Answer Capsule
Ahrefs Brand Radar is a mixed fit for small businesses seeking affordable AI visibility tracking. Two of seven platforms named it during ranking discovery, at an average listed rank of 7.0 (best rank 6, final rank 8). Its strongest reason to consider it is the combination of a large search-backed prompt database, competitor share-of-voice benchmarking, and Custom Prompts for tracking specific buyer questions — especially valuable for businesses already paying for Ahrefs. The main limitation is cost and dependency: realistic all-in pricing runs roughly $328–$828 per month, several independent reviewers call it expensive for true small businesses, and Claude and Grok coverage is limited or absent.
Research Snapshot
| Field | Value |
|---|---|
| Platform mentions in ranking stage | 2 of 7 platforms (openai, perplexity) |
| Share of included platform responses | 28.6% |
| Average listed rank | 7.0 |
| Best listed rank | 6 |
| Relevant product/model/plan | Brand Radar add-on; Brand Radar AI with Custom Prompts |
| Overall use-case fit | Good (1 platform); Mixed (5 platforms); Weak (1 platform) — 7 platforms analyzed |
| Research date | 2026-09-19 |
Why Ahrefs Brand Radar Qualified for This Study
Questions This Section Answers
- Is Ahrefs Brand Radar a good choice for AI visibility tracking for a small business?
- Why did only two of seven AI platforms name Ahrefs Brand Radar for small businesses?
Ahrefs Brand Radar qualified because it is a named, purchasable product that directly addresses the study prompt: a small business wanting to know whether ChatGPT, Gemini, Perplexity, and other AI systems mention or recommend its brand, with competitor comparisons and understandable reports. It cleared the minimum-mentions threshold with two platform mentions (openai, perplexity), landing at an average listed rank of 7.0 and a final rank of 8.
Qualification does not equal endorsement. Five of the seven platforms that evaluated fit rated it "mixed," one rated it "good," and one rated it "weak." The split reflects a real disagreement about whether Brand Radar's price and Ahrefs dependency suit a small business, not a disagreement about whether the product works.
The Product, Model, Plan, or Service Most Relevant to AI Visibility Platforms for Small Businesses
Questions This Section Answers
- Which Ahrefs Brand Radar plan should a small business choose for tracking buyer questions across ChatGPT and Gemini?
- Is the Brand Radar add-on or Brand Radar AI with Custom Prompts the better buy for a small business?
The relevant offering is the Brand Radar add-on and Brand Radar AI with Custom Prompts. Brand Radar tracks how a brand appears across AI search results, not just the web [1]. It monitors six AI platforms — ChatGPT, Perplexity, Gemini, Microsoft Copilot, Google AI Overviews, and Google AI Mode — against a database of search-backed prompts [2].
Custom Prompts is the feature most aligned with a small business's actual buying questions. It lets a user specify their own prompts, choose AI assistants, set a location, and pick a refresh frequency of daily, weekly, or monthly [5]. Ahrefs announced this capability publicly in January 2026 [8].
Ahrefs frames the two features as complementary: the macro index maps breadth of the AI funnel, while custom prompts provide depth on the questions that drive the most sales [10]. For a small business, that means the broad index handles discovery and the custom prompts handle the handful of commercial queries that matter most.
What the AI Platforms Agreed About
Questions This Section Answers
- What do AI platforms agree Ahrefs Brand Radar does well for small business AI visibility?
- Does Ahrefs Brand Radar provide competitor comparisons and share-of-voice data for small brands?
Platforms broadly agreed on three capabilities.
Competitor benchmarking is real and built in. Brand Radar benchmarks AI share of voice against competitors and identifies top cited pages and domains [11]. Reports can be configured for a brand, competitors, a market or niche, name variations, associated URLs, location, and filters [13].
Citation transparency is a genuine strength. When an AI answer names a brand, Brand Radar shows which URL the model pulled the mention from — owned content, a third-party site, a competitor blog, or a community platform [14]. One reviewer called cross-referencing Brand Radar mentions with backlink data an underappreciated feature for understanding whether citations correlate with link authority [15].
Setup is fast for macro tracking. Ahrefs states there is no setup time and any brand can be searched instantly [16]. Multiple platforms repeated this as a practical advantage for lean teams.
Agreement here reflects consistent platform reporting, not independent verification of product quality. No independent source validating Ahrefs' AI-visibility metric accuracy was located in the supplied research.
Where the AI Platforms Disagreed or Were Uncertain
Questions This Section Answers
- Is Ahrefs Brand Radar too expensive for a small business compared with standalone AI visibility tools?
- Does Ahrefs Brand Radar track Claude and Grok, and does that coverage gap matter for a small business?
Pricing is the central conflict. Published entry points do not agree. Ahrefs' pricing page lists Brand Radar AI as starting from $199/month [18], while the Brand Radar product page has been documented listing $398/month for select platforms and $699/month for all platforms [21]. One review documented both prices live simultaneously and could not determine which applies to new customers [23]. Independent estimates of realistic all-in cost range from roughly $328/month for a single index plus a base plan [24] to $828/month for full coverage [25].
Whether a base Ahrefs subscription is required is also unresolved. Some sources describe Brand Radar as an add-on requiring an active Ahrefs plan [28], while Ahrefs help content describes single-platform and all-platform access as standalone purchases [30]. One platform's research explicitly flagged that this dependency was not fully verified from official pages (perplexity, unclear finding).
Fit ratings diverged sharply. OpenAI rated it "good," five platforms rated it "mixed," and Grok rated it "weak," stating it suits only businesses already on Ahrefs Standard or above [31]. One reviewer argued Brand Radar is the more pragmatic starting point for most small and mid-size teams [32]; others called the price a "non-starter" for most small businesses [33].
Coverage gaps are disputed in severity. One review called the lack of Claude and Grok tracking a non-starter for most businesses [33]. Ahrefs' own documentation notes Claude is available for custom prompts but consumes eight checks per update, and Grok collection is currently restricted [35]. Fanout-query visibility is limited to ChatGPT and Perplexity [36].
Database size figures conflict. Supplied sources cite 150M+, 239M+, 300M+, 320M+, 405M+, 455M+, 456M+, and 475M+ prompts across different pages and dates. These likely reflect dataset updates, but the current figure should be verified in-account.
Use-Case-Specific Features and Capabilities
Questions This Section Answers
- Does Ahrefs Brand Radar track specific buyer questions across ChatGPT, Gemini, and Perplexity?
- Can a small business export Ahrefs Brand Radar reports or connect them to Looker Studio?
| Criterion | Assessment | Evidence |
|---|---|---|
| Straightforward tracking | Advantage | Instant brand lookup, no seed setup; six AI platforms covered |
| Custom buyer-question monitoring | Advantage | User-defined prompts, selectable assistants, locations, daily/weekly/monthly refresh |
| Competitor comparisons | Advantage | AI share of voice, cited pages and domains, configurable competitor sets |
| Understandable reports | Neutral/unclear | Reports save and revisit; API, MCP, and Looker Studio workflows described, but no independent evidence on clarity for non-SEO users |
| Optimization usefulness | Advantage | Surfaces cited pages, domains, fanout queries, content gaps |
| Data interpretation | Limitation | Prompts are asked without stored user context or personalization, so results reflect Ahrefs' methodology, not every user experience |
| Emerging platform coverage | Limitation | No Claude or Grok index; no published roadmap commitment |
| Prompt database balance | Limitation | Majority of prompts come from Google AI Overviews and AI Mode, so ChatGPT and Perplexity metrics are less comprehensive at equal per-index pricing |
One structural caveat matters for small businesses: the tool's architecture favors broad discovery over bottom-funnel tracking, which one reviewer described as frustrating for teams wanting to monitor only specific high-value prompts [37]. Custom Prompts addresses this, but at additional cost.
Pricing, Fees, Contracts, and Ongoing Costs
Questions This Section Answers
- How much does Ahrefs Brand Radar cost per month for a small business, and are there setup or cancellation fees?
- What happens when a small business exceeds its included Ahrefs Brand Radar custom prompt checks?
Pricing is layered and, per multiple platforms, inconsistent across Ahrefs' own pages.
| Cost item | Listed price | Source |
|---|---|---|
| Brand Radar AI, single index | $199/month | |
| All-platform access | $699/month, includes 2,500 custom prompt checks | |
| Brand Radar product page, select platforms | $398/month (conflicts with $199 entry) | |
| Custom Prompt packages | Basic $50 (2,500 checks), Growth $100 (7,000), Scale $250 (25,000) | |
| Included checks on paid plans | Lite 150/month, Standard 300/month, Advanced 600/month | |
| Overage per check | $0.020 Basic, $0.015 Growth, $0.010 Scale | |
| Base Ahrefs plans | Lite $129, Standard $249, Advanced $449, Enterprise $1,499/month | |
| Annual billing discount | Up to 17% |
Ahrefs states plans can be cancelled from Account Settings and remain usable through the subscription period, and that monthly subscriptions generally do not receive refunds, though unused monthly subscriptions may be eligible for a refund request subject to review [38]. Enterprise at $1,499/month requires an annual commitment [39]. One platform reported no contracts and cancel-anytime terms for standard tiers [40]; another reported monthly billing with annual purchase limited to enterprise users [41]. These accounts do not fully agree.
Claude custom-prompt checks consume eight checks per update, which materially changes effective capacity for buyers monitoring Claude [42].
Best Suited For
Questions This Section Answers
- Who gets the most value from Ahrefs Brand Radar for small business AI visibility?
Brand Radar fits best when the business already pays for Ahrefs. One independent review concluded that for existing Ahrefs Standard or above subscribers, Brand Radar is a large price cut versus buying a standalone tool [43], and another called it the pragmatic starting point for most small and mid-size teams [44].
It also suits businesses that want macro-level discovery without curating a prompt list, since the pre-computed database requires no seed setup [45], and teams that need competitor share-of-voice and citation-source transparency in one dashboard [47]. Businesses focused on Google AI Overviews and search-backed visibility rather than ChatGPT-first strategies are a particularly natural fit, given the database's Google weighting [49].
Probably Not Best Suited For
Questions This Section Answers
- Who should not choose Ahrefs Brand Radar for small business AI visibility?
Budget-constrained small businesses without an existing Ahrefs subscription are the clearest mismatch. Multiple independent reviews rate the price as high for freelancers and small businesses, with many features locked behind higher plans [50]. One platform rated the overall fit "weak" for exactly this buyer (grok, fit rating: weak).
Businesses needing Claude or Grok coverage should look elsewhere or wait for roadmap confirmation, since neither is currently tracked as a standard index [52]. Buyers wanting guaranteed traffic, rankings, or conversions are also out of scope — Brand Radar measures visibility, not outcomes (openai, probably_not_best_for). Finally, teams wanting prescriptive, step-by-step remediation rather than data to interpret manually will find the tool stops short of that (google, actionability limitation).
When Another Option May Be Better
Questions This Section Answers
- What is a better alternative to Ahrefs Brand Radar for a small business with a budget under $100 per month?
- When is a cheaper prompt-metered AI visibility tool a better buy than Ahrefs Brand Radar?
Cheaper standalone tools are the recurring alternative across platforms. Peec AI is cited at six-engine coverage from $95/month [54]; Otterly.AI at $29/month [55]; Profound from $99/month annually [55]; and RadarKit from $20/month (google, alternative note). One comparison argued Peec AI's real-time custom prompts differ fundamentally from Ahrefs' pre-computed static database approach [57].
A prompt-metered tool is the better buy when the business has a narrow list of high-value questions and does not need broad market-level visibility (openai, better_alternative_when). A broader SEO suite is better when AI visibility is secondary to rank tracking, content production, local SEO, or site auditing. A lightweight manual process is defensible when the business has very few prompts and cannot justify recurring software costs.
For buyers who want a free starting point, Ahrefs itself offers a free AI Visibility Checker snapshot, though it is a limited one-time check rather than continuous monitoring [58].
Questions to Verify Before Buying
Questions This Section Answers
- What should a small business confirm with Ahrefs before paying for Brand Radar?
- Which AI platforms and prompt counts are actually included in the Brand Radar plan at checkout?
Confirm these before committing:
- Which entry price applies — $199, $398, or $699 — and what "select platforms" restricts [59].
- Whether a base Ahrefs subscription is required for the specific purchase path, and which tier (perplexity, unclear finding).
- How prompts, locations, platform selections, Claude usage, and refresh frequency count against monthly checks (openai, questions_to_verify).
- Whether pay-as-you-go overage can be disabled and what alerts precede charges (openai, questions_to_verify).
- Which metrics are modeled from the prompt database versus directly collected from live AI responses (openai, questions_to_verify).
- Whether annual billing, cancellation, refunds, data retention, exports, API/MCP, and Looker Studio access are available on the selected product (openai, questions_to_verify).
- Whether YouTube, Reddit, and TikTok tracking modules remain free after beta exit (anthropic, questions_to_verify).
- Whether per-user seat costs ($40–$80/month) apply and whether prompt allowances are shared or per-user (anthropic, questions_to_verify).
Final AI Consensus Verdict
Ahrefs Brand Radar is a mixed fit for AI Visibility Platforms for Small Businesses. It earned two platform mentions in ranking discovery at an average listed rank of 7.0, and its substantive capabilities — competitor share-of-voice benchmarking, citation-source transparency, and Custom Prompts for buyer questions — are consistently reported across platforms.
The obstacle is economics and dependency. Realistic all-in cost runs roughly $328–$828/month depending on configuration, published entry prices conflict across Ahrefs' own pages, and whether a base subscription is required remains unresolved in the supplied evidence. Coverage gaps for Claude and Grok, plus a prompt database weighted toward Google AI Overviews, further narrow the fit.
For a small business already paying for Ahrefs Standard or above, Brand Radar is a defensible add-on that extends an existing workflow. For a budget-first small business without an Ahrefs subscription, cheaper standalone alternatives deliver comparable core tracking at a fraction of the cost. Independent validation of Ahrefs' AI-visibility accuracy and small-business return on investment was not located in the supplied research.
How This Review Was Produced
This review synthesizes fit assessments from seven AI platforms (openai, anthropic, google, grok, perplexity, kimi, deepseek) that evaluated Ahrefs Brand Radar against the small-business AI visibility use case. Each platform supplied strengths, limitations, pricing findings, alternative recommendations, and verification questions. Ranking statistics reflect how many platforms named the entity during ranking discovery and at what position. All factual claims are cited to supplied platform evidence using parenthetical citation IDs. No personal testing, customer interviews, or independent verification was performed.
For the full field of options, see the AI Visibility Platforms for Small Businesses consensus index. Broader coverage of this tool category is available in the ai visibility llm monitoring directory.
Methodology Limitations
- Platform-reported, not independently verified. All citations are platform-reported evidence. No independent source validating Ahrefs' AI-visibility metric accuracy, report usability, or small-business ROI was located.
- Research dates differ. The authoritative study date is 2026-09-19. DeepSeek's platform research is dated 2026-06-12, roughly three months earlier. Platform-reported dates are provenance metadata and do not independently prove freshness.
- Ranking mentions are not endorsements. Only two of seven platforms named Ahrefs Brand Radar during ranking discovery. Fit evaluation was performed by all seven, but mention counts reflect ranking-stage naming only.
- Pricing conflicts were preserved, not resolved. Ahrefs publishes multiple entry prices across pages. This review reports the conflict and directs buyers to verify at checkout rather than selecting one figure.
- Database size figures conflict. Supplied sources cite figures from 150M+ to 475M+ prompts. The current count should be verified in-account.
- One platform ran without search. DeepSeek's research was conducted with search disabled, so its pricing findings are explicitly labeled unverified.
- Official-site retrieval failed. The Ahrefs homepage fetch exceeded size limits and returned no excerpts; no failed fetch was treated as a verified fact source.
- Identity qualification note. The deterministic identity audit used exact-name fallback, and the matching reported domain remains unverified.
- Supplied URLs were not independently validated by the writer stage.
Sources
Company-Owned Sources
- Free AI Visibility Checker by Ahrefs: Track Your Brand in AI search: https://ahrefs.com/ai-visibility-checker
- 10 Ways to Use Ahrefs' Brand Radar to Grow AI Visibility: https://ahrefs.com/blog/10-ways-to-use-brand-radar/
- How To Choose the Right Ahrefs Plan in 2026: https://ahrefs.com/blog/ahrefs-pricing/
- Ahrefs Brand Radar Methodology: How we collect and model AI visibility data: https://ahrefs.com/blog/brand-radar-methodology/
- The conference for marketers ready to win in 2026: https://ahrefs.com/blog/product-announcement-ahrefs-adds-youtube-and-reddit-tracking-to-brand-radar/
- Ahrefs Brand Radar: See ANY brand’s AI visibility: https://ahrefs.com/brand-radar
- Plans & Pricing - Ahrefs: https://ahrefs.com/pricing
- VisibAI — AI Visibility Audit | Check if ChatGPT knows you exist: https://getvisibai.com/
- 11064852 what is brand radar and how to use it: https://help.ahrefs.com/en/articles/11064852-what-is-brand-radar-and-how-do-you-use-it
- 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 create a report in Brand Radar: https://help.ahrefs.com/en/articles/13192029-how-to-create-a-report-in-brand-radar
- 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
- How to view fanout queries generated by AI: https://help.ahrefs.com/en/articles/14319115-how-to-view-fanout-queries-generated-by-ai
- Visiblee for startups & founders | Visiblee: https://www.visiblee.ai/for/startups
Additional AI research evidence60 records
- AI research evidence record anthropic:20-8
- AI research evidence record anthropic:26-3
- AI research evidence record anthropic:26-11
- AI research evidence record google:1.1.3
- AI research evidence record openai:c1
- AI research evidence record anthropic:12-4
- AI research evidence record anthropic:12-5
- AI research evidence record anthropic:10-1
- AI research evidence record anthropic:11-1
- AI research evidence record anthropic:18-1
- AI research evidence record anthropic:26-4
- AI research evidence record perplexity:c5
- AI research evidence record openai:c6
- AI research evidence record anthropic:2-12
- AI research evidence record anthropic:9-1
- AI research evidence record anthropic:26-13
- AI research evidence record perplexity:c4
- AI research evidence record openai:c3
- AI research evidence record perplexity:c1
- AI research evidence record google:2.2.3
- AI research evidence record anthropic:8-4
- AI research evidence record anthropic:8-1
- AI research evidence record anthropic:8-3
- AI research evidence record anthropic:7-2
- AI research evidence record anthropic:5-2
- AI research evidence record grok:3
- AI research evidence record google:2.1.7
- AI research evidence record anthropic:3-18
- AI research evidence record anthropic:5-1
- AI research evidence record perplexity:c2
- AI research evidence record grok:11
- AI research evidence record anthropic:2-11
- AI research evidence record anthropic:7-15
- AI research evidence record anthropic:20-16
- AI research evidence record openai:c2
- AI research evidence record openai:c5
- AI research evidence record anthropic:25-11
- AI research evidence record openai:c3
- AI research evidence record anthropic:8-12
- AI research evidence record grok:16
- AI research evidence record perplexity:c3
- AI research evidence record openai:c2
- AI research evidence record anthropic:2-5
- AI research evidence record anthropic:2-11
- AI research evidence record anthropic:26-13
- AI research evidence record google:1.1.3
- AI research evidence record anthropic:26-4
- AI research evidence record anthropic:2-12
- AI research evidence record anthropic:15-1
- AI research evidence record anthropic:20-16
- AI research evidence record anthropic:20-14
- AI research evidence record anthropic:7-15
- AI research evidence record anthropic:3-6
- AI research evidence record anthropic:5-5
- AI research evidence record anthropic:8-14
- AI research evidence record google:1.2.9
- AI research evidence record google:2.3.6
- AI research evidence record anthropic:13-4
- AI research evidence record anthropic:8-3
- AI research evidence record anthropic:8-4
Independent Sources
- Ahrefs Pricing 2026: Costs, Add-Ons & Competitors: https://checkthat.ai/brands/ahrefs/pricing
- Ahrefs Brand Radar Review (2026): Pricing Breakdown, Competitor Comparisons, and Features Review: https://connorkimball.com/blog/ahrefs-brand-radar-review-pricing-competitor-comparison/
- Ahrefs Launches Custom AI Prompt Tracking for Brand Visibility: https://finance.yahoo.com/news/ahrefs-launches-custom-ai-prompt-051600618.html
- Ahrefs Brand Radar pricing (2026): plans, entry cost, alternatives: https://geotoolstack.com/pricing/ahrefs-brand-radar/
- Ahrefs Brand Radar: what it is, pricing, and the best alternatives: https://mentionsapi.com/blog/ahrefs-brand-radar/
- Ahrefs Brand Radar Review 2026: Is It Worth $828/Month?: https://nbound.co/ahrefs-brand-radar-review/
- Ahrefs Brand Radar Review 2026: Is It Worth $828/Month?: https://nboundmarketing.com/research/ai-visibility/ahrefs-brand-radar/
- Peec AI vs Ahrefs Brand Radar: An objective comparison: https://peec.ai/blog/peec-ai-vs-ahrefs-brand-radar/
- 7 Ahrefs Pricing Checks for Teams (Free Template) 2026: https://ustechautomations.com/ahrefs-pricing/
- Ahrefs Brand Radar Review & Alternatives (2026): Is It Worth the Price?: https://writesonic.com/blog/ahrefs-brand-radar-review-alternatives/
- Ahrefs Brand Radar Review (2026): Pricing, Features, and the Real Cost of Full Coverage: https://www.aeolabs.ai/blog/ahrefs-brand-radar-review
- Ahrefs Brand Radar Review: Is It Worth the Extra Cost?: https://www.allable.ai/blog/ahrefs-brand-radar-review/
- 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
- Ahrefs for AI Visibility: Brand Radar Review & What It Still Can't Track: 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 Brand Radar Pricing in 2026: Why You'll See Two Different Prices: https://www.get-ryze.ai/blog/ahrefs-brand-radar-pricing-2026
- 8 best brand mention tools I'm using in 2026: https://www.gumloop.com/blog/brand-mentions-tool
- Ahrefs Brand Radar Review 2026: Features, Pricing, Verdict: https://www.layer3labs.io/guides/ahrefs-brand-radar-review
- Brand Monitoring Tools: 11 Best Choices Reviewed for 2026: https://www.mentionlytics.com/blog/brand-monitoring-tools/
- Ahrefs Brand Radar Review 2026: Is It Worth $828?: https://www.tryanalyze.ai/blog/ahrefs-brand-radar-review
- Ahrefs Brand Radar Review (2026): Good for SEO Teams, Not Enough for AEO: https://www.tryprofound.com/blog/ahrefs-brand-radar-review
- Best Ahrefs Brand Radar Alternatives in 2026 - xSeek: https://xseek.com/blog/ahrefs-brand-radar-alternatives/
Additional AI research evidence60 records
- AI research evidence record anthropic:20-8
- AI research evidence record anthropic:26-3
- AI research evidence record anthropic:26-11
- AI research evidence record google:1.1.3
- AI research evidence record openai:c1
- AI research evidence record anthropic:12-4
- AI research evidence record anthropic:12-5
- AI research evidence record anthropic:10-1
- AI research evidence record anthropic:11-1
- AI research evidence record anthropic:18-1
- AI research evidence record anthropic:26-4
- AI research evidence record perplexity:c5
- AI research evidence record openai:c6
- AI research evidence record anthropic:2-12
- AI research evidence record anthropic:9-1
- AI research evidence record anthropic:26-13
- AI research evidence record perplexity:c4
- AI research evidence record openai:c3
- AI research evidence record perplexity:c1
- AI research evidence record google:2.2.3
- AI research evidence record anthropic:8-4
- AI research evidence record anthropic:8-1
- AI research evidence record anthropic:8-3
- AI research evidence record anthropic:7-2
- AI research evidence record anthropic:5-2
- AI research evidence record grok:3
- AI research evidence record google:2.1.7
- AI research evidence record anthropic:3-18
- AI research evidence record anthropic:5-1
- AI research evidence record perplexity:c2
- AI research evidence record grok:11
- AI research evidence record anthropic:2-11
- AI research evidence record anthropic:7-15
- AI research evidence record anthropic:20-16
- AI research evidence record openai:c2
- AI research evidence record openai:c5
- AI research evidence record anthropic:25-11
- AI research evidence record openai:c3
- AI research evidence record anthropic:8-12
- AI research evidence record grok:16
- AI research evidence record perplexity:c3
- AI research evidence record openai:c2
- AI research evidence record anthropic:2-5
- AI research evidence record anthropic:2-11
- AI research evidence record anthropic:26-13
- AI research evidence record google:1.1.3
- AI research evidence record anthropic:26-4
- AI research evidence record anthropic:2-12
- AI research evidence record anthropic:15-1
- AI research evidence record anthropic:20-16
- AI research evidence record anthropic:20-14
- AI research evidence record anthropic:7-15
- AI research evidence record anthropic:3-6
- AI research evidence record anthropic:5-5
- AI research evidence record anthropic:8-14
- AI research evidence record google:1.2.9
- AI research evidence record google:2.3.6
- AI research evidence record anthropic:13-4
- AI research evidence record anthropic:8-3
- AI research evidence record anthropic:8-4
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
- 36
- Ranking mentions
- 2 of 7
- Platform share
- 29%
- Final consensus rank
- #8
Research trail and source mix
Configured platforms
openai, anthropic, deepseek, grok, perplexity, kimi, google
Source mix
22 independent · 14 company-owned
Evidence support
33 direct · 3 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 cc48e1fb50a5d42c49828077ce076b0b473623454616fff75ac8da5725b7d2f6