Answer Capsule
Helium SEO is a qualified but uneven fit for publishers and review websites buying an AI search audit. Two of seven platforms named it during ranking discovery (deepseek, kimi), both at rank 3, giving it a 28.6% share of included platform responses and an average listed rank of 3.0. The strongest reason to consider it is the AI Deep Dive Audit, which company materials describe as testing more than 250 prompts across leading AI platforms and delivering four reports covering content, outreach, technical, and competitive findings [1]. The main limitation is evidence quality: pricing is not published, methodology is not disclosed, and platform fit ratings ranged from "strong" to "uncertain" across the seven evaluations.
Research Snapshot
| Field | Value |
|---|---|
| Platform mentions in ranking stage | 2 of 7 platforms (deepseek, kimi) |
| Share of included platform responses | 28.6% |
| Average listed rank | 3.0 |
| Best listed rank | 3 |
| Relevant product/model/plan | AI Deep Dive Audit |
| Overall use-case fit | Qualified but uneven; platform fit ratings ranged from strong to uncertain |
| Research date | 2026-09-18 |
Why Helium SEO Qualified for This Study
Questions This Section Answers
- Why did Helium SEO qualify for an AI search audit study covering publishers and review websites?
- How many AI platforms named Helium SEO during ranking discovery, and at what rank?
Helium SEO qualified because two of the seven included platforms named it during ranking discovery, and both placed it at rank 3. Deepseek and kimi were the only platforms that surfaced the company in the ranking stage, producing a 28.6% share of included platform responses and an average listed rank of 3.0.
The qualification rests on a specific product rather than general agency reputation. Six of the seven platforms identified the AI Deep Dive Audit as the relevant offering, while anthropic pointed instead to Helium's SEO Audit Services and paid SEO Viability Audit [3]. That split matters for buyers: the entity qualified on the strength of an AI-specific audit product that one platform could not confirm exists in public documentation.
The company's public positioning also supported inclusion. Helium SEO describes the audit as running more than 250 high-intent prompts across ChatGPT, Perplexity, Gemini, and other leading AI platforms to measure brand mentions, competitor comparisons, and barriers to appearing in recommendations [4]. Google's evaluation added that the audit uses a proprietary ORCA platform to test prompts across eight search engines [5].
Independent coverage of the company is thin. One independent agency profile describes Helium's public identity as emphasizing data science, analytics, attribution, technical SEO, and conversion measurement [6]. That profile does not confirm AI citation audit capability, which is why the qualification is narrow rather than broad.
The Product, Model, Plan, or Service Most Relevant to AI Search Audits for Publishers and Review Websites
Questions This Section Answers
- What does Helium SEO's AI Deep Dive Audit include for publishers and review websites?
- Does Helium SEO's AI Deep Dive Audit measure AI citations and competitor visibility for publishers?
The relevant offering is the AI Deep Dive Audit. Company materials describe it as testing more than 250 prompts across leading AI platforms and delivering four reports: an AI-ready content roadmap, a brand mentions and outreach strategy, structured data and site architecture recommendations, and a competitive GEO landscape report [7].
The audit's stated scope maps to several publisher priorities. It claims to quantify AI share of voice, distinguish primary mentions, secondary options, and absence, and compare citation frequency and authority against competitors [7]. Helium's separate GEO service page says it records appearance, position, sentiment, competitor share of voice, co-mentions, and the sources cited [9].
The source-domain component is directly relevant to publishers competing for AI answer inclusion. Helium says its brand-mentions and outreach work audits third-party sites where AI platforms source recommendations, including industry roundups, review platforms, comparison articles, and resource lists [10]. The company also states that the analysis identifies which third-party sites to target for outreach, the preferred content formats of those publishers, and which existing mentions lack the structure or context that influence AI platform recommendations (official:C1).
Publisher-specific capability is where the product description thins out. Public materials do not clearly state a dedicated publisher or review-site methodology, so fit for this buyer is inferred from general AI visibility and citation-source positioning claims rather than explicitly proven publisher specialization [10]. Publisher-specific features such as author and entity evaluation, editorial standards, affiliate disclosures, freshness analysis, product-feed coverage, and URL-level source eligibility are unclear from public sources [7].
What the AI Platforms Agreed About
Questions This Section Answers
- What did the AI platforms agree on about Helium SEO's AI Deep Dive Audit for publishers?
- Is Helium SEO's AI Deep Dive Audit a good fit for publishers that need competitor benchmarking and a prioritized roadmap?
Agreement was strong on scope and mixed on fit. Five of the seven platforms—openai, grok, perplexity, google, and deepseek—described the AI Deep Dive Audit as covering recommendation analysis, competitor benchmarking, content and authority gaps, and a prioritized roadmap [11].
The clearest consensus concerned deliverables. Multiple platforms reported that the audit produces an AI-ready content roadmap, an outreach or brand-mentions strategy, structured data and site architecture recommendations, and a competitive GEO landscape report [11]. Google's evaluation characterized these as developer-ready technical specifications rather than high-level automated scores [14].
Platforms also agreed on the prompt-based measurement approach. OpenAI, grok, perplexity, and google all reported the 250-plus prompt methodology across leading AI platforms [11]. Google added the ORCA platform detail and the eight-engine figure [14].
Agreement on fit rating was weaker. Grok rated the fit "strong," google and openai rated it "good," perplexity rated it "mixed," and anthropic, deepseek, and kimi rated it "uncertain." That spread is itself a finding: the platforms converged on what the product claims to do and diverged on whether the public evidence supports buying it for this use case.
Where the AI Platforms Disagreed or Were Uncertain
Questions This Section Answers
- Why did some AI platforms rate Helium SEO as an uncertain fit for publisher AI search audits?
- Does Helium SEO publicly document AI citation measurement, or is that capability unverified?
The sharpest disagreement was whether the AI Deep Dive Audit exists as a documented product. Anthropic stated that Helium SEO does not publicly advertise an AI Deep Dive Audit and that available products are SEO Audit Services, technical audits, and a paid SEO Viability Audit [16]. Kimi reported that the official website was unreachable during research, preventing verification of the product's existence, features, or specifications [17]. Deepseek found the public domain contained no verifiable information about the audit's features, pricing, or capabilities [18].
Other platforms treated the product as documented. OpenAI, grok, perplexity, and google all cited the AI SEO audit page directly [19]. The conflict is best read as a retrieval and verification gap rather than proof that the product does not exist, but buyers should treat the discrepancy as a signal to confirm scope directly.
Pricing produced a second cluster of uncertainty. No platform found a published price for the AI Deep Dive Audit. OpenAI reported that Helium describes general engagement options including a la carte services, strategy and consulting, and full campaign management, but does not publish a specific AI Deep Dive Audit price on the referenced page [23]. Helium's general SEO consulting page states that packages start at $2,500 per month, but that does not establish the price or terms of the AI Deep Dive Audit [24].
A third conflict concerns free versus paid. Helium's site advertises a free SEO and ads audit valued at $1,500 [25], while the audit page presents the AI Deep Dive Audit through a proposal and scheduling process [19]. Perplexity noted that the site says the audit is a paid, schedule-based service while the broader site advertises a free $1,500 audit, and the relationship between those offers is unclear [21].
Methodology disclosure was a fourth gap. The audit page claims coverage of ChatGPT, Perplexity, Gemini, and other platforms but does not enumerate the complete platform list or identify model versions [19]. The prompt taxonomy, sampling cadence, query localization, and treatment of nondeterministic answers are not public [19]. Perplexity similarly reported that public pages do not fully disclose how prompt sets are chosen, weighted, or normalized across engines [21].
Use-Case-Specific Features and Capabilities
Questions This Section Answers
- Which AI search audit capabilities does Helium SEO claim for publishers, and which are unverified?
- Can Helium SEO measure AI share of voice and citation sources for a review website?
The table below maps the six category criteria to what platforms reported, using the assessments supplied in the platform outputs.
| Criterion | Platform assessment | What was reported |
|---|---|---|
| Recommendation analysis | Advantage (openai, grok, perplexity, google) | 250+ high-intent prompts across leading AI platforms measuring brand mentions, competitor comparisons, and barriers to appearing in recommendations |
| Mention and citation measurement | Advantage (perplexity); neutral (openai) | GEO page records appearance, position, sentiment, competitor share of voice, co-mentions, and sources cited; public page does not specify sampling frequency, prompt governance, location settings, model versions, or URL-level citation export |
| Competitor benchmarking | Advantage (openai, grok, perplexity, google) | Competitive GEO Landscape Report benchmarks visibility by topic cluster and identifies competitors dominating particular subjects |
| Influential source-domain analysis | Advantage (openai, grok, perplexity) | Analyzes industry roundups, review platforms, comparison articles, and resource lists where AI systems source recommendations |
| Content and authority gaps | Advantage (openai, grok, perplexity, google) | Covers product pages, competitor comparisons, implementation guides, buyer-objection answers, topical breadth and depth, structured data, FAQ formatting, comparison tables, internal linking, and third-party trust signals |
| Prioritized improvement roadmap | Advantage (openai, grok, perplexity, google) | Deliverables include an AI-ready content roadmap, outreach strategy, structured-data and site-architecture recommendations, and a competitive GEO landscape report |
Two capability areas remain unresolved. Publisher and review-site specificity was rated unclear by openai and perplexity, because public materials do not state a dedicated publisher methodology [28]. AI crawler accessibility signals such as llms.txt and crawler-specific robots rules were not documented in Helium's materials, though anthropic noted that technical audits examine crawlability, indexation, and schema, which support AI visibility [30].
Independent context helps frame what publishers should expect from any audit. One independent source reports that a brand's own website accounts for only 5–10% of what AI search draws from [31]. Another independent source describes GEO audits as measuring citation rate, mention rate, and share of voice across AI engines [32]. A third notes that citation source analysis identifies which source domains AI engines cite for competitor recommendations [33]. These are general market observations, not validations of Helium SEO's specific methodology.
Pricing, Fees, Contracts, and Ongoing Costs
Questions This Section Answers
- How much does Helium SEO's AI Deep Dive Audit cost, and is pricing published?
- Are there setup fees, minimum terms, or cancellation rules for a Helium SEO AI search audit?
No platform found a published price for the AI Deep Dive Audit. Pricing confidence was rated low by openai, anthropic, deepseek, grok, perplexity, and kimi; google rated it moderate.
What is documented is adjacent, not equivalent. Helium's general SEO consulting page states that packages start at $2,500 per month and describes paid viability audits, but this does not establish the price or terms of the AI Deep Dive Audit [34]. Grok reported that full services such as SEO consulting start around $2,500 per month, with technical audits ranging from $2,000 to $15,000 per company pages, while AI-specific ongoing costs remain unclear [35]. Anthropic reported a free technical SEO audit described as a $1,500 value, contingent on a 30-minute consultation, plus a paid SEO Viability Audit with no disclosed price [36].
For market context, one independent pricing guide reports that a comprehensive SEO audit typically costs $5,000–$10,000 as a standalone project in 2026 [38]. That figure is a general industry benchmark, not a Helium SEO quote.
Contract terms are equally thin. OpenAI reported that no audit-specific contract, cancellation, renewal, refund, ownership, or deliverable-acceptance terms are publicly stated, and that Helium's homepage advertises no contracts and no obligation for its general free-audit offer—a statement that should not be assumed to govern a paid AI Deep Dive Audit engagement [39]. Grok reported "no contracts; no obligation for free audit" [35]. Anthropic noted that retainer clients are likely subject to standard 6–12 month minimums per industry standard, which is an inference rather than a published term [37].
Additional fees are undisclosed. OpenAI reported it is unclear whether prompt expansion, additional AI platforms, additional domains, recurring monitoring, or implementation services incur separate fees [40]. Perplexity reported it is unclear whether implementation, ongoing GEO monitoring, or follow-on services are extra, and whether research, strategy, or outreach work is bundled into the audit or sold separately [41].
Best Suited For
Questions This Section Answers
- Who is Helium SEO's AI Deep Dive Audit best suited for among publishers and review websites?
- Is Helium SEO worth it for a publisher that wants a one-time AI visibility diagnostic and roadmap?
Helium SEO is best suited to publishers and review sites that want a managed, strategy-oriented diagnostic rather than a self-serve dashboard. OpenAI's assessment listed publishers and review sites seeking a one-time diagnostic and prioritized GEO improvement roadmap, teams that want human analysis covering content, structured data, site architecture, competitors, and third-party mentions, and organizations that need outreach targets such as review platforms, comparison articles, roundups, and resource sites [42].
Google's evaluation added mid-to-large publishers wanting agency-guided competitive benchmarking across multiple AI engines, brands requiring structured data, schema markup, and site architecture recommendations tailored for LLM crawlability, and organizations looking for a custom 90-day content growth and optimization roadmap [43].
Perplexity framed the fit as publishers and review sites that want a broad AI visibility benchmark across multiple AI platforms and topic clusters, and teams that need a recommendation-oriented audit with content, authority, and citation-source recommendations [44].
The common thread across these assessments is a buyer who values human analysis and implementation-ready deliverables over recurring automated monitoring. Buyers who need the latter should look elsewhere, as discussed below.
Probably Not Best Suited For
Questions This Section Answers
- Who should not choose Helium SEO for an AI search audit of a publisher or review website?
- Is Helium SEO a poor fit for publishers that need continuous AI citation monitoring or API access?
Several buyer profiles are poor matches. OpenAI listed buyers requiring a self-serve platform, transparent recurring pricing, API access, or continuous automated monitoring; large publishing portfolios needing verified URL-level citation attribution, statistical sampling, or multi-property dashboards; and teams needing independently validated evidence of improved AI citations or source eligibility [46].
Anthropic's assessment was broader, stating that Helium SEO is not a strong fit for publishers needing AI citation measurement across ChatGPT, Perplexity, Google AI Overviews, and Claude; review websites optimizing for AI-generated answer citations and mention sentiment analysis; buyers requiring share-of-voice benchmarking across AI engines; publishers needing prompt-level AI visibility tracking and citation source-domain analysis; and use cases requiring GEO/AEO-specific diagnostics separated from traditional SEO metrics [47].
Deepseek advised that buyers needing immediate, transparent pricing without a sales consultation, buyers requiring independent third-party verification of features and performance, and buyers seeking documented AI citation simulation, multi-engine monitoring, or publisher-specific E-E-A-T scoring should look at other providers [48].
Kimi, which could not reach the website, advised that publishers requiring verified AI citation measurement, buyers who need transparent competitor benchmarking data before purchase, and organizations that must compare concrete feature sets across multiple audit providers should not proceed without direct verification [49].
When Another Option May Be Better
Questions This Section Answers
- What is a better alternative to Helium SEO for a publisher that needs transparent AI audit pricing?
- Which alternative should a review website choose if it needs publisher-specific E-E-A-T scoring or AI crawler controls?
Alternatives cluster into three groups based on the platform outputs.
For self-serve monitoring with published pricing, deepseek named TurboAudit, which offers AI monitoring with 15–50 prompts across three engines daily with plans starting at $39.99 per month [50], and AuditAI, which provides AI citation simulation asking Claude, GPT-4o, or Gemini whether they would cite a page and returns a 0–10 score [51]. Kimi also listed TurboAudit at $39.99 per month, AuditAI at $29, and Surva.ai at $49 per month as transparent-pricing options [52].
For publisher-specific authority and crawler controls, deepseek named SEOVentra, which provides E-E-A-T scoring per article and AI crawler control for publishers [53], and PublisherAudit, which scores sites against a 10-characteristic LLM-citation checklist for AI citation readiness [54]. Kimi recommended the same two providers for publisher-specific E-E-A-T scoring and AI crawler access controls [52].
For multi-engine benchmarking and source-domain analysis, deepseek named Viali, which provides competitor intelligence, citation intelligence, and six weighted sub-scores including AI citability and brand authority [55], and Citare, which checks AI-specific signals including robots.txt AI crawler allow status, llms.txt, and FAQPage schema [56]. Frase provides an AI Visibility score and page-level findings ranked by impact for AI citation readiness [57]. Anthropic's alternative list included Profound, Citeme, OtterlyAI, AIclicks, Semrush AIO, MaxAEO, AthenaHQ, and HubSpot AI Search Grader for specific needs such as citation frequency benchmarking, sentiment analysis, and free dashboards [58].
Anthropic also noted that the best AI SEO audit tools for 2026 include Sintra, Semrush, and Ahrefs for automated audits [58]. These are platform-reported recommendations, not independently tested comparisons.
Questions to Verify Before Buying
The platforms converged on a similar verification list. Buyers should confirm the following before signing anything.
Scope and coverage: What exact AI platforms, models, regions, languages, and search surfaces are tested [59]? Which AI engines are included in the current audit scope [60]? Does the scope include Google AI Overviews and publisher-specific features such as freshness, authorship, affiliate disclosures, product schema, and review markup [59]?
Methodology: Are prompts supplied to the buyer, repeatable, version-controlled, and rerun on a defined schedule [59]? How are prompts selected for publishers and review sites, and can the prompt set be customized by category [60]? How are hallucinated, indirect, duplicate, and uncited recommendations classified [59]?
Reporting: Does the report include every cited URL, source domain, citation position, recommendation context, competitor comparison, and date captured [59]? What citation-source and domain-level metrics are provided in the final deliverable [60]? Is the audit a one-time report or does it include ongoing monitoring and updates [60]?
Commercial terms: What is the exact price for the AI Deep Dive Audit, and what deliverables are included [60]? What portion of the fee covers analysis versus implementation, content creation, digital PR, or ongoing monitoring [59]? Are there minimum terms, cancellation rules, recurring fees, data-retention provisions, or restrictions on report ownership and reuse [59]?
Evidence: What independent or client-validated evidence demonstrates improved AI source eligibility or citation visibility [59]? Can Helium provide examples specifically for publishers or review websites [60]? Are there publisher- or review-site-specific case studies or references [61]?
Final AI Consensus Verdict
Helium SEO is a qualified but uneven fit for AI Search Audits for Publishers and Review Websites. The AI Deep Dive Audit's stated scope aligns well with the buyer's core needs: recommendation testing across AI platforms, competitor benchmarking by topic cluster, content and authority-gap analysis, influential source-domain review, and a prioritized roadmap [62].
The fit is limited by evidence quality rather than by stated capability. Pricing is not published for the audit [66]. Measurement methodology, prompt governance, model versions, and sampling cadence are not disclosed [62]. Publisher-specific execution is not documented as a distinct methodology [64]. One platform could not confirm the product exists in public documentation [68], and another could not reach the website at all [69].
Platform fit ratings ranged from "strong" (grok) to "good" (google, openai) to "mixed" (perplexity) to "uncertain" (anthropic, deepseek, kimi). That spread reflects genuine disagreement about whether the public evidence supports a purchase decision, not disagreement about what the product claims to do.
Buyers who want a managed, human-analyzed diagnostic with implementation-ready deliverables and are willing to obtain scope and pricing through a sales conversation have a reasonable candidate. Buyers who need published pricing, reproducible methodology, continuous monitoring, API access, or independently validated citation outcomes should evaluate the alternatives named above first. For the broader category picture, see the AI Search Audits for Publishers and Review Websites consensus index, and for related provider coverage, the ai search audits market intelligence directory.
How This Review Was Produced
This review synthesizes fit-research responses from seven AI platforms, all dated 2026-09-18: openai (gpt-5.6-luna), anthropic (claude-haiku-4-5-20251001), deepseek (deepseek-v4-flash), grok (x-ai/grok-4.3), perplexity (perplexity/sonar), google (gemini-3.5-flash), and kimi (moonshotai/kimi-k2.6). Each platform evaluated Helium SEO against the same use case and the same six category criteria: recommendation analysis, mention and citation measurement, competitor benchmarking, influential source-domain analysis, content and authority gaps, and prioritized improvement roadmap.
Two of the seven platforms named Helium SEO during ranking discovery, producing the mention count and rank statistics in the Research Snapshot. All seven platforms produced fit assessments, which are reported separately from ranking mentions.
All platform outputs are labeled platform-reported and not independently verified. Company-owned citations materially outnumber independent citations in the supplied evidence, so company claims are described as claims rather than established facts. No personal testing, customer interviews, or independent verification was performed.
Methodology Limitations
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.
Platform-reported research dates are provenance metadata and do not independently prove freshness. The run research date of 2026-09-18 is used as the study date.
Platform mentions count only platforms that named the entity during ranking discovery; all seven platforms evaluated fit regardless of whether they named the entity in the ranking stage.
Conflicting product names, pricing, and capabilities were not resolved by guessing. Where platforms disagreed—most notably on whether the AI Deep Dive Audit is publicly documented—the conflict is described and buyers are directed to verify directly.
Kimi reported that the official website was unreachable during its research, and deepseek reported that no verifiable public information about the audit's features or pricing was available. These are retrieval outcomes, not proof of absence, and are reported as such.
No platform supplied independently validated evidence of improved AI citations or source eligibility resulting from a Helium SEO engagement. Claims about audit accuracy and citation outcomes remain company-reported.
Sources
Company-Owned Sources
- AuditAI — AI Search Visibility Auditor: https://auditaiseo.com/
- Digital Marketing Agency - Helium SEO: https://helium-seo.com/
- AI SEO Audit Services for LLM Visibility - Helium SEO: https://helium-seo.com/ai-seo-audit/
- Generative Engine Optimization Services | GEO & AI Visibility: https://helium-seo.com/generative-engine-optimization-services/
- SEO Audit Services | Technical Audit by Engineers: https://helium-seo.com/seo-audit-services/
- Helium SEO Services | Top Rated Search Engine Optimization Company: https://helium-seo.com/services/search-engine-optimization-draft/
- Top-Ranked Search Engine Optimization Agency | Helium SEO: https://helium-seo.com/services/search-engine-optimization/
- SEO Consultant Services - Helium SEO: https://helium-seo.com/services/seo-consultant-services/
- PublisherAudit — Audit your content site for AI citation, AdSense, performance & schema: https://publisheraudit.com/
- SEOVentra for Publishers & Media — Protect Editorial Visibility in AI Search: https://seoventra.com/solutions/publishers
- TurboAudit — AI Search Audit & Visibility Platform: https://turboaudit.ai/
- GEO Audit — Six Scores, One Fix Plan | Viali: https://viali.ai/product/geo-audit/
- Site Audit — 250+ technical SEO + AI readiness checks | Citare: https://www.citare.ai/site-audit
- Audit your whole site, then fix the pages that matter first | Frase: https://www.frase.io/features/auditor
- Official pricing and terms source: https://helium-seo.com/terms-of-service/
Additional AI research evidence69 records
- AI research evidence record openai:c1
- AI research evidence record grok:0
- AI research evidence record anthropic:21-1
- AI research evidence record openai:c1
- AI research evidence record google:helium_ai_seo_audit
- AI research evidence record anthropic:28-3
- AI research evidence record openai:c1
- AI research evidence record grok:0
- AI research evidence record perplexity:c2
- AI research evidence record perplexity:c1
- AI research evidence record openai:c1
- AI research evidence record grok:0
- AI research evidence record perplexity:c1
- AI research evidence record google:helium_ai_seo_audit
- AI research evidence record deepseek:web_6
- AI research evidence record anthropic:21-1
- AI research evidence record kimi:helium-inaccessible
- AI research evidence record deepseek:web_6
- AI research evidence record openai:c1
- AI research evidence record grok:0
- AI research evidence record perplexity:c1
- AI research evidence record google:helium_ai_seo_audit
- AI research evidence record openai:c2
- AI research evidence record openai:c3
- AI research evidence record anthropic:13-3
- AI research evidence record perplexity:c4
- AI research evidence record perplexity:c2
- AI research evidence record openai:c1
- AI research evidence record perplexity:c1
- AI research evidence record anthropic:1-1
- AI research evidence record anthropic:30-3
- AI research evidence record anthropic:42-1
- AI research evidence record anthropic:32-5
- AI research evidence record openai:c3
- AI research evidence record grok:0
- AI research evidence record anthropic:13-3
- AI research evidence record anthropic:21-1
- AI research evidence record anthropic:11-1
- AI research evidence record openai:c2
- AI research evidence record openai:c1
- AI research evidence record perplexity:c1
- AI research evidence record openai:c1
- AI research evidence record google:helium_ai_seo_audit
- AI research evidence record perplexity:c1
- AI research evidence record perplexity:c2
- AI research evidence record openai:c1
- AI research evidence record anthropic:21-1
- AI research evidence record deepseek:web_6
- AI research evidence record kimi:helium-inaccessible
- AI research evidence record deepseek:web_4
- AI research evidence record deepseek:web_5
- AI research evidence record kimi:helium-inaccessible
- AI research evidence record deepseek:web_0
- AI research evidence record deepseek:web_1
- AI research evidence record deepseek:web_3
- AI research evidence record deepseek:web_7
- AI research evidence record deepseek:web_8
- AI research evidence record anthropic:31-1
- AI research evidence record openai:c1
- AI research evidence record perplexity:c1
- AI research evidence record grok:0
- AI research evidence record openai:c1
- AI research evidence record grok:0
- AI research evidence record perplexity:c1
- AI research evidence record google:helium_ai_seo_audit
- AI research evidence record openai:c2
- AI research evidence record perplexity:c2
- AI research evidence record anthropic:21-1
- AI research evidence record kimi:helium-inaccessible
Independent Sources
- AI Citation Analysis: Measure Where AI Cites You: https://ayzeo.com/blog/ai-citation-analysis
- GEO audit vs SEO audit: why traditional SEO audits miss AI visibility: https://discoveredlabs.com/blog/geo-audit-vs-seo-audit
- Best AI SEO Audit Tools for 2026: Top 15 Reviews: https://sintra.ai/blog/best-ai-seo-audit-tools
- AI Visibility Audit 2026: 7 Tools, Benchmarks & Fixes: https://www.hamstergarage.com/article/ai-visibility-audit-tools-benchmarks
- Helium SEO: Technical Search and Growth Agency: https://www.sitetrail.com/agency-intelligence/helium-seo/
- Best AI Search Visibility Checkers & Audit Tools 2026: https://www.therankmasters.com/insights/ai-visibility/ai-search-visibility-audit-tools
- SEO Pricing Guide: A 2026 Walk-Through: https://www.webtonic.io/blog/seo-pricing-guide
Additional AI research evidence69 records
- AI research evidence record openai:c1
- AI research evidence record grok:0
- AI research evidence record anthropic:21-1
- AI research evidence record openai:c1
- AI research evidence record google:helium_ai_seo_audit
- AI research evidence record anthropic:28-3
- AI research evidence record openai:c1
- AI research evidence record grok:0
- AI research evidence record perplexity:c2
- AI research evidence record perplexity:c1
- AI research evidence record openai:c1
- AI research evidence record grok:0
- AI research evidence record perplexity:c1
- AI research evidence record google:helium_ai_seo_audit
- AI research evidence record deepseek:web_6
- AI research evidence record anthropic:21-1
- AI research evidence record kimi:helium-inaccessible
- AI research evidence record deepseek:web_6
- AI research evidence record openai:c1
- AI research evidence record grok:0
- AI research evidence record perplexity:c1
- AI research evidence record google:helium_ai_seo_audit
- AI research evidence record openai:c2
- AI research evidence record openai:c3
- AI research evidence record anthropic:13-3
- AI research evidence record perplexity:c4
- AI research evidence record perplexity:c2
- AI research evidence record openai:c1
- AI research evidence record perplexity:c1
- AI research evidence record anthropic:1-1
- AI research evidence record anthropic:30-3
- AI research evidence record anthropic:42-1
- AI research evidence record anthropic:32-5
- AI research evidence record openai:c3
- AI research evidence record grok:0
- AI research evidence record anthropic:13-3
- AI research evidence record anthropic:21-1
- AI research evidence record anthropic:11-1
- AI research evidence record openai:c2
- AI research evidence record openai:c1
- AI research evidence record perplexity:c1
- AI research evidence record openai:c1
- AI research evidence record google:helium_ai_seo_audit
- AI research evidence record perplexity:c1
- AI research evidence record perplexity:c2
- AI research evidence record openai:c1
- AI research evidence record anthropic:21-1
- AI research evidence record deepseek:web_6
- AI research evidence record kimi:helium-inaccessible
- AI research evidence record deepseek:web_4
- AI research evidence record deepseek:web_5
- AI research evidence record kimi:helium-inaccessible
- AI research evidence record deepseek:web_0
- AI research evidence record deepseek:web_1
- AI research evidence record deepseek:web_3
- AI research evidence record deepseek:web_7
- AI research evidence record deepseek:web_8
- AI research evidence record anthropic:31-1
- AI research evidence record openai:c1
- AI research evidence record perplexity:c1
- AI research evidence record grok:0
- AI research evidence record openai:c1
- AI research evidence record grok:0
- AI research evidence record perplexity:c1
- AI research evidence record google:helium_ai_seo_audit
- AI research evidence record openai:c2
- AI research evidence record perplexity:c2
- AI research evidence record anthropic:21-1
- AI research evidence record kimi:helium-inaccessible
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
- 22
- 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
7 independent · 15 company-owned
Evidence support
18 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 e2ea5419fce1d73b86770b190c84eaf2b429b32c62e2a04dee5f544c10af6d20