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The Digital Elevator GEO Agency Fit Review for AI Citation Building

The Digital Elevator is a good fit for companies that want a human-led AI-visibility diagnostic plus integrated technical, content, third-party authority, community, and PR execution — but it is not yet a clearly proven specialist in rigorous citation-architecture mapping.

Research: 2026-09-166 usable platform responsesRead the methodology ↗

Answer Capsule

The Digital Elevator is a good fit for companies that want a human-led AI-visibility diagnostic plus integrated technical, content, third-party authority, community, and PR execution — but it is not yet a clearly proven specialist in rigorous citation-architecture mapping. Two of six platforms named it during the ranking stage (anthropic, perplexity), both at rank 8, giving it a 33.3% share of included platform responses and an average listed rank of 8.0. The strongest reason to consider it is its productized, transparently priced offer combining a free 30-day AI Visibility Report with off-site authority development across ChatGPT, Perplexity, Claude, Gemini, and Google AI Overviews [1]. The main limitation: the public offer does not document a formal citation-URL inventory, source taxonomy, or platform-level monitoring methodology, and the report itself does not directly query ChatGPT or Perplexity [1].

Research Snapshot

FieldValue
Platform mentions in ranking stage2 of 6 included platforms (anthropic, perplexity)
Share of included platform responses33.3%
Average listed rank8.0
Best listed rank8
Relevant product/model/planAI Visibility Report (30-Day Diagnostic) plus productized AI Visibility, AI Visibility Mentions, managed SEO, and PR services
Overall use-case fitGood (openai, anthropic, perplexity); Strong (grok); Uncertain (deepseek, kimi)
Research date2026-09-16

Why The Digital Elevator Qualified for This Study

Questions This Section Answers

  • Why did The Digital Elevator qualify for this GEO agency study when only two platforms named it?
  • Is The Digital Elevator a legitimate contender for AI citation building, or just a general SEO agency?

The Digital Elevator qualified because it was named during ranking discovery by two of the six included platforms — anthropic and perplexity — both at rank 8, clearing the study's two-mention minimum [3]. It is a U.S.-based digital marketing agency founded in 2010, with fifteen years of SEO, content, and conversion work, and it now positions itself explicitly as a GEO agency serving healthcare, biotech, medtech, SaaS, and multi-location businesses [5].

Its qualification rests on a named, relevant product rather than general marketing: a free AI Visibility Report delivered as a 30-minute walkthrough with a senior strategist, which the company says grades a domain against mention signals used by major AI platforms and produces a prioritized 90-day plan [6]. The company also publishes pricing directly on its website — unusual in this category — which independent reviewers flagged as operationally distinctive [8].

Two platforms (deepseek, kimi) could not confirm a dedicated GEO service from public sources and rated fit uncertain, so qualification here reflects ranking-stage inclusion, not unanimous endorsement [9].

The Product, Model, Plan, or Service Most Relevant to GEO Agencies for AI Citation Building

Questions This Section Answers

  • Which The Digital Elevator plan should a buyer choose for AI citation building if they need a diagnostic before committing to execution?
  • Is The Digital Elevator's AI Visibility Report enough for citation architecture mapping, or do buyers need the full program?

The most relevant entry point is the AI Visibility Report, a 30-day diagnostic that the company describes as grading priority queries, identifying why AI does not mention the brand, and prescribing a prioritized 90-day plan [11]. It is free for qualified teams, subject to application and qualification, and delivered as a live 30-minute walkthrough with a senior strategist rather than an automated export [11].

Beyond the diagnostic, the relevant execution products are AI Visibility (from $3,000), described as an outcome-based program across the three pillars AI engines cite, and AI Visibility Mentions (from $3,495), described as brand mentions, Reddit signal, and editorial placements AI engines cite [13]. Managed SEO (from $3,500/mo) and Local SEO (from $1,250/mo) are adjacent services (official:C1).

The company's stated methodology covers bottom-funnel content optimized for AI citation, structured data for entity authority, answer-first formats, and comparison/alternatives pages it says account for roughly 33% of AI citations [14]. Technical scope includes schema, JSON-LD entity graphs, llms.txt, AI-crawler access, and machine-readable pricing and answer signals [15].

What the AI Platforms Agreed About

Questions This Section Answers

  • What do multiple AI platforms agree The Digital Elevator does well for AI citation building?
  • Does The Digital Elevator cover third-party authority development and off-site signals for AI citations?

Platforms broadly agreed on three points. First, the offer is productized and diagnostic-first: a free or low-friction AI Visibility Report followed by fixed-scope execution, rather than an open-ended retainer [17]. Second, the methodology is three-pillar — technical signals, content extractability, and off-site corroboration — which maps directly onto citation eligibility and extractability [20].

Third, third-party authority development is treated as the highest-leverage layer. The company's materials describe brand mentions in relevant third-party content, Reddit and community presence, earned-media placements linking to the domain, and PR programs intended to build signals AI systems cite [22]. Grok described this as building mentions on DR30+ publications, Reddit signals, editorial placements, and best-of roundups [20].

Platforms also agreed the company names major target surfaces — ChatGPT, Perplexity, Claude, Gemini, and Google AI Overviews — and that it avoids guaranteeing specific AI answer placements, which the company frames as an industry limitation rather than a product feature [24].

Where the AI Platforms Disagreed or Were Uncertain

Questions This Section Answers

  • Why did some AI platforms rate The Digital Elevator uncertain for AI citation building?
  • Does The Digital Elevator directly query ChatGPT and Perplexity, or only model their signals?

Fit ratings diverged sharply: grok rated it strong, openai, anthropic, and perplexity rated it good, and deepseek and kimi rated it uncertain [26].

The most material conflict is measurement method. The service is marketed as evaluating major AI platforms, but the report FAQ says it does not directly query ChatGPT or Perplexity and instead grades underlying mention signals [27]. Perplexity's response, by contrast, states the diagnostic explicitly runs queries across ChatGPT, Perplexity, Gemini, Claude, and Google AI Overviews [29]. These two platform-reported descriptions are not reconciled in the public materials, and buyers should treat the exact role of each platform as unverified.

A second conflict concerns contract structure. One company page describes managed SEO on a 12-month contract, while product pages emphasize fixed-scope AI visibility sprints with no long-term commitment stated [32]. Perplexity explicitly flagged this as unreconciled publicly.

A third conflict concerns pricing. Public pages show the AI Visibility Report starting from $3,000 [29], while other platform responses report the report as free for qualified teams and list AI Visibility from $3,000 and AI Visibility Mentions from $3,495 as separate products [27]. An independent directory surfaced different pricing and service framing again [35]. Deepseek and kimi found no verifiable pricing at all [30].

Use-Case-Specific Features and Capabilities

Questions This Section Answers

  • Does The Digital Elevator deliver citation architecture mapping and source-gap analysis for AI platforms?
  • How does The Digital Elevator measure AI citations across ChatGPT, Perplexity, Gemini, and Google AI Overviews?

Against the six configured criteria, the evidence is mixed:

CriterionAssessmentEvidence
Citation analysisNeutralAuthority-gap benchmark, five priority queries, competitor comparison; no documented complete citation-URL inventory
Citation architecture mappingAdvantage (technical) / unclear (formal map)Schema, JSON-LD entity graph, llms.txt, AI-crawler access; no documented citation graph across all platforms
Third-party authority developmentAdvantageBrand mentions, Reddit/community presence, earned media, PR placements
Source-gap analysisNeutralFive priority queries being lost and competitor comparison; no formal source-gap matrix documented
Content strategyAdvantageAnswer-first content, definition/comparison pages, FAQ blocks; ~33% of citations from comparison pages
Measurement across AI platformsNeutralGA4 tracking for AI-referred sessions, Peec AI citation baseline, ongoing monitoring dashboard; direct-query limitation disclosed

The company states a senior strategist performs the grading, competitor analysis, and action-plan work rather than delivering only an automated export [36]. It also acknowledges there is no universal equivalent to Google Search Console for AI visibility and builds custom measurement into engagements [37].

Pricing, Fees, Contracts, and Ongoing Costs

Questions This Section Answers

  • How much does The Digital Elevator cost per month for AI citation building, and are there setup or cancellation fees?
  • Is The Digital Elevator's AI Visibility Report really free, and what does the paid program cost?

Published starting prices, per company-owned pages: AI Visibility Report free for qualified teams; AI Visibility from $3,000; AI Visibility Mentions from $3,495; Managed SEO from $3,500/mo; Local SEO from $1,250/mo [38]. Anthropic reported a wider range — a single sprint starting at $3,000 and a full three-pillar program typically $9,000–$24,000+ depending on scope — and ongoing off-site campaigns at $3,495 per 30-day cycle [40].

Public pages do not state whether the $3,000 and $3,495 figures are one-time, monthly, or campaign prices for every configuration [38]. Additional fees for media placements, content production, technical implementation, development, and community work are not clearly disclosed [38]. No public contract length, renewal, cancellation, refund, SLA, or performance-guarantee terms were identified in the reviewed pages [38]. Anthropic reported that 30-day AI Visibility campaigns carry no long-term contract or retainer, while managed SEO requires a 12-month term with tier changes on 30 days' notice [40] — a structure perplexity said is not fully reconciled publicly [41].

Independent pricing evidence is thin: one directory reported different figures and framing [42], and deepseek and kimi found no verifiable pricing [43]. Pricing confidence was rated moderate by openai and grok, high by anthropic, and low by perplexity, deepseek, and kimi.

Best Suited For

Questions This Section Answers

  • Who is The Digital Elevator best suited for in AI citation building?
  • Is The Digital Elevator a good choice for mid-market B2B teams that want fixed-scope GEO work?

The strongest fit is U.S. B2B, healthcare, biotech, medtech, SaaS, local, and multi-location companies that want a fixed-scope diagnostic followed by implementation [45]. Buyers needing off-site authority development, mentions, Reddit/community presence, earned media, and on-site technical fixes in one engagement are well matched [47].

Lean marketing teams that prefer productized programs over open-ended SEO retainers are also a stated target, as are marketing directors with budget authority who want to test AI visibility incrementally without signing an enterprise retainer [49]. Companies with solid SEO foundations ready to scale AI visibility are the clearest fit [46].

Probably Not Best Suited For

Questions This Section Answers

  • Who should not choose The Digital Elevator for AI citation building?
  • Is The Digital Elevator a poor fit for enterprises needing SSO, RBAC, or guaranteed AI placements?

Buyers requiring a mature citation-monitoring dashboard, exhaustive citation-URL inventory, API access, or independently validated platform-level attribution are not well served by the public offer [50]. Large enterprises requiring detailed contractual SLAs, guaranteed reporting coverage, or a fully transparent public price book should look elsewhere [50].

Organizations needing direct querying of ChatGPT, Perplexity, or Claude as the primary measurement method should verify this first, given the disclosed limitation [50]. Brands seeking guaranteed specific AI answer placements should avoid any agency making that promise — the company itself states no agency can guarantee placements [52]. App and mobile game developers needing app-specific AI discovery visibility are also out of scope [51].

When Another Option May Be Better

Questions This Section Answers

  • What is a better alternative to The Digital Elevator for a buyer who needs live citation tracking or patent-backed GEO methodology?
  • When should a buyer choose a specialist GEO platform or PR firm instead of The Digital Elevator?

Choose a specialist AI-visibility analytics platform or agency when the buyer needs direct prompt testing, citation-URL tracking, share-of-voice trends, sentiment, source histories, exports, or API access [53]. Choose a PR or digital-authority specialist when the primary requirement is sustained editorial coverage, analyst relations, or high-authority third-party placements rather than technical GEO diagnosis [53].

Choose a conventional SEO/content agency when the buyer mainly needs large-scale content production without dedicated AI-platform measurement [53]. For enterprise governance controls (SSO, RBAC, permissioned workflows), platforms such as iPullRank or Seer Interactive were named as alternatives [54]. For patent-analysis and LLM reverse-engineering methodology, Go Fish Digital was named as more distinctive [55]. For real-time automated monitoring and continuous volatility detection, emerging platforms like RivalScope or LLM Pulse were suggested [54].

Kimi's response named several lower-cost or more transparent alternatives: UPLIFY ($1,000/month, 3-month minimum), ThinkProfits ($995/month Bronze tier), Foundgrove ($2,500/month Growth tier), Citeme (platform €49–59/month with live citation tracking across nine engines), and Hub365 (30-minute GEO audit, 90-day plan) [56]. These are platform-reported competitor claims, not independently validated comparisons.

Questions to Verify Before Buying

Questions This Section Answers

  • What should a buyer confirm with The Digital Elevator before signing a contract for AI citation building?
  • Which platforms does The Digital Elevator directly query versus model, and can it provide raw citation data?

Before committing, buyers should confirm: whether the deliverable includes every cited URL and source domain for priority prompts, with source type, date, platform, and competitor comparison [61]; which platforms are directly queried versus modeled from search signals, and how Google AI Overviews, Gemini, Claude, ChatGPT, and Perplexity are separated in reporting [61]; what exact citation-architecture map is produced across owned pages, third-party pages, directories, media, communities, and reviews [61]; and how many priority queries, competitors, markets, pages, mentions, placements, and content assets are included in the quoted scope [61].

Also verify whether AI Visibility Mentions includes guaranteed placements, outreach only, editorial review, Reddit participation, or paid/pass-through media costs [61]; what recurring measurement is supplied after the 30-day or 90-day campaign and whether raw observations, prompts, citations, and exports are provided [61]; who implements technical changes, content, outreach, and community work [61]; and the contract term, renewal, cancellation, refund, SLA, reporting cadence, and treatment of unused deliverables [61].

Finally, request independent or client-verifiable evidence for citation-rate, recommendation-rate, qualified-lead, or branded-demand changes, and confirm any industry, geography, regulated-content, login-wall, or acceptable-use exclusions [61]. Anthropic separately recommended requesting a complete anonymized AI Visibility Report, platform-by-platform citation tracking, and clarity on whether 30-day campaign results compound beyond 30 days [62].

Final AI Consensus Verdict

The Digital Elevator is a good fit for a company wanting a human-led AI-visibility diagnosis plus integrated technical, content, third-party authority, community, and PR execution. It is not yet a clearly strong fit for buyers whose defining requirement is rigorous citation building with transparent citation-architecture mapping, direct platform observation, raw citation data, and independently validated measurement [63].

Platform consensus was split: grok rated it strong; openai, anthropic, and perplexity rated it good; deepseek and kimi rated it uncertain [64]. Purchase should be contingent on confirming the citation-level deliverables and the final scope-specific price. Company-owned citations materially outnumber independent citations in this evidence base, so company claims should not be treated as independently verified.

How This Review Was Produced

This review aggregates platform-reported fit assessments for The Digital Elevator against the use case "GEO Agencies for AI Citation Building." Six platforms supplied fit research: openai, anthropic, deepseek, grok, perplexity, and kimi. Two of those six named the entity during ranking discovery (anthropic, perplexity), both at rank 8. The study research date is 2026-09-16. Platform-reported research dates differ: anthropic and kimi reported 2026-09-17, deepseek reported 2026-06-11, and grok, openai, and perplexity reported 2026-09-16. These are provenance metadata and do not independently prove freshness.

Methodology Limitations

All included platforms evaluated fit, but platform mentions count only platforms that named the entity during ranking discovery. Platform-reported research dates differ from the authoritative run date. The supplied URLs were collected from platform responses and were not independently validated by the writer stage. Company-owned citations materially outnumber independent citations; company claims are not independently verified. Citations are platform-reported evidence, not independently verified facts. Deepseek's research ran with search disabled, so its findings are model-reported rather than retrieved. Conflicting product names, pricing, and capabilities were not resolved by guessing; buyers should verify them directly. Independent research indicates GEO terminology, metrics, and evidence standards remain heterogeneous, so reported AI-visibility improvements should be evaluated with platform-specific baselines and reproducible query protocols rather than a single blended score [69].

Explore more ai citation authority building guidance in the category directory.

Sources

Company-Owned Sources

  • Generative Engine Optimization Agency (GEO) | Foundgrove: https://foundgrove.com/services/geo
  • GEO Optimization - First AI citation in 90 days | Hub365: https://hub365.ai/ai-suite/geo-optimization
  • Digital Elevator — SEO, AI Visibility & Marketing Products: https://thedigitalelevator.com/
  • Free AI Visibility Report + 30-Min Walkthrough — See Why AI Doesn't Mention Your Brand: https://thedigitalelevator.com/ai-visibility-report/
  • AEO and GEO Pricing Guide: How Much Does AI Search Optimization Cost in 2026?: https://thedigitalelevator.com/blog/aeo-and-geo-pricing-guide/
  • The 12 Best Generative Engine Optimization (GEO) Agencies of 2026: https://thedigitalelevator.com/blog/best-generative-engine-optimization-geo-agencies/
  • AI Visibility & SEO for B2B SaaS: https://thedigitalelevator.com/industries/b2b-saas/
  • AI Visibility for Healthcare Organizations: https://thedigitalelevator.com/industries/healthcare/
  • AI Visibility - Get Found and Cited in AI Search: https://thedigitalelevator.com/products/ai-visibility/
  • Managed SEO - SEO + AI Visibility Program: https://thedigitalelevator.com/products/managed-seo/
  • Generative Engine Optimization (GEO) Services — Get Cited by AI | ThinkProfits: https://thinkprofits.com/aeo-services/geo/
  • GEO Agency for AI Search: proof & measurement — UPLIFY: https://uplify.agency/en/generative-engine-optimization/
  • The GEO agency that gets you cited by AI - Citeme: https://www.citeme.io/services/geo-agency
  • Additional AI research evidence69 records
    1. AI research evidence record openai:c1
    2. AI research evidence record openai:c2
    3. AI research evidence record anthropic:citation-1
    4. AI research evidence record perplexity:c13
    5. AI research evidence record anthropic:citation-10
    6. AI research evidence record openai:c1
    7. AI research evidence record anthropic:citation-2
    8. AI research evidence record anthropic:citation-9
    9. AI research evidence record deepseek:c1
    10. AI research evidence record kimi:tde_search_2026
    11. AI research evidence record openai:c1
    12. AI research evidence record perplexity:c3
    13. AI research evidence record grok:0
    14. AI research evidence record anthropic:citation-3
    15. AI research evidence record perplexity:c11
    16. AI research evidence record openai:c2
    17. AI research evidence record openai:c1
    18. AI research evidence record anthropic:citation-8
    19. AI research evidence record perplexity:c1
    20. AI research evidence record grok:0
    21. AI research evidence record perplexity:c3
    22. AI research evidence record anthropic:citation-5
    23. AI research evidence record anthropic:citation-6
    24. AI research evidence record openai:c2
    25. AI research evidence record anthropic:citation-11
    26. AI research evidence record grok:0
    27. AI research evidence record openai:c1
    28. AI research evidence record anthropic:citation-1
    29. AI research evidence record perplexity:c3
    30. AI research evidence record deepseek:c1
    31. AI research evidence record kimi:tde_search_2026
    32. AI research evidence record perplexity:c4
    33. AI research evidence record perplexity:c1
    34. AI research evidence record anthropic:citation-8
    35. AI research evidence record perplexity:c9
    36. AI research evidence record openai:c1
    37. AI research evidence record anthropic:citation-7
    38. AI research evidence record openai:c1
    39. AI research evidence record grok:0
    40. AI research evidence record anthropic:citation-8
    41. AI research evidence record perplexity:c4
    42. AI research evidence record perplexity:c9
    43. AI research evidence record deepseek:c1
    44. AI research evidence record kimi:tde_search_2026
    45. AI research evidence record openai:c1
    46. AI research evidence record anthropic:citation-10
    47. AI research evidence record openai:c2
    48. AI research evidence record anthropic:citation-5
    49. AI research evidence record anthropic:citation-8
    50. AI research evidence record openai:c1
    51. AI research evidence record anthropic:citation-13
    52. AI research evidence record anthropic:citation-11
    53. AI research evidence record openai:c1
    54. AI research evidence record anthropic:citation-13
    55. AI research evidence record anthropic:citation-12
    56. AI research evidence record kimi:uplify_geo
    57. AI research evidence record kimi:thinkprofits_geo
    58. AI research evidence record kimi:foundgrove_geo
    59. AI research evidence record kimi:citeme_geo
    60. AI research evidence record kimi:hub365_geo
    61. AI research evidence record openai:c1
    62. AI research evidence record anthropic:citation-8
    63. AI research evidence record openai:c1
    64. AI research evidence record grok:0
    65. AI research evidence record anthropic:citation-1
    66. AI research evidence record perplexity:c3
    67. AI research evidence record deepseek:c1
    68. AI research evidence record kimi:tde_search_2026
    69. AI research evidence record openai:c3

Independent Sources

  • Optimizing Visibility in Generative Engines: A Critical Survey of Generative Engine Optimization (2023-2026: https://arxiv.org/abs/2607.14035
  • The Best AI SEO Agencies for 2026: https://blog.e-goi.com/best-ai-seo-agencies-2026/
  • Digital Elevator pricing review · Cited·Index: https://citedindex.com/digital-elevator
  • What AI Says About The Digital Elevator: https://parse.gl/brands/thedigitalelevator-com
  • The Top 10 GEO Platforms of 2026: In-Depth Comparison: https://www.bluefishai.com/blog/the-10-best-geo-platforms
  • Web search results (independent corroboration attempt: https://www.google.com/search?q=The+Digital+Elevator+GEO+AI+citation+building
  • Best Generative Engine Optimization Agency | Revenue-Focused AI Search Visibility 2026: https://www.maximuslabs.ai/services/geo
  • Additional AI research evidence69 records
    1. AI research evidence record openai:c1
    2. AI research evidence record openai:c2
    3. AI research evidence record anthropic:citation-1
    4. AI research evidence record perplexity:c13
    5. AI research evidence record anthropic:citation-10
    6. AI research evidence record openai:c1
    7. AI research evidence record anthropic:citation-2
    8. AI research evidence record anthropic:citation-9
    9. AI research evidence record deepseek:c1
    10. AI research evidence record kimi:tde_search_2026
    11. AI research evidence record openai:c1
    12. AI research evidence record perplexity:c3
    13. AI research evidence record grok:0
    14. AI research evidence record anthropic:citation-3
    15. AI research evidence record perplexity:c11
    16. AI research evidence record openai:c2
    17. AI research evidence record openai:c1
    18. AI research evidence record anthropic:citation-8
    19. AI research evidence record perplexity:c1
    20. AI research evidence record grok:0
    21. AI research evidence record perplexity:c3
    22. AI research evidence record anthropic:citation-5
    23. AI research evidence record anthropic:citation-6
    24. AI research evidence record openai:c2
    25. AI research evidence record anthropic:citation-11
    26. AI research evidence record grok:0
    27. AI research evidence record openai:c1
    28. AI research evidence record anthropic:citation-1
    29. AI research evidence record perplexity:c3
    30. AI research evidence record deepseek:c1
    31. AI research evidence record kimi:tde_search_2026
    32. AI research evidence record perplexity:c4
    33. AI research evidence record perplexity:c1
    34. AI research evidence record anthropic:citation-8
    35. AI research evidence record perplexity:c9
    36. AI research evidence record openai:c1
    37. AI research evidence record anthropic:citation-7
    38. AI research evidence record openai:c1
    39. AI research evidence record grok:0
    40. AI research evidence record anthropic:citation-8
    41. AI research evidence record perplexity:c4
    42. AI research evidence record perplexity:c9
    43. AI research evidence record deepseek:c1
    44. AI research evidence record kimi:tde_search_2026
    45. AI research evidence record openai:c1
    46. AI research evidence record anthropic:citation-10
    47. AI research evidence record openai:c2
    48. AI research evidence record anthropic:citation-5
    49. AI research evidence record anthropic:citation-8
    50. AI research evidence record openai:c1
    51. AI research evidence record anthropic:citation-13
    52. AI research evidence record anthropic:citation-11
    53. AI research evidence record openai:c1
    54. AI research evidence record anthropic:citation-13
    55. AI research evidence record anthropic:citation-12
    56. AI research evidence record kimi:uplify_geo
    57. AI research evidence record kimi:thinkprofits_geo
    58. AI research evidence record kimi:foundgrove_geo
    59. AI research evidence record kimi:citeme_geo
    60. AI research evidence record kimi:hub365_geo
    61. AI research evidence record openai:c1
    62. AI research evidence record anthropic:citation-8
    63. AI research evidence record openai:c1
    64. AI research evidence record grok:0
    65. AI research evidence record anthropic:citation-1
    66. AI research evidence record perplexity:c3
    67. AI research evidence record deepseek:c1
    68. AI research evidence record kimi:tde_search_2026
    69. AI research evidence record openai:c3

Verify this research

Review the study details behind this page or download the public machine-readable verification record.

Study date
September 17, 2026
Platforms analyzed
6
Source records
24
Ranking mentions
2 of 6
Platform share
33%
Final consensus rank
#7

Research trail and source mix

Configured platforms

openai, anthropic, deepseek, grok, perplexity, kimi, google

Source mix

8 independent · 16 company-owned

Evidence support

17 direct · 6 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 45d6e2ff406b10d30253ef973cdb78fab3feddb4c6a2881285706be14213d635