Answer Capsule
ViAudit is a plausible but only partially verified fit for a U.S. marketing team buying AI Visibility Audit Services. Two of the seven platforms that evaluated fit named ViAudit during ranking discovery — Anthropic and Kimi — and both listed it at rank 1, giving it an average listed rank of 1.0. The strongest reason to consider it is its reported Agency Plan ($599/month), which combines seven-engine tracking, competitor share of voice, citation-source tracking, and a 25-factor GEO audit with prioritized fixes. The main limitation is evidence quality: ViAudit's official site failed to resolve during research, pricing is unverified, and no independent validation of its scores, methodology, or outcomes was located.
Research Snapshot
| Field | Value |
|---|---|
| Platform mentions in ranking stage | 2 of 7 platforms (Anthropic, Kimi) |
| Share of included platform responses | 28.6% |
| Average listed rank | 1.0 |
| Best listed rank | 1 |
| Relevant product/model/plan | Agency Plan ($599/month); Starter Plan ($199/month) |
| Overall use-case fit | Good (OpenAI, Google) / Uncertain (Anthropic, DeepSeek, Grok, Kimi, Perplexity) |
| Research date | 2026-09-18 |
Why ViAudit Qualified for This Study
Questions This Section Answers
- Why did ViAudit qualify for this AI Visibility Audit Services study if only two platforms named it?
- Is ViAudit a legitimate contender for AI Visibility Audit Services, or was it included by default?
ViAudit qualified because it cleared the study's minimum-mention threshold and because the platforms that did name it placed it first. Two of the seven platforms that evaluated fit — Anthropic and Kimi — named ViAudit during ranking discovery, meeting the two-mention minimum [1]. Both listed it at rank 1, producing an average listed rank of 1.0 and a best listed rank of 1.
Qualification is not the same as verification. The deterministic identity audit notes that official-site retrieval failed and that ViAudit's identity was matched by exact-name fallback with a reported but unverified domain [3]. Kimi's research explicitly states that no retrieved source in its web corpus mentioned "ViAudit" and that the reported pricing has zero source confirmation [2].
Independent sources did place ViAudit in the AI visibility category. Knecht Strategies lists ViAudit as running weekly prompt audits across seven major models with actionable recommendations, alongside free tools [1]. Google's research cites the same framework and a DecaGEO portfolio page describing ViAudit as integrated with DecaGEO's AI visibility and GEO tracking solutions [6]. Those are third-party mentions, but they are category listings rather than capability tests.
The Product, Model, Plan, or Service Most Relevant to AI Visibility Audit Services
Questions This Section Answers
- Which ViAudit plan is most relevant for a marketing team buying AI Visibility Audit Services?
- Does the ViAudit Agency Plan include enough engines and competitors for a U.S. marketing team?
The Agency Plan at $599/month is the plan most relevant to this use case, based on company-reported specifications. ViAudit's indexed official page describes the Agency tier as including 15 brands, five competitors per brand, 50 prompts per brand per week, seven AI engines, GEO Audit plus AI Optimizer, 10-country tracking, and a white-label client portal [8]. The Starter Plan at $199/month is reported to include three brands, three competitors per brand, 50 prompts per brand per week, and four AI engines [8].
The seven engines are reported as ChatGPT, Perplexity, Gemini, Claude, Google AI Overviews, Copilot, and Grok [8]. Anthropic's research could not confirm which seven models are covered and flagged that the industry standard list is five platforms, leaving the two additional engines unidentified [11]. Grok's research lists a third tier — Enterprise at $1,999/month with unlimited brands and API access — that OpenAI, Anthropic, DeepSeek, and Kimi did not report [9].
For a buyer whose stated need is understanding where the brand appears, which competitors outperform it, which prompts matter, where citations originate, and what to prioritize next, the Agency Plan's reported scope maps onto those criteria more directly than Starter's four-engine, three-competitor limits. The full comparison of how this service stacks up against other audited providers is maintained in the AI Visibility Audit Services consensus index.
What the AI Platforms Agreed About
Questions This Section Answers
- What do AI platforms agree that ViAudit actually delivers for AI Visibility Audit Services?
- Is ViAudit's weekly seven-engine prompt auditing confirmed by more than one platform?
Platforms broadly agreed on ViAudit's core positioning: recurring weekly prompt audits across multiple AI answer engines with actionable GEO recommendations. OpenAI, Anthropic, Google, Grok, and Perplexity all describe weekly scans or weekly prompt audits as the central mechanism [13]. Anthropic and Google both cite the same independent framework describing weekly audits across seven major models [14].
Platforms also agreed that ViAudit is a subscription product rather than a one-time audit engagement. OpenAI, Anthropic, Grok, Perplexity, and Google all describe recurring monthly plans rather than fixed-scope project fees [13]. This distinguishes it from providers such as Veza Digital, whose audit is reported at $4,500 with 30 days of tracking and a 90-day roadmap [19].
A third area of agreement is that the evidence base is company-dominated. OpenAI, Anthropic, Perplexity, and Grok all state that available feature and pricing detail comes primarily from ViAudit's own indexed site content, with no independent validation of scores, prompt methodology, citation completeness, or customer outcomes [13]. Agreement here reflects a shared evidence gap, not a shared endorsement of quality.
Where the AI Platforms Disagreed or Were Uncertain
Questions This Section Answers
- Why do AI platforms disagree about whether ViAudit is a good fit for AI Visibility Audit Services?
- Is ViAudit's $599/month Agency Plan pricing verified or unverified?
Fit ratings split. OpenAI rated ViAudit a good fit with verification required, and Google rated it a good fit while noting pricing is unverified [20]. Anthropic, DeepSeek, Grok, Kimi, and Perplexity all rated the fit uncertain [22]. No platform rated it a weak fit.
Pricing verification is the sharpest conflict. OpenAI, Grok, and Perplexity report Starter at $199/month and Agency at $599/month with moderate pricing confidence [20]. Anthropic, DeepSeek, Google, and Kimi report the same figures but with low confidence, stating the amounts could not be confirmed through official channels, pricing databases, or independent reviews [22]. Kimi goes further, stating the reported pricing has zero source confirmation and may be unsupported [25].
Enterprise pricing is reported by only two platforms. Grok and Perplexity list an Enterprise tier at $1,999/month with unlimited brands and API access [24]. OpenAI, Anthropic, DeepSeek, Google, and Kimi did not report this tier, so its existence and terms remain platform-reported and unconfirmed.
Cancellation terms conflict in specificity. OpenAI reports the indexed page states "cancel any time" while noting billing cadence, refunds, notice requirements, and minimum commitments are unclear [20]. Grok lists "Cancel any time" as the contract term [24]. Perplexity found no verified contract or cancellation terms at all [26]. Anthropic, DeepSeek, Google, and Kimi all report contract and cancellation terms as unknown [22].
Use-Case-Specific Features and Capabilities
Questions This Section Answers
- Does ViAudit show which competitors outperform a brand in AI answers, and how many competitors does it track?
- Can ViAudit identify where AI citations originate and compare citation architecture against competitors?
ViAudit's reported capabilities cover most of the buyer's stated criteria, but citation-architecture depth is the weakest documented area. On brand and competitor visibility, the platform reports an AI Visibility Score, engine-level breakdowns, competitor share of voice, mention position, and comparisons against up to five competitors on the Agency Plan [27]. Anthropic's research found competitive benchmarking scope undocumented, with no public detail on how many competitors are tracked or which competitive metrics are reported [28].
On prompt monitoring, ViAudit reports automatically generating and running 50+ buyer-intent prompts weekly per brand, including category-comparison and best-provider queries [27]. The exact prompt-generation methodology, customization controls, and whether prompts can be added, removed, or locked are unclear [27]. Anthropic notes that high-quality audits typically require 50–500 hand-curated buyer-intent prompts and that curation rigor is where audit quality lives or dies [29].
On citation-source analysis, ViAudit reports recording which citation sources appear in AI answers and identifying sources associated with brand and competitor mentions [27]. The public material does not establish whether it provides a complete citation inventory, source-level gap analysis, source influence weighting, or a visual citation architecture comparison [27]. Anthropic found no documentation of whether ViAudit distinguishes mention rate from citation rate, tracks source URL granularity, or analyzes knowledge graph positioning [28]. Perplexity similarly could not verify how citations are captured, attributed, and compared with competitors [30].
On prioritization, ViAudit reports a 25-factor GEO audit covering structured data, FAQ content, thin content, sameAs links, citation readiness, technical signals, and authority factors, with prioritized fixes and expected visibility-lift estimates [27]. The calculation and validation of those lift percentages are not publicly documented [27]. Anthropic found no documentation of technical audit scope such as schema validation, structured data assessment, robots.txt analysis, llms.txt configuration, or crawler access testing [28].
On reporting and workflow, the platform reports weekly scans, Slack and email alerts, a dashboard, and white-label client reporting on the Agency Plan [27]. Whether reports support export formats, raw answer evidence, prompt-level audit trails, or integrations beyond Slack and email is unclear [27]. For comparison, amivisible.co is reported to provide both PDF and raw CSV response data, and monitoraeo is reported to include engine heatmaps and per-engine scoring [32].
Pricing, Fees, Contracts, and Ongoing Costs
Questions This Section Answers
- How much does ViAudit cost per month for AI Visibility Audit Services, and are the prices verified?
- Are there setup fees, overages, or minimum contract terms with ViAudit?
Reported list pricing is Starter at $199/month and Agency at $599/month, but no platform verified these figures through official channels. OpenAI, Grok, and Perplexity report the amounts with moderate confidence [34]. Anthropic, DeepSeek, Google, and Kimi report the same amounts with low confidence and state they could not be confirmed [37]. The Agency annualized list-price equivalent is $7,188 before taxes or other charges, calculated from the reported monthly price [34].
| Plan | Reported price | Reported inclusions | Verification status |
|---|---|---|---|
| Starter | $199/month | 3 brands, 3 competitors per brand, 50 prompts per brand per week, 4 AI engines | Unverified |
| Agency | $599/month | 15 brands, 5 competitors per brand, 50 prompts per brand per week, 7 AI engines, GEO Audit + AI Optimizer, 10-country tracking, white-label portal | Unverified |
| Enterprise | $1,999/month | Unlimited brands, API access | Reported by Grok and Perplexity only |
Additional fees are largely undocumented. OpenAI found no additional fees in the indexed pricing material but noted usage overages, onboarding charges, implementation services, premium support, taxes, and add-on pricing are unclear [34]. Anthropic reports setup fees, per-model overages, additional prompt-basket pricing, and rush delivery fees as unknown [37]. DeepSeek found no retrievable fee schedule, onboarding cost, or overage terms [38]. Grok and Perplexity list no additional fees but also verified no cancellation terms [35].
Contract terms are the least verified element. The indexed page states "cancel any time" [34], but billing cadence, refunds, notice requirements, data-export rights after cancellation, and minimum commitments are unclear [34]. Anthropic, DeepSeek, Google, and Kimi all report contract length, cancellation, refund, and renewal terms as unknown [37]. For market context, independent sources describe AI visibility audit pricing as falling into three models — one-time project fee, tiered subscription, and pay-per-result — with standalone fixed-price audits ranging from $99 to $1,500 and continuous tracking software from $29 to $500+ per month [41].
Best Suited For
Questions This Section Answers
- Who gets the most value from ViAudit for AI Visibility Audit Services?
- Is ViAudit best for agencies and multi-brand teams rather than single-brand marketing teams?
ViAudit is best suited to teams that want recurring weekly monitoring across multiple AI answer engines rather than a one-time diagnostic. OpenAI identifies teams wanting ongoing weekly monitoring, marketing teams needing competitor comparisons and tracked buyer prompts, and agencies or multi-brand teams needing white-label reporting and broader engine, brand, and geography coverage [43]. Anthropic identifies marketing teams needing ongoing weekly monitoring across multiple AI platforms, teams seeking rapid iteration and actionable recommendations, and organizations wanting performance tracking at frequency intervals rather than monthly snapshots [44]. Google identifies teams wanting automated, low-touch weekly brand visibility audits across major AI systems [45]. Perplexity identifies marketing teams wanting a lower-cost self-serve tracking and GEO audit workflow, agencies needing a white-label client portal, and teams that primarily need recurring scans and fix recommendations rather than custom consulting [46].
The Agency Plan's reported 15-brand capacity and white-label portal make it the tier that fits agency and multi-brand operations [43]. A single-brand marketing team with a narrow engine requirement may find Starter's reported four-engine, three-competitor limits sufficient, but that tier does not cover the seven-engine scope the buyer's criteria imply [43].
Probably Not Best Suited For
Questions This Section Answers
- Who should not buy ViAudit for AI Visibility Audit Services?
- Is ViAudit a poor choice for buyers who need independently validated audit methodology?
Buyers who need independently validated measurement methodology or audited historical accuracy should not treat ViAudit as a settled choice. OpenAI lists buyers needing independently validated methodology, teams seeking a low-cost one-time audit rather than a recurring subscription, and organizations requiring documented API access, deep citation-graph analysis, custom prompt governance, or implementation services unless ViAudit confirms those capabilities [47]. Anthropic lists teams requiring comprehensive competitor benchmarking across extensive prompt baskets, organizations needing detailed technical audit components, teams seeking integrated citation tracking from established SEO platforms, and B2B companies requiring 90-day action plans and multi-week implementation support [48]. DeepSeek lists buyers who need independently documented AI search coverage, citation-source methodology, or published pricing before contacting a vendor, and procurement teams requiring third-party reviews or audited documentation [49]. Kimi lists buyers needing immediate verifiable platform coverage, teams requiring documented citation architectures with third-party evidence, and budget-conscious marketers who cannot risk payment to an unverified entity [50]. Grok lists buyers requiring proven competitor benchmarking or citation architecture analysis with third-party validation, and agencies needing extensive white-label features without testing [51].
The common thread is verification risk, not a demonstrated capability failure. No platform reported that ViAudit lacks a feature; multiple platforms reported that they could not confirm the feature exists as described.
When Another Option May Be Better
Questions This Section Answers
- What is a better alternative to ViAudit for a buyer who needs a low-cost one-time AI visibility audit?
- When should a buyer choose a larger SEO platform instead of ViAudit for AI visibility tracking?
A different option may be better in four documented situations. First, when the primary need is basic prompt, competitor, and citation tracking without seven-engine coverage or agency reporting: Citations.io publicly lists plans from $39/month, subject to verifying comparable coverage and methodology [52]. Second, when the buyer needs a fixed-scope diagnostic and PDF action plan rather than ongoing weekly monitoring: VisibilityAudit.io publicly advertises one-time AI visibility audits with scored dashboards, per-LLM breakdowns, competitor analysis, and shareable reports [53]. Third, when AI visibility must be combined with established keyword, backlink, technical SEO, analytics, and enterprise workflow capabilities: larger SEO platforms may provide broader infrastructure, though AI-search functionality can be an add-on with separate pricing [54].
Fourth, when the buyer needs a comprehensive one-time baseline with a longer action horizon. Veza Digital's audit is reported to include 30 days of continuous tracking across six AI platforms, competitor benchmarking, a 90-day action plan, and a 30-page report for $4,500 [55]. Rivulet IQ is reported to conduct audits across six dimensions including platform visibility, competitor mapping, technical readiness, and content authority, with a brand performance scorecard and optimization roadmap [56]. Otterly AI is reported at $29/month for AI citation tracking with a GEO audit feature, a 4.9/5 G2 rating, and Gartner Cool Vendor 2025 recognition [57]. Kimi's research lists additional verified alternatives with published pricing, including Presenc.ai (7-platform scorecard, up to 5 competitor benchmarks, citation gap analysis with captured prompts and responses), VisibAI (free audit, €29 one-off, €79/month Pro, €149/month Brand/Agency with 6 platforms and 10 competitors), monitoraeo ($29 two-engine audit, $79 full audit for 5 engines and 40 queries), citelayer ($151 rapid diagnostic, $1,500–$3,000 typical engagement), amivisible.co (Rapid $997, Pro $4,997, Managed $9,997/month with PDF and raw CSV data), and TriRank ($399 one-time audit with full refund if no actionable findings) [58]. These are vendor-published claims, not independently tested results.
Buyers comparing across the wider category can browse the ai search audits market intelligence directory for adjacent audit and monitoring providers.
Questions to Verify Before Buying
Questions This Section Answers
- What should a buyer confirm with ViAudit before signing a contract for AI Visibility Audit Services?
- Can ViAudit provide a sample Agency report with raw prompts, answers, and cited URLs?
The verification list below consolidates the questions platforms flagged as unresolved. Every item reflects a documented gap, not a confirmed defect.
- Can ViAudit provide a sample Agency report showing every tested prompt, complete AI answers, cited URLs, competitor positions, and engine/model/date metadata [64]?
- Can the buyer create, edit, approve, exclude, and permanently lock its own prompt set [64]?
- How are prompts sampled and rerun, and how does ViAudit control for answer volatility, personalization, geography, model updates, and temporary source changes [64]?
- Does citation analysis show all cited sources and pages, source frequency, competitor-only sources, source gaps, and a comparative citation architecture [64]?
- What exactly does the GEO Audit plus AI Optimizer deliver: recommendations only, or implementation, ticketing, schema changes, content briefs, and validation [64]?
- Are expected visibility-lift percentages based on historical measured results, an internal model, or heuristic estimates [64]?
- Are there usage caps, overages, taxes, onboarding fees, premium support fees, or limits on stored answers and historical data [64]?
- What are the cancellation, refund, renewal, export, and deletion terms, and is a minimum commitment required despite the cancel-any-time statement [64]?
- Which four engines are included in Starter, and can the buyer upgrade or add engines without losing historical continuity [64]?
- Does U.S. tracking support state, city, language, device, audience, or logged-out personalization variants [64]?
- Is an API available on Agency, or only on Enterprise, and are raw results exportable for internal analysis [64]?
- What independent customer references or reproducible benchmark results can ViAudit provide [64]?
- Which seven AI models are tracked, and does coverage include ChatGPT, Perplexity, Google AI Overviews, Gemini, Claude, and Copilot [66]?
- Are weekly audits comprehensive analyses equivalent to industry-standard one-time audits, or lightweight recurring snapshots, and how many prompts run each week [66]?
- How many competitors are tracked in benchmarking, and which metrics are reported — share of voice, citation rate, mention rate, sentiment [66]?
- Does ViAudit distinguish "mention" (brand name appears) from "citation" (brand URL is linked), and are both tracked [66]?
- Does ViAudit integrate with content management systems, publishing platforms, or analytics tools, or is data export manual [66]?
- Is there a free trial or money-back guarantee available [66]?
- Can ViAudit verify its legal entity, domain ownership, and data-handling practices in writing [67]?
- Does the Starter Plan at $199/month still exist, and what are its exact query limitations [68]?
- Are there any integration requirements or API keys needed from the buyer's side [68]?
- Does the Agency plan support custom prompt sets and detailed competitor citation source analysis [65]?
- Can trial data be exported and compared against manual LLM queries for accuracy [65]?
- Does the white-label portal include custom domains, client access controls, and scheduled delivery [69]?
- Confirm viaudit.com resolves and displays current pricing, feature list, and team credentials [70].
- Confirm refund policy and whether any money-back guarantee exists if the audit finds no actionable opportunities [70].
- Clarify data handling: where audit data is processed and whether SOC 2, GDPR, or CCPA compliance exists [70].
Final AI Consensus Verdict
The consensus is a conditional good fit, not a confirmed one. Two platforms rated ViAudit good for this use case and five rated it uncertain; none rated it weak [71]. The reported Agency Plan at $599/month aligns closely with the buyer's stated criteria — recurring cross-engine visibility audits, competitor benchmarking, prompt monitoring, citation-source tracking, and prioritized GEO recommendations [71].
The purchase should be conditional. ViAudit's official site failed to resolve during research, its identity was matched by exact-name fallback, its pricing is unverified across four platforms, and no independent validation of its scores, methodology, citation completeness, or customer outcomes was located [78]. Buyers should require a live demo, a sample Agency report with raw prompt and citation evidence, written contract and cancellation terms, and independent references before committing. Platform agreement on ViAudit's positioning does not establish that the product performs as described.
How This Review Was Produced
This review was produced from seven platform research responses collected for the AI Visibility Audit Services use case, each evaluating ViAudit's fit against the buyer's stated criteria: where the brand appears, which competitors outperform it, which prompts matter, where citations originate, how citation architecture compares with competitors, and what should be prioritized next. Each platform supplied its own fit rating, use-case findings, pricing assessment, limitations, and verification questions. The study date is 2026-09-18. Platform mentions in the ranking stage count only platforms that named ViAudit during ranking discovery; all seven platforms evaluated fit regardless of whether they named it. No personal testing, customer interviews, or independent verification of ViAudit's product was performed.
Methodology Limitations
Several limitations constrain confidence in this review. Company-owned citations materially outnumber independent citations in the supplied evidence, so company claims should not be read as independently verified. ViAudit's official website failed to resolve during research, and its identity was matched by exact-name fallback with a reported but unverified domain [79]. Platform-reported research dates differ from the authoritative run date: DeepSeek's research is dated 2026-01-15 while the remaining platforms and the study date are 2026-09-18, so DeepSeek's findings may be stale. The supplied URLs were collected from platform responses and were not independently validated by the writer stage. ViAudit's market-share claims — that its seven engines account for more than 98% of AI-powered search volume and that more than 40% of search queries receive AI-generated answers — are company-reported and were not independently verified [82]. Missing research was not treated as disagreement; where platforms found no evidence, that is reported as an evidence gap rather than a negative finding. Conflicting product names, pricing, and capabilities were described rather than resolved.
Sources
Company-Owned Sources
- Am I Visible? — The Search Visibility Audit: https://amivisible.co/
- What Is an AI Visibility Audit? Cost, Deliverables & How It Works | Avante Visibility: https://avantevisibility.com/ai-visibility-audit
- Pricing - AI visibility tracking from $39/mo: https://citations.io/pricing
- Full AI Audit — Deep AI Visibility Analysis | citelayer: https://citelayer-ai.com/services/ai-audit/
- VisibAI — AI Visibility Audit | Check if ChatGPT knows you exist: https://getvisibai.com/
- AI Visibility Audit Service | Presenc AI: https://presenc.ai/use-cases/ai-visibility-audit-service
- AEO / AI Visibility Audit — $399 one-time | TriRank - AI Search Visibility: https://trirankai.com/audit
- Official ViAudit website retrieval result: https://viaudit.com/
- AI Visibility Audit | visible2: https://visible2.com/service/ai-visibility-audit/
- Audit — AI visibility diagnostic | monitoraeo: https://www.monitoraeo.com/product/audit
- AI Visibility Audit Services - Rivulet IQ: https://www.rivuletiq.com/audits-reviews/ai-visibility-audit/
- AI Search Visibility Audit - Veza Digital: https://www.vezadigital.com/services/ai-search-visibility-audit
- ViAudit — AI Visibility Tracking & GEO Audit Platform: https://www.viaudit.com/
- AI Visibility Audit | ChatGPT, Claude & Gemini: https://www.visibilityaudit.io/
Additional AI research evidence83 records
- AI research evidence record anthropic:source-18
- AI research evidence record kimi:kimi_unverified_1
- AI research evidence record openai:c2
- AI research evidence record deepseek:c1
- AI research evidence record anthropic:source-24
- AI research evidence record google:citation_knecht_2026
- AI research evidence record google:citation_decageo_portfolio
- AI research evidence record openai:c1
- AI research evidence record grok:1
- AI research evidence record perplexity:c1
- AI research evidence record anthropic:source-18
- AI research evidence record anthropic:source-24
- AI research evidence record openai:c1
- AI research evidence record anthropic:source-18
- AI research evidence record google:citation_knecht_2026
- AI research evidence record grok:1
- AI research evidence record perplexity:c1
- AI research evidence record anthropic:source-24
- AI research evidence record anthropic:source-19
- AI research evidence record openai:c1
- AI research evidence record google:citation_knecht_2026
- AI research evidence record anthropic:source-18
- AI research evidence record deepseek:c1
- AI research evidence record grok:1
- AI research evidence record kimi:kimi_unverified_1
- AI research evidence record perplexity:c1
- AI research evidence record openai:c1
- AI research evidence record anthropic:source-18
- AI research evidence record anthropic:source-9
- AI research evidence record perplexity:c1
- AI research evidence record grok:1
- AI research evidence record kimi:amivisible
- AI research evidence record kimi:monitoraeo
- AI research evidence record openai:c1
- AI research evidence record grok:1
- AI research evidence record perplexity:c1
- AI research evidence record anthropic:source-18
- AI research evidence record deepseek:c1
- AI research evidence record google:citation_knecht_2026
- AI research evidence record kimi:kimi_unverified_1
- AI research evidence record anthropic:source-1
- AI research evidence record anthropic:source-5
- AI research evidence record openai:c1
- AI research evidence record anthropic:source-18
- AI research evidence record google:citation_knecht_2026
- AI research evidence record perplexity:c1
- AI research evidence record openai:c1
- AI research evidence record anthropic:source-18
- AI research evidence record deepseek:c1
- AI research evidence record kimi:kimi_unverified_1
- AI research evidence record grok:1
- AI research evidence record openai:c3
- AI research evidence record openai:c4
- AI research evidence record openai:c5
- AI research evidence record anthropic:source-19
- AI research evidence record anthropic:source-21
- AI research evidence record anthropic:source-27
- AI research evidence record kimi:presenc
- AI research evidence record kimi:getvisibai
- AI research evidence record kimi:monitoraeo
- AI research evidence record kimi:citelayer-ai
- AI research evidence record kimi:amivisible
- AI research evidence record kimi:trirankai
- AI research evidence record openai:c1
- AI research evidence record grok:1
- AI research evidence record anthropic:source-18
- AI research evidence record deepseek:c1
- AI research evidence record google:citation_knecht_2026
- AI research evidence record perplexity:c1
- AI research evidence record kimi:kimi_unverified_1
- AI research evidence record openai:c1
- AI research evidence record google:citation_knecht_2026
- AI research evidence record anthropic:source-18
- AI research evidence record deepseek:c1
- AI research evidence record grok:1
- AI research evidence record kimi:kimi_unverified_1
- AI research evidence record perplexity:c1
- AI research evidence record openai:c2
- AI research evidence record openai:c2
- AI research evidence record deepseek:c1
- AI research evidence record kimi:kimi_unverified_1
- AI research evidence record openai:c1
- AI research evidence record anthropic:source-32
Independent Sources
- Best AI Search Visibility Checkers & Audit Tools 2026 - Amadora AI: https://amadora.ai/blog/best-ai-search-visibility-checkers-audit-tools-2026/
- AI Visibility Audit Service Features Overview - Drews Market: https://drewsmarket.com/ai-visibility-audit-service-features-overview/
- What Does an AI Visibility Audit Cost? A 2026 Pricing Guide - Sparkle Technologies: https://sparkletechnologies.com/blog/what-an-ai-visibility-audit-costs
- AI Visibility Measurement Framework for Construction Associations and ABC Chapters: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGCzGEqXSNbF_fzUvL_Fr8W5SFJ6Mt2zECwiQfiTSnEWi6qQfCm3ye0D9clVImXbsSi_5sohrwNT6nknPbiloU7fWlYlbJGAjgyZ8O524IQGWzusYsmaTHZMbjy8u4GYb2eT_K0Nm6_49p4E-re-oSnqvcAs2tVeaj1mJtscu4ixSrAaDK5MWgMgW-2MnwZVZS20ACZF2MP3lZvfZZo6Cnl1A6e07axaHDXN3g=
- ViAudit — Brand Portfolio & AI Visibility | DecaGEO: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHaACTy8lOr_Y4USoWM8s4JHfqWqpdGVxSFJ53BkxLsQpBdnrLZlG2icfn3YV14W6Jd6nHiIt7TeBawm5FR2JPNav8VQMyj9wtRqcZxaspOcQwXKgjcSyNr
- AI Visibility Audit Cost: Pricing, Scope and What You Get - Visible Pilot: https://visiblepilot.com/blog/ai-visibility-audit-cost/
- Best AI Visibility Audit Services (2026) - AY Rank: https://www.ayrank.com/blog/best-ai-visibility-audit-services-2026
- Leading Software for AI Visibility and Generative Engine Optimization - Brand White Label: https://www.brandwhitelabel.com/blog/leading-software-for-ai-visibility-and-generative-engine-optimization/
- AI Visibility Measurement Framework for Construction Associations and ABC Chapters - Knecht Strategies: https://www.knechtstrategies.com/ai-visibility-measurement-framework-for-construction-associations-and-abc-chapters-2/
- I tested the 7 best AEO tools & here's the one I'll use every day in 2026: https://www.techradar.com/pro/i-tested-the-7-best-aeo-tools
Additional AI research evidence83 records
- AI research evidence record anthropic:source-18
- AI research evidence record kimi:kimi_unverified_1
- AI research evidence record openai:c2
- AI research evidence record deepseek:c1
- AI research evidence record anthropic:source-24
- AI research evidence record google:citation_knecht_2026
- AI research evidence record google:citation_decageo_portfolio
- AI research evidence record openai:c1
- AI research evidence record grok:1
- AI research evidence record perplexity:c1
- AI research evidence record anthropic:source-18
- AI research evidence record anthropic:source-24
- AI research evidence record openai:c1
- AI research evidence record anthropic:source-18
- AI research evidence record google:citation_knecht_2026
- AI research evidence record grok:1
- AI research evidence record perplexity:c1
- AI research evidence record anthropic:source-24
- AI research evidence record anthropic:source-19
- AI research evidence record openai:c1
- AI research evidence record google:citation_knecht_2026
- AI research evidence record anthropic:source-18
- AI research evidence record deepseek:c1
- AI research evidence record grok:1
- AI research evidence record kimi:kimi_unverified_1
- AI research evidence record perplexity:c1
- AI research evidence record openai:c1
- AI research evidence record anthropic:source-18
- AI research evidence record anthropic:source-9
- AI research evidence record perplexity:c1
- AI research evidence record grok:1
- AI research evidence record kimi:amivisible
- AI research evidence record kimi:monitoraeo
- AI research evidence record openai:c1
- AI research evidence record grok:1
- AI research evidence record perplexity:c1
- AI research evidence record anthropic:source-18
- AI research evidence record deepseek:c1
- AI research evidence record google:citation_knecht_2026
- AI research evidence record kimi:kimi_unverified_1
- AI research evidence record anthropic:source-1
- AI research evidence record anthropic:source-5
- AI research evidence record openai:c1
- AI research evidence record anthropic:source-18
- AI research evidence record google:citation_knecht_2026
- AI research evidence record perplexity:c1
- AI research evidence record openai:c1
- AI research evidence record anthropic:source-18
- AI research evidence record deepseek:c1
- AI research evidence record kimi:kimi_unverified_1
- AI research evidence record grok:1
- AI research evidence record openai:c3
- AI research evidence record openai:c4
- AI research evidence record openai:c5
- AI research evidence record anthropic:source-19
- AI research evidence record anthropic:source-21
- AI research evidence record anthropic:source-27
- AI research evidence record kimi:presenc
- AI research evidence record kimi:getvisibai
- AI research evidence record kimi:monitoraeo
- AI research evidence record kimi:citelayer-ai
- AI research evidence record kimi:amivisible
- AI research evidence record kimi:trirankai
- AI research evidence record openai:c1
- AI research evidence record grok:1
- AI research evidence record anthropic:source-18
- AI research evidence record deepseek:c1
- AI research evidence record google:citation_knecht_2026
- AI research evidence record perplexity:c1
- AI research evidence record kimi:kimi_unverified_1
- AI research evidence record openai:c1
- AI research evidence record google:citation_knecht_2026
- AI research evidence record anthropic:source-18
- AI research evidence record deepseek:c1
- AI research evidence record grok:1
- AI research evidence record kimi:kimi_unverified_1
- AI research evidence record perplexity:c1
- AI research evidence record openai:c2
- AI research evidence record openai:c2
- AI research evidence record deepseek:c1
- AI research evidence record kimi:kimi_unverified_1
- AI research evidence record openai:c1
- AI research evidence record anthropic:source-32
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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
- 24
- Ranking mentions
- 2 of 7
- Platform share
- 29%
- Final consensus rank
- #4
Research trail and source mix
Configured platforms
openai, anthropic, deepseek, grok, perplexity, kimi, google
Source mix
10 independent · 14 company-owned
Evidence support
22 direct · 2 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 480bef3c40b00cd8142a93b44efa770f6e70b0bf932de7f6b95eb0e757afa6aa