AI visibility to actual sales and traffic ^[53]. The Action Center converts visibility data into trackable GEO tasks with on-page and off-page recommendations ^[53]. Enterprise tier includes SSO, audit logs, multi-region and multi-language support, persona targeting, BI-tool support, and white-glove setup ^[52].

Main limitations. Enterprise pricing, credit allocation, add-on pricing, and commercial terms are not public ^[52]. Credit consumption can increase materially when many prompts and models are monitored; independent review evidence characterizes the credit system as complex ^[54]. ChatGPT visibility metrics are model-response observations rather than a universal measure of every user experience or actual ChatGPT referral volume ^[52]. Historical retention, refresh cadence, prompt-volume limits, geographic sampling, and citation-attribution rules require verification ^[52]. Independent review evidence notes gaps for local business schema and map-pack visibility ^[54]. The Self-Serve plan is limited to a single country; multi-region tracking requires Enterprise pricing ^[55].

8. Siftly

Questions This Section Answers

• Is Siftly worth it for ChatGPT visibility tracking, and what are its main drawbacks?
• Which Siftly plan should a buyer choose if they need more than 50 prompts or Claude tracking?
• What should a buyer verify about Siftly's customer claims and historical data retention before purchasing?

Siftly ranks 8th with 2 platform mentions (28.6%) but holds the best average listed position in the entire index at 1.00, with a best position of 1. Both platforms that named it — anthropic and kimi — placed it at rank 1. It is a self-service ChatGPT visibility platform that combines tracking with GEO content generation, citation outreach, and A/B experimentation.

Why it ranked here. Siftly was named by only 2 of 7 platforms, which caps its mention count and places it below entities with 3 or more mentions despite its perfect average position. The ranking rule prioritizes platform mentions first, so a perfect average from two platforms cannot overcome a lower mention count.

Best suited for. Marketing and GEO teams tracking branded and non-branded buyer prompts across ChatGPT and other AI engines. Companies that want visibility monitoring combined with citation analysis, content recommendations, outreach, and AI-referral measurement. Teams needing competitive benchmarking and historical reporting within defined prompt, response, geography, and retention limits.

Main strengths for this use case. Siftly states that it tracks whether ChatGPT names, cites, or recommends a brand, identifies competing brands named instead, and reports brand visibility, rank, and share of voice ^[56]. The platform reports cited URLs and domains per prompt, including whether the answer used the buyer's page, a competitor's page, or a third-party source ^[57]. It tracks customer-style prompts repeatedly, showing brand and competitor mentions, sources used, mention rates, topics, personas, engines, and locations ^[58]. Siftly claims coverage across GPT-4o, GPT-5, o1, and ChatGPT Search, with separate analysis for conversational and search modes ^[56]. Public pricing lists historical retention of 30 days for Free, 90 days for Starter, 6 months for Growth, and 12 months for Scale ^[59]. The platform combines tracking with AI-optimized content, citation-gap analysis, outreach, experimentation, crawler logs, and GA4 or Search Console integrations ^[60]. Anthropic's evidence adds that Siftly automates repeated sampling of prompts across multiple runs to account for ChatGPT's non-deterministic responses ^[61]. Self-service onboarding eliminates implementation consulting, with setup under 2 hours for typical deployments ^[62].

Main limitations. The product measures sampled responses, not every ChatGPT response or every user journey ^[56]. Prompt and response ceilings can constrain coverage; high-frequency multi-engine tracking may consume both limits quickly ^[59]. Historical retention is plan-dependent and may be insufficient for annual trend analysis below Scale or Enterprise ^[59].

9. RankZero

Questions This Section Answers

• Is RankZero worth it for ChatGPT visibility tracking, and what are its main drawbacks?
• Which RankZero plan should a buyer choose if they need self-serve tracking without agency services?
• What should a buyer verify about RankZero's pricing and product model before purchasing?

RankZero ranks 9th with 2 platform mentions (28.6%) and an average listed position of 3.50. It is a hybrid platform and done-for-you AI SEO agency that tracks brand mentions, citations, and prompt-level visibility in ChatGPT and other AI engines.

Why it ranked here. RankZero was named by anthropic and kimi. Anthropic placed it at 5 and kimi at 2. It did not appear in openai's, deepseek's, grok's, perplexity's, or google's ranking discovery, which caps its mention count at 2.

Best suited for. Companies wanting one dashboard for ChatGPT plus other major AI answer engines. SEO, content, and growth teams tracking a defined prompt set daily. Buyers that need both brand mentions and cited-source visibility. Small and mid-sized teams preferring self-serve monthly plans.

Main strengths for this use case. RankZero states that its ChatGPT tracker monitors brand mentions and recommendations in ChatGPT responses, including mention context, frequency, and position ^[63]. The platform tracks source visibility separately from brand visibility and reports the domains or content used as sources ^[64]. Recent Chats exposes the prompt, response snippet, platform, mentioned brands, and timestamp, enabling response-level inspection rather than only aggregate scores ^[65]. The dashboard provides visibility trend lines and selectable 7-, 14-, and 30-day views, with data refreshing once per day after the latest prompt run ^[66]. Anthropic's evidence adds that RankZero tracks brand mentions across ChatGPT, Perplexity, Gemini, Claude, and Google AI Overviews with a proprietary Visibility Score metric and daily monitoring updates ^[67]. The Source and Citation Breakdown dashboard tracks exactly which domains ChatGPT cites in answers and why competitors are recommended instead of the client's brand ^[68]. Share of Voice metrics benchmark the client's brand against up to 200+ competitors per prompt ^[69]. GA4 and Google Search Console integration enables direct traffic attribution from AI visibility ^[70].

Main limitations. The public documentation does not establish that every tracked response is generated under identical ChatGPT model, location, account, browsing, or personalization conditions ^[63]. The lowest plans have small prompt and competitor limits: Lite includes 5 tracked prompts and 3 competitors; Starter includes 25 prompts and 20 competitors ^[71]. The product bundles multiple AI engines; a ChatGPT-only buyer may pay for broader functionality they do not use ^[72]. Public materials do not clearly document exports, API access, alerting, retention duration, audit logs, or formal historical-data portability ^[63].

What the Cross-Platform Study Reveals About This Market

Questions This Section Answers

• What does a 7-platform AI consensus reveal about the ChatGPT visibility tracking market in 2026?
• Which ChatGPT visibility tracking tools have the strongest independent evidence versus vendor-only claims?
• How concentrated is the ChatGPT visibility tracking market among the ranked entities?

The ChatGPT visibility tracking market in this study is concentrated at the top and fragmented below it. Profound and Otterly each received 6 of 7 platform mentions, while the remaining seven entities received 4 or fewer. No entity received unanimous mention across all seven platforms, and only two entities — Profound and Otterly — crossed the 85% share threshold.

A second pattern is the gap between ranking mentions and fit-assessment completion. Six of seven included platforms returned a usable fit assessment for most entities, but platform mentions count only ranking-discovery mentions. This means an entity can be named by six platforms during discovery yet receive a "weak" or "uncertain" fit rating from one of them. Otterly illustrates this: it was named by six platforms but rated "weak" by deepseek and "uncertain" by kimi.

A third pattern is the prevalence of identity and domain conflicts. Profound, Scrunch, AthenaHQ, and RankZero all carry normalization notes about conflicting official domains or failed official-site retrieval. Peec AI's official site retrieval failed because the HTML exceeded 1,000,000 bytes.

Where the AI Platforms Agreed

Questions This Section Answers

• Which ChatGPT visibility tracking tools did most AI platforms agree belong on a shortlist?
• What capabilities did AI platforms consistently attribute to the top-ranked ChatGPT visibility tracking tools?

Platforms agreed on several points. First, Profound and Otterly belong on any shortlist: both were named by 6 of 7 platforms. Second, prompt-level analysis, citation tracking, and competitive benchmarking are table-stakes capabilities in this category; every ranked entity's evidence bundle describes at least two of these three. Third, ChatGPT is included as a tracked engine by every ranked entity, though the depth of ChatGPT-specific coverage varies. Fourth, historical reporting is universally claimed but rarely specified in detail; no entity's public evidence clearly documents retention periods across all tiers. Fifth, most platforms agreed that AI visibility metrics are sampled observations rather than complete measures of every ChatGPT response, and that response volatility is a real limitation.

Where the AI Platforms Disagreed

Questions This Section Answers

• Where did AI platforms disagree most about ChatGPT visibility tracking tools?
• Which ranked entities received both "strong" and "uncertain" fit ratings from different platforms?

Disagreements cluster in four areas. First, identity and existence: deepseek and kimi both questioned whether Scrunch offers an AI visibility product at all, while google and grok rated it "strong." Deepseek and kimi also rated Siftly and RankZero "uncertain" while google and grok rated both "strong." Second, pricing: Peec AI's Starter price is reported as approximately $80, €80–€95, or $95 depending on source; Profound's self-serve pricing was reportedly removed in September 2026 but other sources show published $99/$399 pricing; RankZero's official page lists euro-denominated plans while G2 reports dollar-denominated pricing. Third, engine coverage: Semrush's Claude and Copilot availability is disputed across sources; SE Ranking's engine access by tier is disputed; Peec AI's model inclusion versus add-on structure is disputed. Fourth, product model: RankZero is described as both a self-serve platform and a done-for-you agency, and the primary business model is not definitively stated in public documentation.

How Buyers Should Choose

Questions This Section Answers

• How should a buyer choose between Profound, Otterly, Peec AI, and Semrush for ChatGPT visibility tracking?
• What should a buyer check before choosing a ChatGPT visibility tracking tool if they need multi-engine coverage?
• Which ChatGPT visibility tracking tool has the lowest published entry cost, and what fees apply?

Buyers should start with the constraint that matters most. If budget is the primary constraint, Otterly's $29/month Lite plan and Siftly's free tier are the lowest published entry points, but both carry prompt limits (15 and 10 respectively) that function as testing allowances rather than production monitoring. If enterprise governance is the primary constraint, Profound's Enterprise tier and AthenaHQ's Enterprise tier both offer SSO, audit logs, and multi-region support, but both require custom pricing conversations. If the buyer already pays for an SEO suite, Semrush and SE Ranking offer the lowest-friction path because AI visibility is an add-on rather than a separate procurement. If multi-engine coverage is the primary constraint, Peec AI and Scrunch both cover multiple engines on self-serve plans, but Peec AI caps at three engines and Scrunch caps at four on Core. .

Methodology

This study sent one standardized prompt once to each of 7 included platforms: openai, anthropic, deepseek, grok, perplexity, kimi, and google. The prompt asked which ChatGPT visibility tracking tools the platform would recommend for a company that wants to measure how frequently its brand, products, and competitors appear in ChatGPT responses across commercially important prompts, with recommendation tracking, citation tracking where available, prompt-level analysis, competitive benchmarking, and historical reporting.

The research date is 2026-09-19. Platform-reported research dates differ from the authoritative run date and are provenance metadata only; they do not independently prove freshness. The ranking order is based on platform mentions, then average listed rank, then best listed rank. The final ranking table is the sole authority for rank, platform mentions, platform share, average rank, and best rank. Eligibility required an entity to be named by at least two platforms during ranking discovery. Thirty-seven unique entities were named; nine qualified.

Citations are platform-reported evidence, not independently verified facts. The supplied URLs were collected from platform responses and were not independently validated by the writer stage. Company-owned sources and independent sources are distinguished in the evidence bundles where that information was provided. No-search model claims require explicit verification before being described as current facts.

Methodology Limitations

Several limitations apply. First, the study used one 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. Second, platform recommendations are market intelligence, not independent customer reviews or proof of quality. Third, six of seven included platforms returned a usable fit assessment for most entities; fit findings are not unanimous, and platform mentions count only platforms that named the entity during ranking discovery. Fourth, platform-reported research dates differ from the authoritative run date. Fifth, the deterministic identity audit contains qualification notes about conflicting official domains and failed official-site retrieval that must be disclosed where relevant. Sixth, citations are platform-reported evidence, not independently verified facts. Seventh, company-owned citations materially outnumber independent citations for several entities, and company claims should not be described as independently verified. Eighth, conflicting product names, pricing, and capabilities were not resolved by guessing; they are described as conflicts with verification guidance.

Final Verdict

Profound is the consensus leader for ChatGPT visibility tracking in this 7-platform study, named by 6 of 7 platforms with an average listed position of 2.33. Otterly ties on mentions and offers the strongest low-cost entry point at $29/month, but its 15-prompt Lite plan and wide rank spread (2 to 10) make it a testing tool rather than a production system for most buyers. Peec AI and Semrush AI Visibility Toolkit tie at 4 mentions each and serve distinct buyer needs: Peec AI for multi-engine monitoring with sentiment scoring, Semrush for teams already inside the Semrush ecosystem. SE Ranking, Scrunch, and AthenaHQ each serve narrower enterprise or integrated-SEO needs. Siftly and RankZero hold the best average positions in the index but were named by only 2 platforms each, and both carry significant verifiability questions. No entity in this index has independently audited measurement accuracy, and every ranked entity's pricing, plan names, or engine coverage is disputed across at least two sources. Buyers should treat this index as a shortlist and verify methodology, pricing, and contract terms directly before purchase.