Answer Capsule
Ahrefs is a good fit for CMOs who already run Ahrefs for SEO and want AI visibility layered into an existing search intelligence workflow. Four of seven platforms named Ahrefs during the ranking stage (57% of included platform responses), with an average listed rank of 5.25 and a best rank of 4. Its strongest asset is Brand Radar's search-backed prompt corpus combined with competitor benchmarking, citation tracking, and cross-channel SEO context. The main limitation is packaging and pricing opacity: public Ahrefs materials conflict on whether Brand Radar is standalone, an add-on, or both, and on whether the entry price is $50, $199, or $699 per month.
Research Snapshot
| Field | Finding |
|---|---|
| Platform mentions in ranking stage | 4 of 7 platforms (deepseek, google, openai, perplexity) |
| Share of included platform responses | 57.1% |
| Average listed rank | 5.25 |
| Best listed rank | 4 |
| Relevant product/model/plan | Ahrefs Brand Radar AI Visibility Index and Custom Prompts, purchased standalone or alongside an Ahrefs subscription |
| Overall use-case fit | Good (per the majority of platform fit assessments) |
| Research date | 2026-09-19 |
Why Ahrefs Qualified for This Study
Questions This Section Answers
- Is Ahrefs a good choice for AI visibility platforms for CMOs?
- How many AI platforms named Ahrefs in this CMO AI visibility study?
Ahrefs qualified because four of the seven included platforms named it during ranking discovery, clearing the two-mention minimum. DeepSeek and Perplexity each ranked it 4th, Google placed it 5th, and OpenAI placed it 8th, producing an average listed rank of 5.25 and a best rank of 4 [1].
The qualification rests on Ahrefs Brand Radar, not on Ahrefs' broader SEO suite. Every platform that named Ahrefs pointed to Brand Radar or its AI visibility features as the relevant product, and the deterministic identity audit notes that official-site retrieval failed for one or more mentions, so the identity was resolved through an exact-name fallback that remains unverified [3].
This review covers Ahrefs only for the CMO AI visibility use case. It is not a general assessment of Ahrefs as an SEO platform.
The Product, Model, Plan, or Service Most Relevant to AI Visibility Platforms for CMOs
Questions This Section Answers
- Which Ahrefs product should a CMO buy for AI visibility tracking across ChatGPT, Gemini, and Perplexity?
- Is Ahrefs Brand Radar sold standalone, or does it require a paid Ahrefs subscription?
The relevant product is Ahrefs Brand Radar, specifically its AI Visibility Index and Custom Prompts capability. Ahrefs positions Brand Radar as a standalone AI visibility product with a relationship to Ahrefs plans, and one help article describes it as available to all free and paid Ahrefs users [7].
Packaging is genuinely unclear. One Ahrefs FAQ states Brand Radar is also sold standalone from $50/month with custom prompt functionality and no Ahrefs subscription required [9]. Other Ahrefs pricing and blog pages describe it as an add-on to a base plan, and one blog states it can only be purchased monthly except for Enterprise annual purchasing [10]. DeepSeek's assessment treats a base subscription as required [12]. Buyers should treat the commercial model as unresolved until confirmed in writing.
The product covers Google AI Overviews, Google AI Mode, ChatGPT, Perplexity, Gemini, and Microsoft Copilot, with Custom Prompts also supporting Claude [13]. Ahrefs documentation also references Grok, but separately states new Grok data collection may be temporarily unavailable [13].
What the AI Platforms Agreed About
Questions This Section Answers
- What do AI platforms agree Ahrefs Brand Radar does well for CMO AI visibility reporting?
- Does Ahrefs Brand Radar track competitor AI share of voice and cited sources?
Platforms broadly agreed on four capabilities. First, multi-platform coverage: Brand Radar spans Google AI Overviews, AI Mode, ChatGPT, Perplexity, Gemini, and Microsoft Copilot, with Claude available through Custom Prompts [15].
Second, competitor benchmarking. Ahrefs states Brand Radar compares a brand's AI visibility and AI Share of Voice against competitors and can analyze brands, products, and regions [15]. Perplexity's methodology citation confirms AI Share of Voice is calculated from brand mentions or citations in responses across those platforms [17].
Third, citation tracking. Brand Radar identifies cited pages and domains and reports citations as a visibility metric, and citation sources open into backlink analysis showing referring domain authority and organic traffic [15].
Fourth, search-backed prompt sourcing. Ahrefs states all prompts derive from real search behavior rather than synthetic questions, with public prompt totals reported at 405M+, 455M+, 456M+, and 475M+ across different Ahrefs pages [21].
Where the AI Platforms Disagreed or Were Uncertain
Questions This Section Answers
- Do AI platforms disagree about whether Ahrefs Brand Radar is a strong or weak fit for CMOs?
- Is Ahrefs Brand Radar's AI platform coverage and pricing consistent across public sources?
Fit ratings diverged sharply. OpenAI, Anthropic, DeepSeek, and Perplexity rated Ahrefs a good fit. Google and Grok rated it mixed. Kimi rated it weak, stating Ahrefs lacks native multi-engine tracking, prompt-based measurement, and executive-ready AI dashboards [24]. That Kimi finding directly contradicts Ahrefs-owned documentation and five other platform assessments, and Kimi's cited comparison is dated April 2026, so it may be stale.
Pricing conflicts are unresolved. Public Ahrefs materials list $199/month for a single AI platform index and $699/month for all-platform access including 2,500 Custom Prompt checks, while one FAQ suggests a $50/month standalone entry point [25]. One public page displays euro-denominated prices of €179 and €654 [28].
Prompt database totals conflict across Ahrefs-owned pages: 405M+, 455M+, 456M+, and 475M+ [29]. Grok coverage is described inconsistently, with one source listing it as supported and another stating new data collection is temporarily unavailable [29].
Executive dashboard readiness is contested. Ahrefs claims Report Builder produces executive-ready output and supports Looker Studio integration [31]. Independent reviewers note manual assembly is required to turn metrics into CMO decision narratives, and one source states CMOs need different information than marketing teams from AI visibility reports [33].
Use-Case-Specific Features and Capabilities
Questions This Section Answers
- Does Ahrefs Brand Radar support custom prompt tracking with daily refresh for CMO buyer questions?
- How far back does Ahrefs Brand Radar historical AI visibility data go?
Custom Prompts lets buyers define exact questions and select platforms, locations, and monthly, weekly, or daily checking frequencies [35]. Paid Ahrefs plans include quotas, with additional check packages available [35].
Historical depth is constrained. The AI Visibility Index provides historical responses dating back to the start of Ahrefs collection in 2025, while current product materials describe a 90-day reporting window with monthly retesting for index question sets [37]. YouTube data goes back only to December 2023 [39]. Custom prompt data accumulates from configuration date forward with no confirmed backfill [38].
Cross-channel intelligence connects AI visibility with search demand, web visibility, and emerging YouTube, Reddit, and TikTok signals [37]. Some emerging-channel indexes are described as beta and may become chargeable add-ons after leaving beta [37].
Topic clustering segments visibility by topic and shows which competitors appear in each topic, supporting content gap identification [42]. Report Builder supports live dashboards with automatic updates, and API v3 is included from the Lite tier upward [43].
Pricing, Fees, Contracts, and Ongoing Costs
Questions This Section Answers
- How much does Ahrefs Brand Radar cost per month for all AI platforms, and what overage fees apply?
- Are there annual commitment or cancellation terms for Ahrefs Brand Radar?
Publicly listed costs include $199/month for a single AI platform index and $699/month for all-platform access including 2,500 Custom Prompt checks [44]. Custom Prompt packages are listed at $50/month for 2,500 checks, $100/month for 7,000 checks, and $250/month for 25,000 checks, with overage rates of $0.020, $0.015, and $0.010 per check respectively [44].
Base Ahrefs subscription tiers are separately reported at Starter $29/month, Lite $129/month, Standard $249/month, Advanced $449/month, and Enterprise $1,499/month+ [46]. One independent source calculates a total multi-platform cost of $828/month when combining the Lite plan and the $699/month all-platform bundle [48]. Another describes the total stack as one of the priciest in market [49].
Contract terms are not clearly established. Public sources reviewed do not establish whether Brand Radar purchases require annual commitment, are month-to-month, or have separate cancellation rules [44]. One Ahrefs blog states Brand Radar can only be purchased monthly except for Enterprise annual purchasing [50]. Ahrefs explicitly does not offer free trials [51]. Additional fees may include per-seat user additions, API usage units, and video visibility tracking at $199/month after beta [52].
Best Suited For
Questions This Section Answers
- Who gets the most value from Ahrefs Brand Radar for CMO-level AI visibility work?
Ahrefs fits marketing organizations already using Ahrefs that want AI visibility added to an established SEO intelligence workflow [53]. It suits CMOs needing competitive share-of-voice, mention, citation, impression, and historical trend analysis across major public AI-search surfaces [55].
It also fits teams wanting both large-scale discovery from pre-collected prompts and tracking of proprietary buyer questions through Custom Prompts [57]. Digital PR teams benefit from the citation-to-backlink loop, where an AI mention leads to the cited source, its SEO strength, and an outreach plan in one platform [59].
Probably Not Best Suited For
Questions This Section Answers
- Who should not choose Ahrefs Brand Radar for CMO AI visibility reporting?
Buyers requiring complete real-time coverage of private or authenticated AI conversations should look elsewhere, because Ahrefs states the approach is sampling-based and cannot access private conversations or internal model data [60].
Organizations needing independently audited measurement of AI-attributed revenue or guaranteed improvements in rankings, mentions, or conversions are also a poor fit; public materials do not prove Brand Radar measures pipeline, revenue, or conversion lift [61]. Teams seeking only a lightweight executive dashboard without the broader Ahrefs research workflow will find the platform heavier than needed [61].
Kimi's assessment adds that CMOs wanting a standalone AI-native platform without paying for a background SEO suite should not choose Ahrefs, though that finding conflicts with Ahrefs' own standalone positioning [62].
When Another Option May Be Better
Questions This Section Answers
- What is a better alternative to Ahrefs Brand Radar for a CMO who needs real-time AI tracking?
- When should a CMO choose a specialist AI visibility platform over Ahrefs?
Choose a specialist AI visibility platform when the buyer prioritizes deeper prompt-level monitoring, more frequent refreshes, model-specific diagnostics, or a purpose-built executive dashboard over Ahrefs' broader SEO ecosystem [64]. Grok's assessment notes monthly refresh for most AI platforms limits timeliness versus daily trackers [65].
Choose an enterprise-focused alternative when procurement requires formal service levels, extensive governance, authenticated enterprise-model coverage, or independently validated business-impact reporting [64]. Choose a lower-cost Custom Prompt-only setup when the buyer needs to monitor a small, known set of buyer questions rather than conduct large-scale competitive discovery [67].
Anthropic's assessment names Profound, Brandlight, and Semrush AI Visibility Toolkit as alternatives depending on whether the need is measurement depth, execution support, or native suite integration [68]. Google notes that dedicated AEO platforms may be more cost-effective for leaders wanting standalone AI-native visibility without a background SEO suite [69].
Questions to Verify Before Buying
Questions This Section Answers
- What should a CMO confirm with Ahrefs before signing a Brand Radar contract?
Confirm the exact Brand Radar indexes, platforms, locations, and historical periods included in the US quote, and whether the quoted $199 or $699 price is current and standalone or additive to an existing Ahrefs subscription [70].
Confirm whether annual commitments, cancellation windows, refunds, or minimum terms apply, since public sources do not clearly establish these [70]. Confirm whether Grok is currently collecting new data and what refresh cadence applies to each platform [73].
Confirm how sentiment, recommendation strength, prominence, and citation quality are calculated if included in the specific package, and what historical data, CSV exports, API calls, Report Builder widgets, and Looker Studio fields are available [73]. Confirm what happens when Custom Prompt checks are exhausted and whether pay-as-you-go overage can be disabled [70].
Final AI Consensus Verdict
Ahrefs is a good fit for CMOs seeking broad, search-backed AI visibility and competitive intelligence integrated with SEO and cross-channel research. Four of seven platforms named it, with an average listed rank of 5.25 and a best rank of 4. It is not a definitive measurement of all AI exposure or business impact.
The strongest reason to consider it is the combination of a large search-backed prompt corpus, competitor AI Share of Voice benchmarking, citation tracking tied to backlink analysis, and cross-channel context in one platform [75]. The main limitation is unresolved packaging and pricing: public Ahrefs materials conflict on standalone versus add-on status and on whether entry pricing is $50, $199, or $699 per month [78].
Buyers should validate current platform coverage, pricing, retention, reporting, and contract terms before purchase. Platform agreement in this study reflects how AI systems described Ahrefs, not independently verified product performance.
How This Review Was Produced
This review aggregates fit assessments from seven AI platforms that evaluated Ahrefs against the CMO AI visibility use case on the 2026-09-19 research date. Four platforms named Ahrefs during ranking discovery, and all seven produced fit-research responses covering multi-platform coverage, prompt tracking, recommendation and mention measurement, citation tracking, competitor benchmarking, historical trend reporting, and executive-ready dashboards.
Platform fit ratings were good for OpenAI, Anthropic, DeepSeek, and Perplexity; mixed for Google and Grok; and weak for Kimi. Citations are platform-reported evidence, not independently verified facts. Company-owned citations materially outnumber independent citations in the supplied catalog, so Ahrefs-owned claims should be treated as vendor statements rather than independent verification.
Methodology Limitations
Platform-reported research dates differ from the authoritative run date: DeepSeek's assessment is dated 2026-06-11 while the run research date is 2026-09-19. Platform-reported dates are provenance metadata and do not independently prove freshness.
All included platforms evaluated fit, but platform mentions count only platforms that named Ahrefs during ranking discovery. The supplied URLs were collected from platform responses and were not independently validated by the writer stage. Official-site retrieval failed for one or more mentions, and the identity was resolved through an exact-name fallback that remains unverified.
Conflicting product names, pricing, and capabilities were not resolved by guessing. Where sources conflict, this review describes the conflict and identifies what buyers should verify. No-search model claims require explicit verification before being described as current facts.
See the broader AI Visibility Platforms for CMOs consensus index for comparisons across qualified options.
Explore more ai visibility llm monitoring guidance in the category directory.
Sources
Company-Owned Sources
- Overview - Ahrefs: https://ahrefs.com/academy/how-to-use-brand-radar/overview
- Free AI Visibility Checker by Ahrefs: https://ahrefs.com/ai-visibility-checker
- Ahrefs Pricing: How to Choose the Right Ahrefs Plan: https://ahrefs.com/blog/ahrefs-pricing/
- An Analysis of AI Overview Brand Visibility Factors (75K Brands Studied: https://ahrefs.com/blog/ai-overview-brand-correlation/
- How to Compare Your AI Visibility Against Your Competitors: https://ahrefs.com/blog/ai-search-competitor-analysis/
- The Complete AI Visibility Guide for SEOs, Marketers, and Site Owners: https://ahrefs.com/blog/ai-visibility/
- Ahrefs Brand Radar Methodology: How we collect and model AI visibility data: https://ahrefs.com/blog/brand-radar-methodology/
- Ahrefs Brand Radar: https://ahrefs.com/brand-radar
- Ahrefs FAQ: https://ahrefs.com/faq
- Plans & Pricing - Ahrefs: https://ahrefs.com/pricing
- AI Marketing Platform for AEO Specialists: https://ahrefs.com/use-cases/aeo
- 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
- How to set up custom prompts to track brand visibility in AI assistants: https://help.ahrefs.com/en/articles/13192745-how-to-set-up-custom-prompts-to-track-brand-visibility-in-ai-assistants
- AI Visibility Metrics: https://help.ahrefs.com/en/articles/15501968-ai-visibility-metrics
- Help Center: About Brand Radar: https://help.ahrefs.com/pt-BR/articles/11064852
- Best AI SEO Tools for 2026: Content Optimization, Keyword Research, and AI Visibility: https://medium.com/@timsoulo/best-ai-seo-tools-for-2026-content-optimization-keyword-research-and-ai-visibility-6e9a13c354db
- AI Visibility | HubSpot AEO: https://www.hubspot.com/products/aeo/ai-visibility
Additional AI research evidence80 records
- AI research evidence record openai:c1
- AI research evidence record anthropic:31-18
- AI research evidence record deepseek:c1
- AI research evidence record grok:1
- AI research evidence record perplexity:c3
- AI research evidence record google:1.1.1
- AI research evidence record openai:c6
- AI research evidence record anthropic:17-3
- AI research evidence record perplexity:c7
- AI research evidence record perplexity:c4
- AI research evidence record perplexity:c1
- AI research evidence record deepseek:c1
- AI research evidence record openai:c1
- AI research evidence record openai:c2
- AI research evidence record openai:c1
- AI research evidence record openai:c2
- AI research evidence record perplexity:c6
- AI research evidence record google:1.1.1
- AI research evidence record openai:c4
- AI research evidence record anthropic:15-4
- AI research evidence record anthropic:12-17
- AI research evidence record anthropic:12-6
- AI research evidence record perplexity:c1
- AI research evidence record kimi:optiseo-1
- AI research evidence record openai:c5
- AI research evidence record perplexity:c1
- AI research evidence record perplexity:c7
- AI research evidence record openai:c7
- AI research evidence record openai:c1
- AI research evidence record anthropic:12-6
- AI research evidence record anthropic:29-2
- AI research evidence record google:2.4.4
- AI research evidence record anthropic:34-2
- AI research evidence record anthropic:13-3
- AI research evidence record openai:c3
- AI research evidence record anthropic:2-12
- AI research evidence record openai:c1
- AI research evidence record anthropic:31-18
- AI research evidence record anthropic:13-3
- AI research evidence record anthropic:10-3
- AI research evidence record anthropic:13-6
- AI research evidence record anthropic:16-3
- AI research evidence record anthropic:29-2
- AI research evidence record openai:c5
- AI research evidence record perplexity:c1
- AI research evidence record anthropic:24-1
- AI research evidence record anthropic:19-6
- AI research evidence record google:2.1.3
- AI research evidence record anthropic:22-4
- AI research evidence record perplexity:c4
- AI research evidence record google:2.3.4
- AI research evidence record anthropic:13-6
- AI research evidence record openai:c1
- AI research evidence record anthropic:17-3
- AI research evidence record openai:c4
- AI research evidence record perplexity:c6
- AI research evidence record openai:c3
- AI research evidence record anthropic:2-12
- AI research evidence record anthropic:15-4
- AI research evidence record openai:c8
- AI research evidence record openai:c1
- AI research evidence record kimi:optiseo-1
- AI research evidence record perplexity:c7
- AI research evidence record openai:c1
- AI research evidence record grok:0
- AI research evidence record grok:3
- AI research evidence record openai:c3
- AI research evidence record anthropic:7-5
- AI research evidence record google:2.1.3
- AI research evidence record openai:c5
- AI research evidence record perplexity:c1
- AI research evidence record perplexity:c4
- AI research evidence record openai:c1
- AI research evidence record anthropic:29-2
- AI research evidence record openai:c1
- AI research evidence record anthropic:15-4
- AI research evidence record perplexity:c6
- AI research evidence record perplexity:c7
- AI research evidence record openai:c5
- AI research evidence record perplexity:c1
Independent Sources
- Ahrefs Pricing 2026: Plans, Costs & Hidden Fees: https://checkthat.ai/brands/ahrefs/pricing
- Ahrefs Pricing 2026: $29–$449/mo (Every Plan Compared: https://clarorank.com/ahrefs-pricing/
- Semrush AI Visibility Toolkit vs Ahrefs Brand Radar for AI Tracking: https://explodingtopics.com/blog/ai-visibility-vs-brand-radar
- Ahrefs Brand Radar pricing (2026: https://geotoolstack.com/pricing/ahrefs-brand-radar/
- Best AI Mode Rank Trackers for 2026: https://metehan.ai/articles/best-ai-mode-rank-tracker/
- AI Visibility Dashboard - optiseo: https://optiseo.com/ai-visibility-dashboard/
- Create an Exec-Ready AI Visibility Report | Penheel Marketing: https://penheel.com/create-an-exec-ready-ai-visibility-report
- Ahrefs Pricing 2026: Real Cost of Every Plan and Trial Rules: https://searchatlas.com/blog/ahrefs-review/
- Ahrefs Pricing 2026: Plans Start at $29/Month: https://thatmarketingbuddy.com/pricing/ahrefs
- 8 Best AI Visibility Tools in 2026: Compared: https://www.brandlight.ai/blog/best-ai-visibility-tools
- Ahrefs Brand Radar Review 2026: Features, Pricing, Verdict: https://www.honeyb.ai/blog/ahrefs-brand-radar-review
- Ahrefs Brand Radar Review 2026: Features, Pricing, Verdict: https://www.layer3labs.io/guides/ahrefs-brand-radar-review
- How to use Ahrefs for AI visibility analysis: https://www.linkedin.com/posts/chris-long-marketing_seo-tip-you-can-use-ahrefs-ai-citations-activity-7365739785509937156-UVMy
- Ahrefs Brand Radar review for agencies (2026): worth it for client AI visibility?: https://www.rankability.com/blog/ahrefs-brand-radar-review/
- AI search visibility tools coverage: https://www.searchenginejournal.com/ai-search-visibility-tools/
- AI visibility metrics | CMO Guide | ThriveStack: https://www.thrivestack.ai/research/ai-visibility-metrics-cmo
- Ahrefs Brand Radar Review (2026): Good for SEO Teams, Not Enough for AEO: https://www.tryprofound.com/blog/ahrefs-brand-radar-review
Additional AI research evidence80 records
- AI research evidence record openai:c1
- AI research evidence record anthropic:31-18
- AI research evidence record deepseek:c1
- AI research evidence record grok:1
- AI research evidence record perplexity:c3
- AI research evidence record google:1.1.1
- AI research evidence record openai:c6
- AI research evidence record anthropic:17-3
- AI research evidence record perplexity:c7
- AI research evidence record perplexity:c4
- AI research evidence record perplexity:c1
- AI research evidence record deepseek:c1
- AI research evidence record openai:c1
- AI research evidence record openai:c2
- AI research evidence record openai:c1
- AI research evidence record openai:c2
- AI research evidence record perplexity:c6
- AI research evidence record google:1.1.1
- AI research evidence record openai:c4
- AI research evidence record anthropic:15-4
- AI research evidence record anthropic:12-17
- AI research evidence record anthropic:12-6
- AI research evidence record perplexity:c1
- AI research evidence record kimi:optiseo-1
- AI research evidence record openai:c5
- AI research evidence record perplexity:c1
- AI research evidence record perplexity:c7
- AI research evidence record openai:c7
- AI research evidence record openai:c1
- AI research evidence record anthropic:12-6
- AI research evidence record anthropic:29-2
- AI research evidence record google:2.4.4
- AI research evidence record anthropic:34-2
- AI research evidence record anthropic:13-3
- AI research evidence record openai:c3
- AI research evidence record anthropic:2-12
- AI research evidence record openai:c1
- AI research evidence record anthropic:31-18
- AI research evidence record anthropic:13-3
- AI research evidence record anthropic:10-3
- AI research evidence record anthropic:13-6
- AI research evidence record anthropic:16-3
- AI research evidence record anthropic:29-2
- AI research evidence record openai:c5
- AI research evidence record perplexity:c1
- AI research evidence record anthropic:24-1
- AI research evidence record anthropic:19-6
- AI research evidence record google:2.1.3
- AI research evidence record anthropic:22-4
- AI research evidence record perplexity:c4
- AI research evidence record google:2.3.4
- AI research evidence record anthropic:13-6
- AI research evidence record openai:c1
- AI research evidence record anthropic:17-3
- AI research evidence record openai:c4
- AI research evidence record perplexity:c6
- AI research evidence record openai:c3
- AI research evidence record anthropic:2-12
- AI research evidence record anthropic:15-4
- AI research evidence record openai:c8
- AI research evidence record openai:c1
- AI research evidence record kimi:optiseo-1
- AI research evidence record perplexity:c7
- AI research evidence record openai:c1
- AI research evidence record grok:0
- AI research evidence record grok:3
- AI research evidence record openai:c3
- AI research evidence record anthropic:7-5
- AI research evidence record google:2.1.3
- AI research evidence record openai:c5
- AI research evidence record perplexity:c1
- AI research evidence record perplexity:c4
- AI research evidence record openai:c1
- AI research evidence record anthropic:29-2
- AI research evidence record openai:c1
- AI research evidence record anthropic:15-4
- AI research evidence record perplexity:c6
- AI research evidence record perplexity:c7
- AI research evidence record openai:c5
- AI research evidence record perplexity:c1
Verify this research
Review the study details behind this page or download the public machine-readable verification record.
- Study date
- September 19, 2026
- Platforms analyzed
- 7
- Source records
- 35
- Ranking mentions
- 4 of 7
- Platform share
- 57%
- Final consensus rank
- #2
Research trail and source mix
Configured platforms
openai, anthropic, deepseek, grok, perplexity, kimi, google
Source mix
17 independent · 18 company-owned
Evidence support
28 direct · 4 partial
Important limitation
Use the run research_date as the study date. Platform-reported dates are provenance metadata and do not independently prove freshness.
Source snapshot SHA-256 dc8e8c17cacfcd692dfea8c8162d2243d7cb59a1bca8615dfca31a8f9f0ed7fb