Answer Capsule
Virayo AI is a good fit for U.S. B2B companies that want an agency-led AI visibility audit with recurring monitoring, citation and inaccuracy analysis, competitor benchmarking, and strategist interpretation. Two of seven platforms named it during ranking discovery — DeepSeek (rank 4) and Kimi (rank 5) — for an average listed rank of 4.5 and a best rank of 4. The strongest reason to consider it is the combination of a proprietary platform covering ChatGPT, Claude, Gemini, Perplexity, and Google AI Overviews with weekly audits and human strategy. The main limitation is that the platform is bundled into agency engagements: no standalone pricing, no published contract terms, and no independently verified methodology.
Research Snapshot
| Field | Finding |
|---|---|
| Platform mentions in ranking stage | 2 of 7 platforms (DeepSeek, Kimi) |
| Share of included platform responses | 28.6% |
| Average listed rank | 4.5 |
| Best listed rank | 4 (DeepSeek) |
| Relevant product/model/plan | Virayo AI Platform, embedded in Virayo agency engagements; SaaS GEO service reported from $7,500/month |
| Overall use-case fit | Good for agency-led audits; uncertain for standalone or self-service procurement |
| Research date | 2026-09-18 |
Why Virayo AI Qualified for This Study
Questions This Section Answers
- Is Virayo AI a good choice for AI Search Agencies for AI Visibility Audits?
- How many AI platforms named Virayo AI during ranking discovery for AI visibility audits?
Virayo AI qualified because two platforms named it during ranking discovery and all seven platforms returned a substantive fit assessment for this use case. DeepSeek listed it at rank 4 and Kimi at rank 5, giving an average listed rank of 4.5 and a best listed rank of 4. Its final rank across the study was 7.
The entity is a company, not a standalone software product. Its official website is [1], and the relevant offering for this use case is the Virayo AI Platform, which the company describes as included in every Virayo engagement [1]. Virayo also markets a SaaS GEO service, with third-party comparisons reporting a starting price of $7,500 per month [3].
Qualification here reflects topical relevance and platform recognition, not verified product quality. The evidence base is heavily company-owned: of 28 deduplicated sources, 16 are owned and 12 are independent, and no independent validation of platform accuracy, coverage, or customer outcomes was identified [1]. Buyers comparing options across this category can start with the AI Search Agencies for AI Visibility Audits consensus index, which aggregates the same platform responses.
The Product, Model, Plan, or Service Most Relevant to AI Search Agencies for AI Visibility Audits
Questions This Section Answers
- Which Virayo AI plan should a buyer choose for an AI visibility audit, and is the platform sold separately?
- Is the Virayo AI Platform available without a full agency engagement?
The relevant offering is the Virayo AI Platform, delivered inside a managed agency engagement rather than sold as standalone software. Every platform that examined the product reached the same structural conclusion: the platform is embedded in engagements, and no public standalone price exists [6].
Virayo describes the platform as running a weekly loop across three stacked layers — search foundation, audits, and recommendations — with the cycle closing every week (official:C1). Company materials state that the platform crawls the client site weekly, tracks rankings, audits how models describe the brand, catches inaccuracies at their source, and maps competitor domains the models cite instead of the client [10]. Clients reportedly receive a login to see metrics rather than a black-box report [10].
The company positions itself as an AI SEO agency for B2B SaaS whose proprietary platform runs weekly audits, with Claude MCP integration embedded in service programs [9]. One case study states that PCS Software received extended direct platform access via Virayo AI MCP, allowing the team to query the platform and surface insights without leaving the Claude desktop app [11].
Two naming and packaging conflicts are worth flagging. First, Virayo's public pages describe the platform as included in engagements but do not publish engagement pricing [6]. Second, one independent June 2026 agency guide explicitly marked Virayo's AI search capability as "not documented," which contradicts Virayo's own marketing [12]. Buyers should treat the platform's scope as company-described until confirmed in writing.
What the AI Platforms Agreed About
Questions This Section Answers
- What do AI platforms agree Virayo AI does well for AI visibility audits?
- Does Virayo AI cover ChatGPT, Claude, Gemini, Perplexity, and Google AI Overviews?
Platforms broadly agreed on four points, though the strength of agreement varied by claim.
Multi-platform coverage. Virayo states that the platform audits ChatGPT, Claude, Gemini, Perplexity, and Google AI Overviews, covering both training-data representation and live-search behavior [13]. Google's assessment confirmed tracking across ChatGPT, Gemini, Claude, and Google AI Overviews [15]. Perplexity noted the company describes four LLM providers and seven sources weekly, with broader coverage unclear from public materials [16].
Citation and mention measurement. Publicly described metrics include mention rate, citation rate, average position, share of voice, a composite 0–100 Visibility Score, and inaccuracies [13]. Virayo also describes detecting cases where its content is cited but another brand is recommended — sometimes called "ghost citations" [18].
Competitor benchmarking. The platform publicly shows competitor comparison and states that tracked prompts measure competitive positioning, share of voice, and average position against named competitors [13].
Agency operating model. Virayo says the platform is included in every engagement and that a senior strategist runs the account [13]. This is an agency-led audit and action-planning model, not an independently purchased software model.
Agreement across platforms does not establish product quality. Most of these claims trace back to the same company-owned pages, so convergence reflects shared sourcing more than independent verification.
Where the AI Platforms Disagreed or Were Uncertain
Questions This Section Answers
- Why did some AI platforms rate Virayo AI as uncertain for AI visibility audits?
- Is Virayo AI's AI search capability independently documented?
Fit ratings diverged sharply. Grok rated Virayo a strong fit; OpenAI, Anthropic, Google, and Perplexity rated it good; DeepSeek and Kimi rated it uncertain. The disagreement centers on evidence availability rather than product features.
Documentation conflict. DerivateX's June 2026 B2B SaaS agency guide explicitly marks Virayo's AI search capability as "not documented," despite Virayo's own site claiming AI visibility audits and GEO as core services [20]. A separate DerivateX comparison characterizes Virayo's AI search focus as a recent addition or rebrand of traditional SEO practices [21]. Virayo maintains its platform is deeply integrated and runs on automated weekly cycles [22].
Access failure. Kimi reported that Virayo's website and product information were not accessible through its search tools, and found no independent journalism, reviews, directories, case studies, or client testimonials describing the platform [23]. Kimi's uncertain rating reflects that access gap, not a negative finding about the product.
MCP documentation. MCP integration is confirmed in one PCS Software case study stating clients can query the platform via Virayo AI MCP, but no public MCP endpoint, API documentation, SDK, or setup instructions were located [24]. Competing platforms publish MCP servers and SDKs [25].
Pricing conflict. Reported minimums differ: $7,500/month in a July 2026 competitive comparison [26] and $6,000/month scaling to $30,000 for enterprise in a March 2026 review [27]. Clutch lists a minimum project size of $5,000+ [28]. Virayo's own pages state engagements start at $7,500/month with a six-month initial term, then month-to-month [29].
Coverage breadth. KIME tracks nine AI engines including Copilot, Grok, and DeepSeek, versus Virayo's five named surfaces [30]. Buyers needing Copilot, Grok, or DeepSeek coverage should verify whether Virayo supports them.
Use-Case-Specific Features and Capabilities
Questions This Section Answers
- Does Virayo AI track prompts, citations, and competitor share of voice for AI visibility audits?
- Does Virayo AI provide executive-ready dashboards and historical trend reporting?
The table below maps Virayo's publicly described capabilities to the seven evaluation criteria for this use case. Assessments reflect platform-reported evidence unless noted.
| Criterion | Assessment | What the evidence shows |
|---|---|---|
| Multi-platform coverage | Advantage | ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews; training data and live search |
| Prompt tracking | Advantage | Weekly tracked prompts; free audit based on 20 brand-relevant prompts; engagement-level prompt allowance unspecified |
| Recommendation and mention measurement | Advantage | Mention rate, citation rate, average position, share of voice, 0–100 Visibility Score, inaccuracies; a distinct recommendation-rate metric is unclear |
| Citation tracking | Advantage | Weekly citation tracking, inaccuracy tracing to source pages, sourced-not-mentioned detection |
| Competitor benchmarking | Advantage | Competitor comparison tables, competitive maps, share of voice vs. named rivals |
| Historical trend reporting | Neutral to advantage | Dashboard shows visibility trends across audit dates; retention period, export formats, and fixed-cohort comparison are unclear |
| Executive-ready dashboards | Neutral | Platform dashboard, weekly reports, and MCP access exist; customization, BI export, and white-labeling are not established publicly |
Additional documented capabilities include inaccuracy detection that traces wrong pricing, categories, and feature claims back to the source pages that caused them (official:C1), and a crawler described as incremental — reading the sitemap and re-crawling only changed pages (official:C1). Virayo also states the platform connects LLM visibility metrics to traffic and conversions on weekly cycles [31], and one case study reports 25–30 monthly LLM trial signups plus 2,000+ AI referral visits per month for a client (official:C1).
The weakest documented areas are prompt-intent depth and dashboard specification. OtterlyAI explicitly surfaces real user prompts across AI platforms, and Profound includes a Conversation Intent module; Virayo's prompt coverage scope is not as explicitly documented [32]. Buyers who need board-ready exports, white-label reporting, or documented data-retention terms should confirm those in writing.
Pricing, Fees, Contracts, and Ongoing Costs
Questions This Section Answers
- How much does Virayo AI cost per month, and is there a minimum contract term?
- Are there setup, implementation, or overage fees with a Virayo AI engagement?
Pricing is agency-retainer based, not platform-only, and the published figures come from a mix of company pages and third-party comparisons that do not fully agree.
| Cost element | Reported figure | Source type |
|---|---|---|
| GEO service minimum | $7,500/month | Company pages and a July 2026 competitive comparison |
| Full engagement range | $6,000–$30,000/month | Independent review, March 2026 |
| Minimum project size | $5,000+ | Directory profile |
| Hourly rate | $200–$300/hr if hourly work is required | Directory profile |
| Standalone platform price | Not publicly specified | Company pages |
| Setup or onboarding fees | None published | Platform-reported |
Contract terms are reported as a six-month initial term followed by month-to-month with a 30-day opt-out [33]. No early-termination or cancellation policy is published [35]. Additional fees for implementation, content, technical SEO, extra prompts, extra competitors, integrations, or custom reporting are unclear [36]. Pricing confidence is low to moderate across platforms.
For context, competing self-service platforms publish entry pricing from $59–$599/month (OtterlyAI), $399–$800+/month (KIME), and $1,597+/month (AEO Engine), and Veza Digital markets a $4,500 fixed 30-day audit [35]. Virayo's entry cost is therefore materially higher than self-service alternatives, which is expected for a managed engagement but relevant to budget planning.
Best Suited For
Questions This Section Answers
- Who is Virayo AI best suited for in an AI visibility audit engagement?
- Is Virayo AI a good fit for B2B SaaS companies that want agency-led GEO?
Virayo AI is best suited to post-product-market-fit B2B SaaS and technology companies that want an agency to interpret AI-search visibility data and prioritize corrective actions [38]. The company states its best fit is vertical category leaders such as field sales platforms, MSP tools, and transportation management systems [38]. Clutch lists industries including enterprise software, sales technology, healthcare, financial services, logistics, legal tech, education, and government, with 100+ B2B clients [40].
It also fits teams that value citation-gap, inaccuracy, competitor, and share-of-voice analysis more than standalone software access [39], and buyers who want recurring monitoring across ChatGPT, Claude, Gemini, Perplexity, and Google AI Overviews with strategist involvement [39]. Organizations that want direct access to audit data through a platform or MCP workflow rather than periodic slide decks are also a stated fit [42].
Probably Not Best Suited For
Questions This Section Answers
- Who should not choose Virayo AI for an AI visibility audit?
- Is Virayo AI suitable for ecommerce, B2C, or early-stage companies?
Virayo AI is probably not the best choice for buyers who require a publicly priced self-service platform [43]. It is also a weak fit for agencies seeking clearly documented white-label, multi-client, API, export, or reseller terms [43], and for organizations requiring independently verified methodology, historical benchmarks, or extensive local and international market segmentation [43].
Budget-constrained and early-stage companies are excluded by the reported $6,000–$7,500/month entry point and six-month minimum [45]. Non-SaaS verticals — ecommerce, B2C, and consumer-focused brands — fall outside the company's stated focus [47]. Buyers who need audit-only services without ongoing optimization cannot purchase measurement alone, because every engagement includes GEO optimization strategy [48]. Teams needing coverage beyond ChatGPT, Claude, Gemini, Perplexity, and AI Overviews should verify engine support before committing [49].
When Another Option May Be Better
Questions This Section Answers
- What is a better alternative to Virayo AI for a buyer who needs transparent SaaS pricing?
- When should a buyer choose a self-service AI visibility platform instead of Virayo AI?
Another option may be better in five situations.
Budget under $6,000/month. OtterlyAI ($59–$599/mo), KIME ($399–$800+/mo), and Profound (custom pricing with a lower mid-market entry) offer comparable platform coverage at a fraction of the cost [50].
Audit-only without optimization. Veza Digital markets a $4,500 fixed 30-day audit, and self-service tools eliminate agency overhead entirely [50].
Month-to-month flexibility. Competing platforms offer pay-as-you-go or monthly billing without a six-month commitment [50].
Broader engine coverage. KIME tracks nine engines including Copilot, Grok, and DeepSeek, versus Virayo's five named surfaces [52].
Documented MCP, API, or export workflows. Peec.ai, Profound, OtterlyAI, and Semrush publish public MCP endpoints and SDKs; Virayo's MCP documentation is minimal [53].
Buyers who need verified multi-platform tracking with transparent pricing may also consider SE Visible ($99/month, 5 engines), OptiSEO ($63–$119/month, 4 engines daily), or Appearly ($49–$449/month with weekly automated tracking and competitor comparison) [54]. For executive-ready audit deliverables without long procurement, Presenc AI offers defined audit scopes with board-ready summaries, and BeCited advertises 48-hour turnaround at $199 [57]. These alternatives are platform-reported and were not independently validated in this study. Buyers can compare agency-level options in the ai search geo agencies directory.
Questions to Verify Before Buying
Questions This Section Answers
- What should a buyer confirm with Virayo AI before signing a contract?
- How many prompts, competitors, and AI engines are included in a Virayo AI engagement?
The platforms surfaced a consistent verification list. Buyers should confirm:
- Total engagement price, minimum term, renewal structure, and cancellation notice period [59].
- How many prompts, competitors, markets, languages, and AI engines are included [59].
- Whether the buyer can supply and lock a custom prompt set, and whether prompts rerun identically for trend comparisons [59].
- How recommendations are distinguished from simple mentions, citations, rankings, or answer positions [59].
- Which citation URL, source-page, and answer-level details are retained and exportable [59].
- Historical data retention length and whether raw prompt-response records are available [59].
- Whether API, CSV, BI, Slack, MCP, or webhook integrations are included or charged separately [59].
- Whether dashboards are customizable, shareable, and white-labelable for executive or client reporting [59].
- How location, personalization, logged-in state, model version, search mode, and response variability are controlled [59].
- What implementation work is included beyond measurement, and which SEO, content, or digital-PR services cost extra [59].
- Whether the platform can be licensed separately for audit-only use, or only as part of a managed service [60].
- MCP API capabilities, endpoints, and supported workflows, and whether SDKs exist or access is Claude-desktop only [62].
- Whether documented case studies exist in non-SaaS verticals, or the service is truly restricted to B2B SaaS [63].
- What is included in the Visibility Score calculation and whether it matches competing platforms' metrics [64].
Final AI Consensus Verdict
Virayo AI is a good fit for U.S. B2B companies that want an agency-led AI visibility audit with recurring monitoring and interpretation across major AI search surfaces. Five of seven platforms rated it good or strong; two rated it uncertain because of documentation and access gaps rather than negative findings. It is not yet a clearly superior choice for buyers prioritizing transparent pricing, standalone software procurement, independently verified methodology, or fully documented agency-platform capabilities.
The decisive trade-off is packaging. Virayo bundles a capable-sounding platform — weekly audits, citation and inaccuracy tracking, competitor benchmarking, trend reporting, and MCP access — into a managed engagement reported from $7,500/month with a six-month initial term. Buyers who want that service model and fit the B2B SaaS profile have a coherent option. Buyers who want to buy measurement software, compare vendors on published pricing, or validate methodology independently should look at self-service platforms and fixed-scope audit providers first.
How This Review Was Produced
This review synthesizes fit-research responses from seven AI platforms — OpenAI, Anthropic, Google, Grok, Perplexity, DeepSeek, and Kimi — each asked to recommend AI search agencies for AI visibility audits and to assess Virayo AI against seven criteria: multi-platform coverage, prompt tracking, recommendation and mention measurement, citation tracking, competitor benchmarking, historical trend reporting, and executive-ready dashboards. Ranking statistics reflect only platforms that named Virayo AI during ranking discovery. All factual claims are cited to supplied platform responses using parenthetical citation IDs. Company-owned sources are distinguished from independent sources throughout.
Methodology Limitations
- The authoritative study date is 2026-09-18. DeepSeek's platform-reported research date was 2026-06-08, which differs from the run date; 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 the entity during ranking discovery. Two of seven did.
- Company-owned citations materially outnumber independent citations (16 owned vs. 12 independent). Company claims are not described here as independently verified.
- The supplied URLs were collected from platform responses and were not independently validated by the writer stage.
- Citations are platform-reported evidence, not independently verified facts. DeepSeek's assessment ran without search enabled, so its claims require explicit verification before being treated as current facts.
- Conflicting product names, pricing, and capabilities were described rather than resolved. Reported minimums range from $5,000 to $7,500/month across sources.
- No personal testing, customer experience, or independent verification of platform accuracy was performed for this review.
- Missing research was not interpreted as disagreement. Kimi's uncertain rating reflects an access failure, not a negative finding.
Sources
Company-Owned Sources
- Appearly: AI Visibility Platform for Agencies: https://appearly.ai/
- BeCited — AI Search Visibility Audit: https://becited.io/
- AI Visibility Dashboard - optiseo: https://optiseo.com/ai-visibility-dashboard/
- AI Visibility Audit Service | Presenc AI: https://presenc.ai/use-cases/ai-visibility-audit-service
- AI Search Agency for B2B Brands | GEO & SEO | Virayo: https://virayo.com/
- About Virayo | The SaaS SEO and GEO Team, Founded 2018: https://virayo.com/about
- 7 Top AI SEO Agencies Compared (Including Case Studies: https://virayo.com/blog/ai-seo-agencies
- 10 Best B2B SEO Agencies for 2026 By Category: https://virayo.com/blog/b2b-seo-agencies
- 10 Generative Engine Optimization Strategies (With Case Studies: https://virayo.com/blog/generative-engine-optimization-strategies
- LLM SEO: The B2B Guide to Getting Cited in AI Search - Virayo: https://virayo.com/blog/llm-seo
- PCS Software Case Study: 3x Leads on 70% Less Ad Spend | Virayo: https://virayo.com/case-study/pcs-software
- FAQ | Working With Virayo, GEO, and the Platform: https://virayo.com/faq
- Official Information About Virayo: https://virayo.com/llm-info
- SaaS GEO Agency: Get Recommended in AI Search | Virayo: https://virayo.com/saas-geo
- Virayo AI | AI Search Optimization & GEO Platform: https://virayo.com/virayo-ai
- SE Visible — An AI Visibility Tool Made to Empower Brands: https://visible.seranking.com/
Additional AI research evidence64 records
- AI research evidence record openai:c1
- AI research evidence record anthropic:c2
- AI research evidence record anthropic:c15
- AI research evidence record perplexity:c2
- AI research evidence record deepseek:c1
- AI research evidence record openai:c1
- AI research evidence record grok:11
- AI research evidence record perplexity:c1
- AI research evidence record google:1.1.5
- AI research evidence record anthropic:c7
- AI research evidence record anthropic:c11
- AI research evidence record anthropic:c17
- AI research evidence record openai:c1
- AI research evidence record openai:c2
- AI research evidence record google:1.1.1
- AI research evidence record perplexity:c5
- AI research evidence record anthropic:c2
- AI research evidence record google:1.2.3
- AI research evidence record anthropic:c1
- AI research evidence record anthropic:c17
- AI research evidence record google:1.3.5
- AI research evidence record google:1.1.5
- AI research evidence record kimi:virayo-inaccessible
- AI research evidence record anthropic:c11
- AI research evidence record anthropic:c12
- AI research evidence record anthropic:c15
- AI research evidence record anthropic:c16
- AI research evidence record anthropic:c14
- AI research evidence record perplexity:c2
- AI research evidence record anthropic:c18
- AI research evidence record google:1.2.7
- AI research evidence record anthropic:c10
- AI research evidence record grok:11
- AI research evidence record perplexity:c2
- AI research evidence record anthropic:c15
- AI research evidence record openai:c1
- AI research evidence record anthropic:c18
- AI research evidence record anthropic:c13
- AI research evidence record openai:c1
- AI research evidence record anthropic:c14
- AI research evidence record anthropic:c2
- AI research evidence record perplexity:c5
- AI research evidence record openai:c1
- AI research evidence record deepseek:c1
- AI research evidence record anthropic:c15
- AI research evidence record anthropic:c16
- AI research evidence record anthropic:c13
- AI research evidence record anthropic:c1
- AI research evidence record anthropic:c18
- AI research evidence record anthropic:c15
- AI research evidence record anthropic:c3
- AI research evidence record anthropic:c18
- AI research evidence record anthropic:c12
- AI research evidence record kimi:sevisible-competitors
- AI research evidence record kimi:optiseo-features
- AI research evidence record kimi:appearly-tracking
- AI research evidence record kimi:presenc-audit
- AI research evidence record kimi:becited-quarterly
- AI research evidence record openai:c1
- AI research evidence record anthropic:c15
- AI research evidence record perplexity:c5
- AI research evidence record anthropic:c12
- AI research evidence record anthropic:c13
- AI research evidence record anthropic:c2
Independent Sources
- The AI Visibility Tools Index: https://6signal.co/research/ai-visibility-tools
- AEO Engine vs Virayo: $7,500 B2B Retainers vs Published Pricing (July 20, 2026: https://aeoengine.ai/vs/virayo
- Virayo Reviews (11), Pricing, Services & Verified Ratings: https://clutch.co/profile/virayo
- 10 Best B2B SaaS SEO Agencies in 2026 (With Real Pricing: https://derivatex.agency/blog/best-b2b-saas-seo-agency/
- DerivateX vs Virayo: Traditional SaaS SEO Legacy vs AI-First Methodology (March 28, 2026: https://derivatex.agency/compare/virayo-alternative/
- DerivateX vs Virayo | SaaS SEO Agency Comparison: https://derivatex.com/blog/derivatex-vs-virayo
- Best AI Search Tools with MCP / Cursor / Claude Code Integration 2026: https://foglift.io/blog/best-ai-search-tools-mcp-integration
- AI Visibility Audit | Definition, Methodology and Scope (Grounding Page: https://groundingpage.com/facts/ai-visibility-audit/
- Best AI Visibility Tools in 2026: 11 Ranked & Compared: https://kime.ai/blog/best-ai-visibility-tools
- 9 AI Visibility Optimization Platforms Ranked by AEO Score (2026: https://nicklafferty.com/blog/best-ai-visibility-optimization-platforms/
- AI Search Visibility Audit Example: Full Walkthrough for Agencies: https://www.mywebaudit.com/blog/ai-visibility-audit-walkthrough
- AI Search Visibility Audit: https://www.vezadigital.com/services/ai-search-visibility-audit
Additional AI research evidence64 records
- AI research evidence record openai:c1
- AI research evidence record anthropic:c2
- AI research evidence record anthropic:c15
- AI research evidence record perplexity:c2
- AI research evidence record deepseek:c1
- AI research evidence record openai:c1
- AI research evidence record grok:11
- AI research evidence record perplexity:c1
- AI research evidence record google:1.1.5
- AI research evidence record anthropic:c7
- AI research evidence record anthropic:c11
- AI research evidence record anthropic:c17
- AI research evidence record openai:c1
- AI research evidence record openai:c2
- AI research evidence record google:1.1.1
- AI research evidence record perplexity:c5
- AI research evidence record anthropic:c2
- AI research evidence record google:1.2.3
- AI research evidence record anthropic:c1
- AI research evidence record anthropic:c17
- AI research evidence record google:1.3.5
- AI research evidence record google:1.1.5
- AI research evidence record kimi:virayo-inaccessible
- AI research evidence record anthropic:c11
- AI research evidence record anthropic:c12
- AI research evidence record anthropic:c15
- AI research evidence record anthropic:c16
- AI research evidence record anthropic:c14
- AI research evidence record perplexity:c2
- AI research evidence record anthropic:c18
- AI research evidence record google:1.2.7
- AI research evidence record anthropic:c10
- AI research evidence record grok:11
- AI research evidence record perplexity:c2
- AI research evidence record anthropic:c15
- AI research evidence record openai:c1
- AI research evidence record anthropic:c18
- AI research evidence record anthropic:c13
- AI research evidence record openai:c1
- AI research evidence record anthropic:c14
- AI research evidence record anthropic:c2
- AI research evidence record perplexity:c5
- AI research evidence record openai:c1
- AI research evidence record deepseek:c1
- AI research evidence record anthropic:c15
- AI research evidence record anthropic:c16
- AI research evidence record anthropic:c13
- AI research evidence record anthropic:c1
- AI research evidence record anthropic:c18
- AI research evidence record anthropic:c15
- AI research evidence record anthropic:c3
- AI research evidence record anthropic:c18
- AI research evidence record anthropic:c12
- AI research evidence record kimi:sevisible-competitors
- AI research evidence record kimi:optiseo-features
- AI research evidence record kimi:appearly-tracking
- AI research evidence record kimi:presenc-audit
- AI research evidence record kimi:becited-quarterly
- AI research evidence record openai:c1
- AI research evidence record anthropic:c15
- AI research evidence record perplexity:c5
- AI research evidence record anthropic:c12
- AI research evidence record anthropic:c13
- AI research evidence record anthropic:c2
Verify this research
Review the study details behind this page or download the public machine-readable verification record.
- Study date
- September 18, 2026
- Platforms analyzed
- 7
- Source records
- 28
- Ranking mentions
- 2 of 7
- Platform share
- 29%
- Final consensus rank
- #7
Research trail and source mix
Configured platforms
openai, anthropic, deepseek, grok, perplexity, kimi, google
Source mix
12 independent · 16 company-owned
Evidence support
16 direct · 12 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 3b8b0e6b51a8a2adc0eae278455df548b541ecb572bd82ccda9294b56c6f47ae