Answer Capsule
Omniscient Digital is a qualified fit for B2B companies that want AI citation building folded into a broader organic-growth program, but it is not a clean fit for buyers who want a standalone, transparently priced citation service. Three of the seven platforms in this study named Omniscient Digital during the ranking stage (google, grok, openai), a 42.9% share of included platform responses, at an average listed rank of 2.0 and a best rank of 1. The strongest reason to consider it is its integrated B2B SaaS GEO, SEO, content, and buyer-research model with published AI-citation research. The main limitation is that no verified standalone citation package, published GEO price, or independently audited citation outcome exists.
Research Snapshot
| Field | Finding |
|---|---|
| Platform mentions in ranking stage | 3 of 7 platforms (google, grok, openai) |
| Share of included platform responses | 42.9% |
| Average listed rank | 2.0 |
| Best listed rank | 1 (google) |
| Relevant product/model/plan | B2B SaaS GEO & SEO Retainer; B2B SaaS GEO program; full-service B2B software organic-growth program including GEO |
| Overall use-case fit | Good, with meaningful qualification |
| Research date | 2026-09-17 |
Why Omniscient Digital Qualified for This Study
Questions This Section Answers
- Why did Omniscient Digital qualify for this AI citation building agency study for B2B companies?
- How many AI platforms named Omniscient Digital in the ranking stage, and at what average rank?
Omniscient Digital qualified because three of the seven platforms in this study named it during ranking discovery, and all seven platforms that evaluated fit returned a "good" rating except grok, which returned "mixed" (openai, anthropic, deepseek, google, kimi, perplexity, grok). The entity ranked first overall in the final ordering, with an average listed rank of 2.0 and a best rank of 1 from google.
The qualification rests on topical alignment rather than verified citation outcomes. Omniscient Digital describes itself as an organic-growth agency for ambitious B2B brands with experience in B2B software and technology companies [1], and it publicly describes AI search and GEO as part of its organic-growth programs [2]. Its GEO service page describes citation engineering through backlinks, PR, thought leadership, and "digital breadcrumbs," plus LLM-platform monitoring across ChatGPT, Claude, Gemini, and Perplexity [3].
The company also publishes original research on how LLMs source brand information, including an analysis of more than 23,000 AI citations [4], and a joint study with Wynter reporting that citations and fit-to-requirements each drive 40% of LLM-influenced shortlist decisions [5]. These are company-owned materials, not independent verification.
The Product, Model, Plan, or Service Most Relevant to AI Citation Building Agencies for B2B Companies
Questions This Section Answers
- Which Omniscient Digital plan is most relevant for a B2B company that wants AI citation building?
- Is Omniscient Digital's GEO service sold as a standalone package or only inside a full-service retainer?
The most relevant offering is the B2B SaaS GEO & SEO Retainer, described across platform responses as a full-service B2B software organic-growth program that includes GEO, SEO, content, digital PR, and link building [6]. There is no clearly documented standalone citation-building SKU.
Platform responses consistently describe GEO as a component of a broader retainer rather than a separate product. Perplexity reported that GEO is embedded in the full-service retainer and not sold as a standalone add-on [10]. Anthropic reported that GEO and link-building pricing are not published separately [11]. Kimi reported that Omniscient Digital operates as a full-service B2B content and SEO agency with GEO added to organic-growth programs, not as a citation-specialist shop [12].
The delivery model is research-first. The company says each engagement starts with research into the client's product, competitors, and industry [14], and its strategy process includes LLM visibility indexing and citation analysis [6]. Google reported that Omniscient Digital identifies target prompts, optimizes owned media for LLMs, runs earned-media campaigns, and performs brand-mention outreach as part of GEO [15].
One scope boundary matters for buyers: Google reported that Omniscient Digital advises on technical SEO but does not handle direct code implementation [16].
What the AI Platforms Agreed About
Questions This Section Answers
- What do AI platforms agree on about Omniscient Digital for B2B AI citation building?
- Does Omniscient Digital combine GEO with SEO, content, and buyer research in one program?
Platforms broadly agreed on four points. First, Omniscient Digital is positioned for B2B software and SaaS companies rather than general-market clients [17]. Second, GEO is integrated with SEO, content, and buyer research rather than sold as an isolated monitoring tool [20]. Third, the entry price for full-service work is $10,000 per month, stated on the company's own site [23]. Fourth, the agency frames outcomes around pipeline and revenue rather than traffic alone [20].
Agreement on the buying-journey rationale was also strong. The company's own research describes the B2B buying journey as a loop rather than a line, with 80% of buyers validating LLM outputs against brand websites, 60% cross-referencing third-party reviews, and 55% checking with peers [27]. Independent coverage describes GEO content frameworks mapping buyer roles to query types, including use-case pages with constraint specificity and structured comparison content [28].
Platform agreement here reflects consistent public positioning, not proof of citation performance. No platform supplied independently audited evidence that Omniscient Digital campaigns increased AI citation share or displaced competitors in AI answers.
Where the AI Platforms Disagreed or Were Uncertain
Questions This Section Answers
- Where do AI platforms disagree about Omniscient Digital's pricing and contract terms?
- Is Omniscient Digital's official domain verified, and does that affect a purchase decision?
The largest conflict is domain identity. The supplied official website is omniscientdigital.com, while most retrieved company materials are hosted at beomniscient.com (openai, anthropic, deepseek, grok, kimi, perplexity). The deterministic identity audit records this as an unresolved identity with conflicting official domains, and notes that official-site retrieval failed for at least one mention. Buyers should confirm the contracting entity and service domain in writing.
Pricing conflicts are material. Reported figures include a $10,000 per month full-service floor [29], a $15,000 strategy-development starting price [32], an $8,000 per month ongoing written-program figure and $12,000 per month multimedia figure [33], an $8,000–$25,000 per month GEO range [34], and a conflicting €5,495 per month package with a month-to-month 30-day rolling reference [35]. One third-party cost guide separately mentions a GEO retainer from $5,000 per month with a three-month minimum after a completed pilot [36]. These reports conflict and are not reconciled on the official site.
Contract terms are also unresolved. A six-month minimum is listed on a third-party directory but not confirmed on Omniscient Digital's primary pages [37]. Cancellation, renewal, setup charges, and payment timing are not published [37]. Billing currency is not confirmed on the homepage [37].
Fit ratings diverged. Grok rated the fit "mixed," citing limited public evidence on citation-specific capabilities and domain conflicts (grok). The other six platforms rated it "good" (openai, anthropic, deepseek, google, kimi, perplexity). Measurement methodology for tying LLM citations to closed deals is not published, and the company acknowledges that LLM-influenced demand is often misclassified as direct traffic [39].
Use-Case-Specific Features and Capabilities
Questions This Section Answers
- Does Omniscient Digital build third-party citations on G2, Reddit, and comparison sites for B2B buyers?
- How does Omniscient Digital measure AI citation and recommendation outcomes?
Capability evidence splits between documented strengths and unverified gaps. On the documented side, the GEO service covers current-state analysis, competitor analysis, citation analysis, roadmap development, content, brand-mention execution, and LLM monitoring [40]. Google reported a "Surround Sound" method that treats offsite presence and brand mentions as the new backlinks for influencing conversational LLM outputs [41]. The company also partners with Peec AI for prompt-level multi-engine tracking across ChatGPT, Claude, Gemini, Perplexity, and Google AI Overviews [43].
On the unverified side, OpenAI reported that public materials do not clearly document a standardized program for obtaining or managing citations across G2, review publishers, Reddit, industry communities, or comparison sites [45]. Kimi reported no public evidence that Omniscient Digital builds third-party authority signals across Reddit, G2, Trustpilot, Wikidata, or "best of" listicles as core services, in contrast to citation-specialist agencies that state this explicitly [47].
Measurement is the weakest documented area. OpenAI reported that public materials do not establish a standardized reporting methodology, platform coverage, prompt sample size, attribution model, or independent validation of AI recommendation lift [45]. DeepSeek reported no public evidence detailing recommendation tracking or share-of-voice in LLM responses [50]. Kimi reported that Omniscient Digital's public materials do not detail AI-specific measurement infrastructure comparable to specialist agencies offering continuous share-of-model tracking [52].
Company-reported case outcomes include Jasper at +810% organic sessions, Order.co at +2117% blog sessions, and Smartling at $3.7M pipeline [53]. These are agency-reported and were not independently audited in the supplied evidence.
Pricing, Fees, Contracts, and Ongoing Costs
Questions This Section Answers
- How much does Omniscient Digital cost per month for a B2B GEO and citation retainer?
- Are there setup fees, minimum terms, or cancellation fees with Omniscient Digital?
Published entry pricing is $10,000 per month for full-service engagements, stated on the company's own site [54]. A strategy-development package starts at $15,000 [56]. Independent reviews report additional figures: ongoing written programs around $8,000 per month, multimedia programs around $12,000 per month, and one-off thought leadership strategy projects around $3,000 [57]. A third-party directory estimated a GEO range of $8,000–$25,000 per month but that estimate conflicts with the agency's own published starting prices and is not treated as authoritative [58].
Conflicting lower figures exist. One review references a €5,495 per month package with month-to-month 30-day rolling terms [59], and a cost guide mentions a GEO retainer from $5,000 per month with a three-month minimum after a completed pilot [60]. These conflict with the $10,000 per month floor and are not confirmed on the official site.
Unpublished items include setup charges, standalone GEO pricing, standalone link-building pricing, minimum term, renewal terms, notice period, cancellation rights, payment timing, and IP ownership [61]. It is also unclear whether third-party data, digital PR, review-platform programs, content volume, technical implementation, analytics instrumentation, or prompt-monitoring tool licenses are included or billed separately [56]. Google reported that Peec AI licensing may require separate billing depending on scope [64].
Best Suited For
Questions This Section Answers
- Who is Omniscient Digital best suited for in B2B AI citation building?
- What budget and company stage does Omniscient Digital require for a GEO retainer?
Omniscient Digital is best suited to B2B SaaS and software companies that want GEO incorporated into a broader SEO, content, buyer-research, and pipeline program rather than purchased as an isolated citation service (openai, anthropic, perplexity). Anthropic described the strongest fit as enterprise B2B software companies with $3M+ ARR seeking integrated organic growth (anthropic). Google described mid-market and enterprise B2B SaaS companies targeting high-intent buyer journeys (google).
It also suits marketing teams that value strategic content, product alignment, competitive research, and measurement beyond raw AI citation counts (openai). Buyers with mature pipeline data and analytics infrastructure are better positioned, because the attribution model depends on measuring organic and AI-referred traffic to pipeline outcomes (anthropic). Companies with sufficient budget for a strategic retainer starting at $10,000 per month are the practical floor [65].
Probably Not Best Suited For
Questions This Section Answers
- Who should not choose Omniscient Digital for B2B AI citation building?
- Is Omniscient Digital a poor fit for buyers who want only off-site citation placement?
Buyers seeking a low-cost, productized citation-submission service should look elsewhere (openai). Teams wanting guaranteed AI recommendations, guaranteed citations, or only off-site third-party placement are also a poor fit (openai). The agency explicitly says it is not a good fit for buyers seeking content production alone, guaranteed or immediate results, volume, velocity, or cost efficiency (openai).
Budget-constrained SMB marketers and startups under $1M ARR face a prohibitive $10,000+ per month commitment (anthropic). Companies unwilling to commit to six or more months of strategic engagement are also misaligned, though the minimum term is not confirmed on the official site [67]. Organizations prioritizing paid, social, or email as primary growth channels are out of scope, since Omniscient Digital specializes in organic-only work (anthropic). Buyers who require published service-level agreements, remedies, and firm pricing will face higher negotiation friction under a custom-quote model (anthropic).
When Another Option May Be Better
Questions This Section Answers
- When is a specialist GEO monitoring vendor a better choice than Omniscient Digital?
- When should a B2B buyer choose a digital PR or review-management agency instead of Omniscient Digital?
A specialized GEO monitoring and citation-operations vendor may be better when the primary requirement is prompt-level tracking across many AI platforms, automated competitor comparisons, and dashboards rather than strategy and execution (openai). A digital PR, review-management, or analyst-relations agency may be better when the primary requirement is earning independent third-party mentions, rankings, reviews, or comparison-page placement (openai).
A lower-cost specialist GEO or link-building agency may be better when budget is the primary constraint and the buyer needs standalone citation work priced under $10,000 per month (anthropic). A specialist citation-focused agency or citation-auditing tool may be better when the buyer wants citation work only, without broader SEO, content, or PR integration (anthropic). A lower-cost provider may be better when budget falls below the reported $10,000 per month floor (perplexity).
For buyers who need explicit AI citation tracking and share-of-model measurement, platform responses pointed to specialist options such as Cite Solutions, Cited Co, or Citepoint (kimi). For third-party authority building across specific platforms like G2, Reddit, or review sites, Opositive or Cited Co were named (kimi). For transparent public pricing and month-to-month flexibility, GlowCite at $3,250–$4,500 per month or Cited Co's flat retainer were named (kimi). These alternatives are platform-reported and were not independently evaluated in this study.
Questions to Verify Before Buying
Questions This Section Answers
- What should a B2B buyer confirm with Omniscient Digital before signing a GEO retainer?
- Which domain is the official Omniscient Digital contracting entity?
Buyers should confirm the official domain and contracting entity in writing, since omniscientdigital.com and beomniscient.com both appear in the evidence and the identity audit records this as unresolved (openai, anthropic, kimi). Buyers should also confirm the minimum contract term, since a six-month minimum appears on a third-party directory but not on the company's primary pages [68].
Additional verification items, drawn from platform-supplied question sets: which AI platforms, regions, languages, prompt categories, and competitor sets are monitored (openai); whether scope includes off-site citation acquisition or only analysis and recommendations (openai); which third-party sources are targeted, such as G2, Capterra, Gartner, Forrester, Reddit, trade publications, review sites, and comparison pages (openai); what baseline and reporting metrics are provided, including citation rate, source share, recommendation rate, sentiment, factual accuracy, competitor inclusion, qualified traffic, pipeline, and revenue (openai); and what work is included in the monthly retainer versus separately billed technical implementation, content production, outreach, digital PR, data, or software costs (openai).
Buyers should also request anonymized examples showing measurable AI-search citation or recommendation changes for comparable B2B SaaS clients (openai), confirm whether case studies such as Jasper, Order.co, and Smartling were independently audited (anthropic), and ask how the agency addresses platform volatility, nondeterministic AI outputs, hallucinated citations, and the absence of guaranteed rankings or recommendations (openai).
Final AI Consensus Verdict
Omniscient Digital is a good fit, with meaningful qualification, for B2B companies that want AI citation building delivered inside a broader organic-growth program. Six of seven platforms rated the fit "good"; grok rated it "mixed." The strongest case is strategic integration: GEO combined with SEO, content, buyer research, competitive research, and pipeline measurement, supported by published research on how LLMs source brand information [69].
The qualification is that no verified standalone citation package, published GEO price, confirmed contract term, or independently audited AI-citation outcome exists in the supplied evidence. Buyers whose primary requirement is narrowly defined citation building should confirm third-party source acquisition, prompt-monitoring coverage, reporting standards, and comparable AI-citation outcomes during the sales process before committing.
How This Review Was Produced
This review used the supplied platform fit-research responses for Omniscient Digital under the use case "AI Citation Building Agencies for B2B Companies," plus the entity ranking statistics and the deterministic evidence audit. Seven platforms evaluated fit: openai, anthropic, deepseek, google, grok, kimi, and perplexity. Three of those platforms named Omniscient Digital during ranking discovery. The authoritative study date is 2026-09-17.
Platform-reported research dates differ from the run date: anthropic reported 2026-01-15 and deepseek reported 2026-01-01, while google, grok, kimi, openai, and perplexity reported 2026-09-17. These are provenance metadata and do not independently prove freshness. All platform outputs are labeled platform-reported and were not independently verified. Company-owned citations materially outnumber independent citations in the supplied catalog, so company claims are not described here as independently verified.
Methodology Limitations
Several limitations apply. The supplied URLs were collected from platform responses and were not independently validated by the writer stage. Official-site retrieval failed for at least one mention, and the identity audit records conflicting official domains with an unresolved identity. Platform-reported research dates differ from the authoritative run date. Pricing, contract terms, and product packaging conflict across sources and were not reconciled. No platform supplied independently audited evidence of AI citation or recommendation lift. Grok's "mixed" rating reflects limited public evidence on citation-specific capabilities, and that uncertainty is preserved rather than resolved. Missing research was not treated as disagreement.
Explore more ai citation authority building guidance in the category directory.
Sources
Company-Owned Sources
- Omniscient Digital: https://beomniscient.com/
- About - Omniscient Digital: https://beomniscient.com/about/
- Official Information About Omniscient Digital: https://beomniscient.com/ai-info/
- Best AEO Agency for B2B SaaS: 6 That Prove Their Worth: https://beomniscient.com/blog/aeo-agency/
- Generative Engine Optimization (GEO) Services: https://beomniscient.com/services/generative-engine-optimization/
- SEO & Content Strategy - Omniscient Digital: https://beomniscient.com/services/seo-strategy/
- PURCHASE: Omniscient x Wynter 2025 Research: https://beomniscient.com/wp-content/uploads/Omniscient-x-Wynter-2025-Research.pdf
- B2B AI Visibility Services | Cite Solutions: https://cite.solutions/b2b-ai-visibility-services
- AI Visibility Services | Cited Co: https://citedco.ai/services/
- Citepoint · Get your business cited by AI: https://citepoint.ai/
- Omniscient Digital - Content-Led Organic Growth Agency: https://omniscientdigital.com/
- Omniscient Digital Insights Blog and Case Studies: https://omniscientdigital.com/blog/
- B2B SaaS GEO & SEO Services Page: https://omniscientdigital.com/services/b2b-saas-seo/
- AI Search & GEO Services - Omniscient Digital: https://omniscientdigital.com/services/geo/
- AI Citation Building Services: https://opositive.io/services/ai-citation-building-services
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Additional AI research evidence71 records
- AI research evidence record openai:c2
- AI research evidence record openai:c3
- AI research evidence record anthropic:c3
- AI research evidence record google:2.1.6
- AI research evidence record anthropic:c1
- AI research evidence record openai:c1
- AI research evidence record anthropic:c3
- AI research evidence record deepseek:c2
- AI research evidence record perplexity:c12
- AI research evidence record perplexity:c2
- AI research evidence record anthropic:c4
- AI research evidence record kimi:omniscient-main
- AI research evidence record kimi:cite-solutions-model
- AI research evidence record perplexity:c14
- AI research evidence record google:1.1.2
- AI research evidence record google:1.3.1
- AI research evidence record openai:c2
- AI research evidence record deepseek:c1
- AI research evidence record google:1.1.2
- AI research evidence record openai:c1
- AI research evidence record perplexity:c12
- AI research evidence record kimi:omniscient-geo
- AI research evidence record google:1.1.5
- AI research evidence record perplexity:c14
- AI research evidence record anthropic:c4
- AI research evidence record anthropic:c5
- AI research evidence record anthropic:c1
- AI research evidence record anthropic:c2
- AI research evidence record google:1.1.5
- AI research evidence record perplexity:c14
- AI research evidence record anthropic:c4
- AI research evidence record openai:c1
- AI research evidence record google:1.3.4
- AI research evidence record openai:c4
- AI research evidence record perplexity:c1
- AI research evidence record perplexity:c10
- AI research evidence record anthropic:c6
- AI research evidence record perplexity:c2
- AI research evidence record anthropic:c1
- AI research evidence record anthropic:c6
- AI research evidence record google:1.1.6
- AI research evidence record google:2.1.7
- AI research evidence record google:2.1.2
- AI research evidence record google:1.1.8
- AI research evidence record openai:c1
- AI research evidence record openai:c3
- AI research evidence record kimi:opositive-citation
- AI research evidence record kimi:cited-co-services
- AI research evidence record kimi:citepoint-pricing
- AI research evidence record deepseek:c1
- AI research evidence record deepseek:c2
- AI research evidence record kimi:cite-solutions-model
- AI research evidence record anthropic:c5
- AI research evidence record google:1.1.5
- AI research evidence record perplexity:c14
- AI research evidence record openai:c1
- AI research evidence record google:1.3.4
- AI research evidence record openai:c4
- AI research evidence record perplexity:c1
- AI research evidence record perplexity:c10
- AI research evidence record anthropic:c4
- AI research evidence record anthropic:c6
- AI research evidence record perplexity:c2
- AI research evidence record google:1.1.8
- AI research evidence record google:1.1.5
- AI research evidence record perplexity:c14
- AI research evidence record anthropic:c6
- AI research evidence record anthropic:c6
- AI research evidence record openai:c1
- AI research evidence record anthropic:c3
- AI research evidence record google:2.1.6
Independent Sources
- GEO for B2B SaaS: Shorten Sales Cycles With AI-Ready Content: https://blog.keyscouts.com/geo-for-b2b-saas-sales-cycles
- Omniscient Digital Reviews & Analysis: https://checkthat.ai/brands/omniscient-digital
- Best GEO Agencies 2026: 9 Compared | Citant.ai: https://citant.ai/blog/best-geo-agencies-2026/
- Generative Engine Optimization Cost: 2026 Guide: https://citant.ai/blog/how-much-does-geo-cost/
- Omniscient Digital Review 2026: Pricing, Results & Fit: https://derivatex.agency/blog/omniscient-digital-review/
- Top 10 GEO Agencies Compared (2026) | Foundgrove: https://foundgrove.com/blog/top-generative-engine-optimization-agencies-2026
- llmseonetwork.com: https://llmseonetwork.com/agency/omniscient-digital
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- Omniscient Digital Review (2026): Score, Services & Sources: https://www.linkbuildingrankings.com/companies/omniscient-digital/
- Best GEO Agencies 2026: Generative Engine Optimization Companies: https://www.miniloop.ai/blog/best-geo-agencies
- How much does generative engine optimization cost in 2026? Real: https://www.pepper.inc/blog/generative-engine-optimization-cost/
Additional AI research evidence71 records
- AI research evidence record openai:c2
- AI research evidence record openai:c3
- AI research evidence record anthropic:c3
- AI research evidence record google:2.1.6
- AI research evidence record anthropic:c1
- AI research evidence record openai:c1
- AI research evidence record anthropic:c3
- AI research evidence record deepseek:c2
- AI research evidence record perplexity:c12
- AI research evidence record perplexity:c2
- AI research evidence record anthropic:c4
- AI research evidence record kimi:omniscient-main
- AI research evidence record kimi:cite-solutions-model
- AI research evidence record perplexity:c14
- AI research evidence record google:1.1.2
- AI research evidence record google:1.3.1
- AI research evidence record openai:c2
- AI research evidence record deepseek:c1
- AI research evidence record google:1.1.2
- AI research evidence record openai:c1
- AI research evidence record perplexity:c12
- AI research evidence record kimi:omniscient-geo
- AI research evidence record google:1.1.5
- AI research evidence record perplexity:c14
- AI research evidence record anthropic:c4
- AI research evidence record anthropic:c5
- AI research evidence record anthropic:c1
- AI research evidence record anthropic:c2
- AI research evidence record google:1.1.5
- AI research evidence record perplexity:c14
- AI research evidence record anthropic:c4
- AI research evidence record openai:c1
- AI research evidence record google:1.3.4
- AI research evidence record openai:c4
- AI research evidence record perplexity:c1
- AI research evidence record perplexity:c10
- AI research evidence record anthropic:c6
- AI research evidence record perplexity:c2
- AI research evidence record anthropic:c1
- AI research evidence record anthropic:c6
- AI research evidence record google:1.1.6
- AI research evidence record google:2.1.7
- AI research evidence record google:2.1.2
- AI research evidence record google:1.1.8
- AI research evidence record openai:c1
- AI research evidence record openai:c3
- AI research evidence record kimi:opositive-citation
- AI research evidence record kimi:cited-co-services
- AI research evidence record kimi:citepoint-pricing
- AI research evidence record deepseek:c1
- AI research evidence record deepseek:c2
- AI research evidence record kimi:cite-solutions-model
- AI research evidence record anthropic:c5
- AI research evidence record google:1.1.5
- AI research evidence record perplexity:c14
- AI research evidence record openai:c1
- AI research evidence record google:1.3.4
- AI research evidence record openai:c4
- AI research evidence record perplexity:c1
- AI research evidence record perplexity:c10
- AI research evidence record anthropic:c4
- AI research evidence record anthropic:c6
- AI research evidence record perplexity:c2
- AI research evidence record google:1.1.8
- AI research evidence record google:1.1.5
- AI research evidence record perplexity:c14
- AI research evidence record anthropic:c6
- AI research evidence record anthropic:c6
- AI research evidence record openai:c1
- AI research evidence record anthropic:c3
- AI research evidence record google:2.1.6
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- Study date
- September 17, 2026
- Platforms analyzed
- 7
- Source records
- 38
- Ranking mentions
- 3 of 7
- Platform share
- 43%
- Final consensus rank
- #1
Research trail and source mix
Configured platforms
openai, anthropic, deepseek, grok, perplexity, kimi, google
Source mix
17 independent · 21 company-owned
Evidence support
25 direct · 13 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 3def576fa3ffd6930daa0716959c705382b1ec29d2ad54ff3c37348e2abdbee8