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AI Consensus Fit Review

Floyi Content Optimization Tool Fit Review for Google AI Overviews

Floyi is a good fit for content and SEO teams optimizing pages for Google AI Overviews, provided they treat its AI Overview scoring and visibility tracking as directional signals rather than proven performance predictors.

Research: 2026-09-197 usable platform responsesRead the methodology ↗

Answer Capsule

Floyi is a good fit for content and SEO teams optimizing pages for Google AI Overviews, provided they treat its AI Overview scoring and visibility tracking as directional signals rather than proven performance predictors. Two of seven platforms named Floyi during ranking discovery, and it finished eighth overall. The strongest reason to consider it is the Content Editor & Optimizer, which combines SERP research, topical mapping, competitor benchmarking, entity coverage scoring, and AI-assisted rewriting in one workflow. The main limitation is evidence: most capability claims are company-published, public pricing pages conflict, and no independent source reviewed validates that using Floyi increases AI Overview citations.

Research Snapshot

FieldValue
Platform mentions in ranking stage2 of 7 platforms (deepseek, kimi)
Share of included platform responses28.6%
Average listed rank4.0
Best listed rank2 (kimi)
Relevant product/model/planContent Editor & Optimizer; exact plan depends on current credit and feature requirements
Overall use-case fitGood
Research date2026-09-19

Why Floyi Qualified for This Study

Questions This Section Answers

  • Is Floyi a good choice for Content Optimization Tools for Google AI Overviews?
  • How many AI platforms recommended Floyi for Google AI Overviews optimization?

Floyi qualified because two of the seven platforms in this study named it during ranking discovery, and all seven then evaluated it for fit. DeepSeek ranked it sixth and Kimi ranked it second, producing an average listed rank of 4.0 and a final rank of 8 across the field [1].

The fit ratings split: three platforms rated Floyi a strong fit, two rated it good, one good, and one uncertain. DeepSeek's uncertainty is notable because its research ran without search enabled and on an earlier date, 2026-06-01, versus the 2026-09-19 run date used by the other six platforms.

Floyi's own materials position the platform as a closed-loop system connecting brand definition, topical mapping, content production, and authority measurement [3]. That positioning maps directly onto the study's criteria: content research, competitive analysis, entity and topic coverage, on-page optimization, and guidance for authoritative, answer-friendly content.

The Product, Model, Plan, or Service Most Relevant to Content Optimization Tools for Google AI Overviews

Questions This Section Answers

  • Which Floyi product is most relevant for optimizing content for Google AI Overviews?
  • Does Floyi's Content Editor & Optimizer score content against Google AI Overviews and ChatGPT?

The relevant product is the Content Editor & Optimizer. Floyi markets it as built for both traditional SEO and the new AI search landscape, and its pricing page states the feature scores content against competitors and AI models including Google AI Overviews and ChatGPT [5].

The editor scores content from 0 to 100 based on more than 100 optimization signals, updating instantly as a user types [7]. Signals include entity usage, structure, readability, heading hierarchy, paragraph length, and AI chunking compatibility [9]. A heatmap compares drafts against 6-10 top competitors and major AI engines side by side [11].

Floyi also reports an AIRS Analyzer that performs on-demand visibility analysis across 11 search engines including Google AI Overviews, AI Mode, and ChatGPT [12]. The company claims the editor is the only tool analyzing Google AI Overviews, AI Mode, and ChatGPT Search responses for citation and inclusion optimization [13]. That exclusivity claim is company-published and contradicted in practice by other tools in this study that advertise AI Overview monitoring, so treat it as vendor positioning rather than verified fact.

Plan access is not cleanly isolated on the product page. Access appears tied to paid plans or a sign-up flow, and the exact applicable plan depends on current credit and feature requirements [6].

What the AI Platforms Agreed About

Questions This Section Answers

  • What do AI platforms agree Floyi does well for Google AI Overviews content optimization?
  • Does Floyi combine content research, entity coverage, and on-page optimization in one workflow?

The clearest cross-platform agreement concerns workflow integration. Platforms converged on the finding that Floyi connects topical maps to content briefs to drafts to publishing to authority tracking in one system, where most alternatives cover only one or two of those stages [16].

A second area of agreement is entity and topic coverage. Floyi identifies entities and concepts that build topical authority, prioritized by relevance rather than frequency, and surfaces entities, topics, and competitor-based usage targets for drafts [19]. Independent coverage of the Visual Map launch corroborates that Floyi shows AI mention and citation status across AI Overviews, AI Mode, ChatGPT, and Gemini [21].

A third agreement covers competitive analysis. Multiple platforms described the heatmap comparing drafts against 6-10 competitors and major AI engines, surfacing which topics, entities, and structures competitors include [22].

Platforms also agreed on the limitation side: Floyi does not replace Ahrefs or Semrush for backlink analysis or keyword research depth, and teams typically keep those tools alongside it [24]. This is consistent with Floyi's own materials, which distinguish the platform from broad competitive-intelligence tools [27].

Where the AI Platforms Disagreed or Were Uncertain

Questions This Section Answers

  • Is Floyi's Google AI Overview scoring independently verified, or is it only company-reported?
  • Why did one AI platform rate Floyi uncertain for Google AI Overviews optimization?

The largest disagreement is about evidence quality. DeepSeek rated Floyi an uncertain fit, reporting that checked sources did not independently confirm AI Overview-specific capabilities, named plan pricing, contract terms, or third-party validation [29]. DeepSeek's research ran without search enabled, which limits what it could retrieve, but its core point stands: independent validation is thin.

Pricing is a documented conflict, not a minor discrepancy. Floyi's pricing page lists Free/PAYG, Creator at $49/month, Pro at $99/month, and Agency at $229/month, while the homepage presents Free/PAYG, Pro at $99/month, and Scale at $299/month [30]. Google's platform reported that some secondary directory listings cite outdated flat rates such as a $49/month Creator Plan, while official 2026 documentation confirms Free/PAYG, Pro at $99/month, and Scale at $299/month [32]. Third-party listings add further variation: Capterra Ireland and F6S show different starting prices and plan labels than the official page [33].

Methodology disclosure is another uncertainty. Floyi's public materials use terms including AI Overview presence, AI search analyzer, and scoring against AI models, but do not disclose a complete methodology or independent validation [30]. No source reviewed documents Floyi's accuracy in predicting AI Overview citations or the percentage of optimized content that actually gets cited [35].

Kimi flagged a capability gap: Floyi does not offer one-click automated rewrites, while competitors such as Indexly advertise auto-improvement that preserves voice and URL [36]. Kimi also reported that Floyi does not publicly document before/after impact tracking with 7/14/30-day diffs or confidence intervals, which Indexly and Cognizo explicitly offer [37].

Use-Case-Specific Features and Capabilities

Questions This Section Answers

  • Does Floyi provide entity and topic coverage analysis for Google AI Overviews content?
  • Can Floyi generate schema markup and track AI citations without extra AI credit costs?

Floyi's feature set maps onto the study's five criteria with varying strength.

Content research. Floyi reports SERP-based keyword clustering, topical maps, content plans, SERP and competitor insights, topical audits, and domain-level topical analysis [38]. PAA Explorer recursively expands People Also Ask questions into a visual tree up to five levels deep, and SERP Insights provides standalone competitor benchmarking for structure, length, headers, media, links, and PAA coverage [40].

Competitive analysis. The Content Editor shows what competitors and AI engines are saying, with a heatmap comparing drafts against 6-10 competitors and major AI engines [42]. Floyi's blog states its AI Search Gaps and Content Optimizer compare competitor pages, AI answers, published content, and drafts to classify missing or overused entities, topics, and keywords [44].

Entity and topic coverage. Floyi identifies entities and concepts that build topical authority, prioritized by relevance [45]. Kimi reported that Floyi automatically identifies entities, links them to Wikipedia, Wikidata, and Google Knowledge Graph, and adds them to Article schema as mainEntity, about, and mentions [46]. Floyi's 4-level topical maps branch pillar pages into sub-pillars, task-based intents, and long-tail FAQs, versus two levels in Surfer SEO or keyword groups in Ahrefs, according to company materials [47].

On-page optimization. The editor scores 0-100 on 100+ signals with instant updates [51]. The AI Writing Assistant offers one-click Simplify, Expand, Shorten, Fix Grammar, Optimize, and Custom actions, and preserves links, bold text, and lists during transformations [53]. Optimize Mode weaves missing entities from the brief naturally into text [55].

Authoritative, answer-friendly content. Floyi provides 24 content-type templates adapted to specific page purposes rather than forcing content into a generic FAQ, with type-aware outlines [57]. Structured Data auto-generates JSON-LD schema markup for Article, FAQ, HowTo, LocalBusiness, Organization, and BreadcrumbList from article and brand data with no AI credits required [60].

Google's own guidance is the counterweight here. Google advises that generative AI search visibility depends on valuable, unique, helpful, reliable, people-first content and warns against commodity content and simple restatement [62]. Google also states that the same foundational SEO and people-first content practices apply to AI features and recommends measuring performance with Search Console and Analytics [63]. Floyi's briefs, persona context, and knowledge-base documents can help teams structure useful answers, but Google independently advises creating original, reliable content with demonstrated expertise rather than merely optimizing for search engines.

Pricing, Fees, Contracts, and Ongoing Costs

Questions This Section Answers

  • How much does Floyi cost per month, and do monthly credits roll over?
  • What are Floyi's cancellation and refund terms for the Pro and Scale plans?

Pricing is the least settled part of this evaluation. Public Floyi pages contain materially different plan presentations, and buyers should confirm the in-account offer before purchase.

The pricing page lists Free/PAYG at $0 with 500 starting credits, Creator at $49/month with 5,000 credits, Pro at $99/month with 15,000 credits, and Agency at $229/month with 50,000 credits [64]. The homepage presents Free/PAYG, Pro at $99/month with 15,000 credits, and Scale at $299/month with 50,000 credits [65]. Annual pricing shown publicly includes $490/year for Creator, $990/year for Pro, and $2,990/year for Scale or Agency depending on the page version [64].

Grok reported Pro at $99/month or $82.50/month annual ($990/year) and Scale at $299/month or $249.17/month annual ($2,990/year), with PAYG add-ons from $6-7 per 1,000 credits [66]. Perplexity reported the same annual figures and PAYG tiers of $10, $7, and $6 per 1,000 credits depending on volume [67]. Google reported Free/PAYG at $0 with 500 lifetime credits and extra credits at $10 per 1,000, Pro at $99/month billed annually at $82.50/month with 15,000 credits and five research runs, and Scale at $299/month billed annually at $249.17/month with 50,000 credits, 15 research runs, API access, and up to 15 seats [68].

Credit mechanics matter for total cost. A brief is 150 credits, a draft is 150, a SERP Insights analysis starts at 50, and clustering is 1 credit per keyword, per the pricing page FAQ (official:C2). Because a draft is written from a brief, a finished article is 300 credits, which the page describes as up to 50 complete articles per month on Pro and up to 166 on Scale (official:C2). Monthly plan credits reset each billing cycle and do not roll over; PAYG credits never expire [70].

Additional fees include team seats at $15 per seat per month on Pro and $10 per seat per month on Agency on the pricing page [64]. Grok reported seats at $10-15/month on Pro and Scale [66]. Advanced models may consume credits at multipliers, and publishing integrations, API/MCP access, and some advanced features may be plan-gated or subject to change [70].

Contract terms are more consistent across sources. Floyi states users can upgrade, downgrade, or cancel inside the account, with downgrades and cancellations applying at the end of the current billing period [64]. A 14-day Pro trial is offered for $7 and auto-converts to $99/month unless canceled [71]. Floyi's terms describe payments as final with a no-refund policy covering subscriptions, one-time purchases, and credits [72]. The terms also state that upon cancellation, users have 30 days from the end of the billing period to export and back up data, after which content is permanently deleted from active systems within 30 days (official:C3).

Independent research published via NatLawReview found publish-ready article costs range from approximately $1 to $40 across nine leading AI content tools, with some reaching $75, and that subscription price did not predict total cost — strategy quality upstream did [73]. That research is Floyi-published and has no independent third-party validation of its methodology.

Best Suited For

Questions This Section Answers

  • Which teams get the most value from Floyi for Google AI Overviews optimization?
  • Is Floyi a good fit for agencies running content operations across multiple clients?

Floyi fits best when the bottleneck is converting search demand into answer-ready, citation-optimized content while measuring AI authority alongside traditional rankings.

The strongest fits, based on platform findings, are content and SEO teams optimizing existing pages against SERP-derived topics, entities, competitors, and AI-search-oriented content signals [76]. Agencies and content operations wanting briefs, topical maps, content auditing, live editor scoring, and AI-assisted rewriting in one workflow are also well matched [78]. Teams that value topical-authority planning and integrated content production more than standalone technical SEO auditing fit the platform's center of gravity [80].

Publishers and brands prioritizing entity authority and topical depth across AI search engines are a third strong fit [82]. Teams needing competitive visibility analysis across Google AI Overviews, ChatGPT, Gemini, and Perplexity simultaneously can use the AIRS Analyzer for on-demand analysis across 11 search engines [84].

Floyi also supports brand consistency through built-in brand voice and buyer personas that feed every downstream output, with tone, vocabulary, sentence patterns, rhetorical style, and personality traits analyzed from 3-5 writing samples [85].

Probably Not Best Suited For

Questions This Section Answers

  • Who should not choose Floyi for Google AI Overviews content optimization?
  • Is Floyi suitable for a solo freelancer on a minimal budget?

Several buyer profiles are poor matches.

Buyers needing independently validated causal evidence that the tool increases Google AI Overview inclusion should look elsewhere, because no independent source reviewed here validates measurement accuracy, methodology, or improved inclusion rates [87]. Teams primarily seeking technical SEO, schema, crawling, backlink, or Google Search Console analytics rather than content optimization are also mismatched [88].

Organizations requiring fully transparent enterprise security, governance, or contractual terms that are not publicly detailed should treat Floyi cautiously [88]. Anthropic reported no formal SLA or support tier documentation in available sources, with enterprise support terms unclear [90].

Freelancers and solopreneurs on minimal budgets face a real constraint: the free tier is limited to 500 credits and one topical research run, and briefs and drafts require a paid plan [91]. Paid plans start at $99/month.

Teams exclusively focused on social media scheduling or visual asset creation should use Canva, Buffer, or HubSpot for that layer instead [90]. Buyers seeking point solutions for a single task rather than an integrated strategy-to-publish workflow will find Floyi's scope larger than needed [92].

When Another Option May Be Better

Questions This Section Answers

  • What is a better alternative to Floyi when deep backlink analysis is the primary requirement?
  • When is a standalone AI Overview monitoring tool a better choice than Floyi?

Choose a broader technical SEO platform when crawling, indexation, backlinks, schema, log analysis, or Search Console reporting is the primary requirement [93]. Ahrefs and Semrush remain stronger for keyword research depth and backlink analysis, and many teams keep them alongside Floyi for discovery while using Floyi for content strategy, briefs, drafts, and authority measurement [95].

Choose a dedicated content optimization platform when independently benchmarked scoring, large-scale content inventories, or mature enterprise workflows matter more than topical-authority planning [93]. Choose a monitoring-only tool when the team needs only AI Overview citation tracking without a content optimization workflow; Semrush's AI Toolkit, Ahrefs' AI Visibility feature, Otterly AI, or Profound may be sufficient [98].

Choose a tool with automated rewrites when hands-off optimization is required. Indexly advertises auto-improvement that preserves voice and URL, plus AEO/GEO scoring with reason tags and impact tracking with 7/14/30-day citation and rank diffs [99]. Cognizo also advertises tracking across AI platforms including Google AI Overviews [100].

Choose a lighter point solution when only one function is needed, such as SERP analysis, schema generation, or PAA expansion [97]. Solo freelancers with minimal budgets may find ChatGPT plus Grammarly covers basic drafting at lower cost [97].

Use Google's own Search Console and Analytics reporting alongside any optimization tool when validating actual performance in Google's generative AI features [101].

Questions to Verify Before Buying

Questions This Section Answers

  • What should a buyer confirm with Floyi about AI Overview scoring methodology before signing a contract?
  • Which Floyi plan includes the Content Editor & Optimizer, AI Overview tracking, and competitor analysis?

Platforms converged on a consistent verification list. Buyers should confirm which current plan includes the Content Editor & Optimizer, AI Overview tracking, AI Search Analyzer, domain topical audit, and competitor analysis [102].

Ask how the AI Overview score is calculated, which queries and locations are sampled, and how often data is refreshed [102]. Ask whether Floyi measures actual Google AI Overview citations or only model-based content similarity and recommendation signals [102].

Request exact credit costs for auditing, optimizing, rewriting, SERP analysis, and repeated page updates, and confirm whether Google Search Console, Google Analytics, WordPress, API, and MCP integrations are included in the proposed plan [106]. Ask what data-retention, privacy, security, subprocessor, SSO, and content-training terms apply to uploaded pages and knowledge-base documents [103].

Confirm whether the team can export recommendations, scores, briefs, audit data, and historical performance if it cancels, and what happens to unused credits on downgrade or cancellation [103]. Ask what independent customer evidence exists for improved AI Overview visibility or citations in the buyer's industry [103].

Additional items worth confirming: whether the AIRS Analyzer can track exact branded queries or requires manual query entry each time, how often the Authority Scorecard updates, whether WordPress publishing handles SEO metadata and structured data automatically, and whether multi-user collaboration with role-based permissions is supported [104].

Final AI Consensus Verdict

Floyi is a good fit for content and SEO teams optimizing pages for Google AI Overviews, with meaningful caveats. Two of seven platforms named it during ranking discovery, and fit ratings split between strong, good, and uncertain across the seven evaluations.

The case for Floyi rests on workflow integration. It connects topical mapping, content research, competitive analysis, entity coverage, on-page optimization, and authority tracking in one system, which most alternatives do not [109]. The Content Editor & Optimizer scores against competitors and AI models, and the AIRS Analyzer covers 11 search engines including Google AI Overviews [112].

The case against over-reliance rests on evidence. Google independently advises that AI search visibility depends on helpful, original, people-first content, and that the same foundational SEO practices apply to AI features [114]. Floyi's AI Overview scoring and visibility capabilities are primarily platform-reported, with no independent validation of measurement accuracy or improved inclusion rates in the sources reviewed [116]. Public pricing pages conflict on plan names and prices, and the no-refund policy is strict [116].

Buyers should treat Floyi as a directional content optimization workflow, verify current plan and credit economics in-app, and keep Ahrefs or Semrush for backlink and keyword research depth. For teams whose primary bottleneck is producing answer-ready, entity-rich content at scale while tracking AI authority alongside rankings, Floyi addresses the core requirements. For teams needing independently validated outcome evidence or enterprise-grade contractual terms, the public record is not yet sufficient.

How This Review Was Produced

This review synthesizes fit-research responses from seven AI platforms: OpenAI, Anthropic, DeepSeek, Grok, Kimi, Perplexity, and Google. Each platform received the same prompt about recommending Content Optimization Tools for Google AI Overviews and returned a structured assessment covering fit rating, strengths, limitations, pricing, and verification questions.

The study used a two-stage process. In the ranking stage, platforms named tools they would recommend; Floyi was named by two of seven platforms. In the fit-research stage, all seven platforms evaluated Floyi against the use case regardless of whether they had named it during ranking.

The authoritative research date is 2026-09-19. Platform-reported research dates are provenance metadata and do not independently prove freshness. DeepSeek reported a research date of 2026-06-01, which differs from the run date.

Citations are platform-reported evidence, not independently verified facts. Company-owned citations materially outnumber independent citations in this study, and company claims should not be described as independently verified. The supplied URLs were collected from platform responses and were not independently validated by the writer stage.

Methodology Limitations

Several limitations constrain this review.

Platform-reported research dates differ from the authoritative run date. DeepSeek's research ran on 2026-06-01 without search enabled, which limits what it could retrieve and may explain its uncertain fit rating relative to platforms that searched.

Company-owned citations materially outnumber independent citations. Most capability claims trace to Floyi's own pages, and no independent source reviewed validates that using Floyi increases Google AI Overview citations, visibility, traffic, or conversions [119].

Public pricing and plan names conflict across Floyi pages and third-party directories. The pricing page lists Creator, Pro, and Agency; the homepage lists Pro and Scale; third-party listings show different starting prices and labels [121]. This review reports the conflict rather than resolving it.

Floyi's exclusivity claims are company-published and contradicted in practice by other tools advertising AI Overview monitoring [124]. No source reviewed documents Floyi's accuracy in predicting AI Overview citations.

Public materials do not fully establish technical SEO coverage, Search Console integration depth, schema validation depth, crawl diagnostics, or enterprise governance [119]. Customer testimonials on Floyi's site are company-published and should not be treated as independent outcome evidence.

Platform agreement on a capability does not prove product quality. It indicates that multiple AI systems surfaced similar descriptions, often from the same company-owned sources.

Explore more ai seo content optimization guidance in the category directory.

Sources

Company-Owned Sources

  • Google's Guide to Optimizing for Generative AI Features on Google Search: https://developers.google.com/search/docs/fundamentals/ai-optimization-guide
  • Floyi | Build Topical Authority — Rank Higher in Google and AI Search: https://floyi.com/
  • About Floyi — Build Topical Authority Across Google and AI Search — Floyi: https://floyi.com/about/
  • Official AI Information: Floyi: https://floyi.com/ai-information/
  • How AI Transforms Content Planning for SEO Teams: https://floyi.com/blog/ai-content-planning-for-seo/
  • How AI Is Changing Search Algorithms and SEO Visibility: https://floyi.com/blog/ai-search-algorithms-seo-visibility/
  • Optimize Content for AI Answers That Earn Citations: https://floyi.com/blog/ai-search-optimization/optimize-answer-generation/
  • Best AI Topical Map Tools in 2026 Compared: https://floyi.com/blog/best-ai-powered-topical-map-tools/
  • Documentation | Floyi Docs: https://floyi.com/docs/
  • How Do Floyi Credits Work?: https://floyi.com/docs/billing/credits/
  • The Floyi Platform: From Brand Strategy to Topical Authority — Floyi: https://floyi.com/platform/
  • Indexly | Content Optimization by Indexly — Detect, Auto-Improve & Track Impact for SEO + AI: https://indexly.ai/features/content-optimization
  • Google AI Overviews Optimization Software | Rankable: https://rankable.ai/google-ai-overviews-optimization
  • Cognizo - AI Search & Content Intelligence Platform: https://www.cognizo.ai/platform/content-optimization
  • Floyi January 2026 Release Walkthrough: https://www.youtube.com/watch?v=demo-video-placeholder
  • Official pricing and terms source: https://floyi.com/terms/
  • Additional AI research evidence126 records
    1. AI research evidence record deepseek:c1
    2. AI research evidence record kimi:floyi-1
    3. AI research evidence record anthropic:2-11
    4. AI research evidence record anthropic:21-8
    5. AI research evidence record perplexity:1
    6. AI research evidence record perplexity:2
    7. AI research evidence record anthropic:12-4
    8. AI research evidence record anthropic:12-5
    9. AI research evidence record anthropic:12-7
    10. AI research evidence record anthropic:3-18
    11. AI research evidence record anthropic:12-10
    12. AI research evidence record anthropic:2-7
    13. AI research evidence record anthropic:3-1
    14. AI research evidence record anthropic:12-22
    15. AI research evidence record perplexity:9
    16. AI research evidence record anthropic:2-11
    17. AI research evidence record anthropic:21-8
    18. AI research evidence record anthropic:21-9
    19. AI research evidence record anthropic:3-6
    20. AI research evidence record anthropic:2-10
    21. AI research evidence record anthropic:1-3
    22. AI research evidence record anthropic:12-10
    23. AI research evidence record anthropic:3-16
    24. AI research evidence record anthropic:21-14
    25. AI research evidence record anthropic:26-3
    26. AI research evidence record anthropic:24-4
    27. AI research evidence record anthropic:28-8
    28. AI research evidence record anthropic:28-9
    29. AI research evidence record deepseek:c3
    30. AI research evidence record openai:c1
    31. AI research evidence record openai:c2
    32. AI research evidence record google:2.1.2
    33. AI research evidence record perplexity:11
    34. AI research evidence record perplexity:15
    35. AI research evidence record anthropic:3-1
    36. AI research evidence record kimi:indexly-1
    37. AI research evidence record kimi:cognizo-1
    38. AI research evidence record openai:c1
    39. AI research evidence record openai:c2
    40. AI research evidence record anthropic:2-5
    41. AI research evidence record anthropic:2-4
    42. AI research evidence record anthropic:3-16
    43. AI research evidence record anthropic:12-10
    44. AI research evidence record perplexity:14
    45. AI research evidence record anthropic:3-6
    46. AI research evidence record kimi:floyi-1
    47. AI research evidence record anthropic:2-13
    48. AI research evidence record anthropic:21-10
    49. AI research evidence record anthropic:17-7
    50. AI research evidence record anthropic:17-8
    51. AI research evidence record anthropic:12-4
    52. AI research evidence record anthropic:12-5
    53. AI research evidence record anthropic:15-6
    54. AI research evidence record anthropic:15-7
    55. AI research evidence record anthropic:15-16
    56. AI research evidence record anthropic:3-10
    57. AI research evidence record anthropic:4-1
    58. AI research evidence record anthropic:23-8
    59. AI research evidence record anthropic:23-9
    60. AI research evidence record anthropic:2-3
    61. AI research evidence record anthropic:21-5
    62. AI research evidence record openai:c5
    63. AI research evidence record openai:c6
    64. AI research evidence record openai:c1
    65. AI research evidence record openai:c2
    66. AI research evidence record grok:web:0
    67. AI research evidence record perplexity:2
    68. AI research evidence record google:2.1.2
    69. AI research evidence record google:2.1.3
    70. AI research evidence record openai:c3
    71. AI research evidence record anthropic:18-17
    72. AI research evidence record anthropic:18-18
    73. AI research evidence record anthropic:10-1
    74. AI research evidence record anthropic:10-7
    75. AI research evidence record anthropic:10-9
    76. AI research evidence record openai:c1
    77. AI research evidence record openai:c2
    78. AI research evidence record anthropic:2-11
    79. AI research evidence record anthropic:21-8
    80. AI research evidence record anthropic:21-14
    81. AI research evidence record anthropic:24-4
    82. AI research evidence record anthropic:3-6
    83. AI research evidence record anthropic:2-10
    84. AI research evidence record anthropic:2-7
    85. AI research evidence record anthropic:21-13
    86. AI research evidence record anthropic:23-5
    87. AI research evidence record openai:c1
    88. AI research evidence record openai:c2
    89. AI research evidence record openai:c7
    90. AI research evidence record anthropic:24-4
    91. AI research evidence record anthropic:18-1
    92. AI research evidence record anthropic:21-9
    93. AI research evidence record openai:c2
    94. AI research evidence record openai:c7
    95. AI research evidence record anthropic:21-14
    96. AI research evidence record anthropic:26-3
    97. AI research evidence record anthropic:24-4
    98. AI research evidence record anthropic:30-2
    99. AI research evidence record kimi:indexly-1
    100. AI research evidence record kimi:cognizo-1
    101. AI research evidence record openai:c6
    102. AI research evidence record openai:c1
    103. AI research evidence record openai:c2
    104. AI research evidence record anthropic:2-7
    105. AI research evidence record anthropic:3-1
    106. AI research evidence record openai:c3
    107. AI research evidence record anthropic:4-8
    108. AI research evidence record anthropic:26-5
    109. AI research evidence record anthropic:2-11
    110. AI research evidence record anthropic:21-8
    111. AI research evidence record anthropic:21-9
    112. AI research evidence record perplexity:2
    113. AI research evidence record anthropic:2-7
    114. AI research evidence record openai:c5
    115. AI research evidence record openai:c6
    116. AI research evidence record openai:c1
    117. AI research evidence record openai:c2
    118. AI research evidence record anthropic:18-18
    119. AI research evidence record openai:c2
    120. AI research evidence record openai:c7
    121. AI research evidence record openai:c1
    122. AI research evidence record perplexity:11
    123. AI research evidence record perplexity:15
    124. AI research evidence record anthropic:3-1
    125. AI research evidence record anthropic:30-2
    126. AI research evidence record anthropic:24-4

Independent Sources

  • Optimizing Content for Google AI Overviews (2026): A Practical Guide for Content Creators: https://digivate.com/blog/aeo/how-to-rank-in-google-ai-overviews-2026-2
  • How Google AI Overviews Impact SEO in 2026: https://eseospace.com/blog/how-ai-overviews-impact-seo-2026/
  • Floyi SEO Platform Adds AI Search Tracking 2026: https://missionmedia.asia/ai-search-visibility-floyi-2026/
  • Floyi Launches Visual Map: First Topical Authority Diagnostic with Gap Overlay: https://natlawreview.com/press-releases/floyi-launches-visual-map-first-topical-authority-diagnostic-gap-overlay
  • Floyi Reviews in 2026 - SourceForge: https://sourceforge.net/software/product/Floyi/
  • Floyi Software Pricing, Alternatives & More 2026: https://www.capterra.com/p/10035124/Floyi/
  • Floyi Pricing, Cost & Reviews - Capterra Ireland 2026: https://www.capterra.ie/software/1083657/Floyi
  • Floyi Reviews and Pricing 2026: https://www.f6s.com/software/floyi
  • Floyi Brings SEO and AI Search Tracking Into One View: https://www.missionmedia.asia/
  • Floyi — product listing (third-party directory search result: https://www.producthunt.com/products/floyi
  • Floyi Review: How to Make Money as an Affiliate: https://www.seoaffiliatedomination.com/blog/floyi
  • Additional AI research evidence126 records
    1. AI research evidence record deepseek:c1
    2. AI research evidence record kimi:floyi-1
    3. AI research evidence record anthropic:2-11
    4. AI research evidence record anthropic:21-8
    5. AI research evidence record perplexity:1
    6. AI research evidence record perplexity:2
    7. AI research evidence record anthropic:12-4
    8. AI research evidence record anthropic:12-5
    9. AI research evidence record anthropic:12-7
    10. AI research evidence record anthropic:3-18
    11. AI research evidence record anthropic:12-10
    12. AI research evidence record anthropic:2-7
    13. AI research evidence record anthropic:3-1
    14. AI research evidence record anthropic:12-22
    15. AI research evidence record perplexity:9
    16. AI research evidence record anthropic:2-11
    17. AI research evidence record anthropic:21-8
    18. AI research evidence record anthropic:21-9
    19. AI research evidence record anthropic:3-6
    20. AI research evidence record anthropic:2-10
    21. AI research evidence record anthropic:1-3
    22. AI research evidence record anthropic:12-10
    23. AI research evidence record anthropic:3-16
    24. AI research evidence record anthropic:21-14
    25. AI research evidence record anthropic:26-3
    26. AI research evidence record anthropic:24-4
    27. AI research evidence record anthropic:28-8
    28. AI research evidence record anthropic:28-9
    29. AI research evidence record deepseek:c3
    30. AI research evidence record openai:c1
    31. AI research evidence record openai:c2
    32. AI research evidence record google:2.1.2
    33. AI research evidence record perplexity:11
    34. AI research evidence record perplexity:15
    35. AI research evidence record anthropic:3-1
    36. AI research evidence record kimi:indexly-1
    37. AI research evidence record kimi:cognizo-1
    38. AI research evidence record openai:c1
    39. AI research evidence record openai:c2
    40. AI research evidence record anthropic:2-5
    41. AI research evidence record anthropic:2-4
    42. AI research evidence record anthropic:3-16
    43. AI research evidence record anthropic:12-10
    44. AI research evidence record perplexity:14
    45. AI research evidence record anthropic:3-6
    46. AI research evidence record kimi:floyi-1
    47. AI research evidence record anthropic:2-13
    48. AI research evidence record anthropic:21-10
    49. AI research evidence record anthropic:17-7
    50. AI research evidence record anthropic:17-8
    51. AI research evidence record anthropic:12-4
    52. AI research evidence record anthropic:12-5
    53. AI research evidence record anthropic:15-6
    54. AI research evidence record anthropic:15-7
    55. AI research evidence record anthropic:15-16
    56. AI research evidence record anthropic:3-10
    57. AI research evidence record anthropic:4-1
    58. AI research evidence record anthropic:23-8
    59. AI research evidence record anthropic:23-9
    60. AI research evidence record anthropic:2-3
    61. AI research evidence record anthropic:21-5
    62. AI research evidence record openai:c5
    63. AI research evidence record openai:c6
    64. AI research evidence record openai:c1
    65. AI research evidence record openai:c2
    66. AI research evidence record grok:web:0
    67. AI research evidence record perplexity:2
    68. AI research evidence record google:2.1.2
    69. AI research evidence record google:2.1.3
    70. AI research evidence record openai:c3
    71. AI research evidence record anthropic:18-17
    72. AI research evidence record anthropic:18-18
    73. AI research evidence record anthropic:10-1
    74. AI research evidence record anthropic:10-7
    75. AI research evidence record anthropic:10-9
    76. AI research evidence record openai:c1
    77. AI research evidence record openai:c2
    78. AI research evidence record anthropic:2-11
    79. AI research evidence record anthropic:21-8
    80. AI research evidence record anthropic:21-14
    81. AI research evidence record anthropic:24-4
    82. AI research evidence record anthropic:3-6
    83. AI research evidence record anthropic:2-10
    84. AI research evidence record anthropic:2-7
    85. AI research evidence record anthropic:21-13
    86. AI research evidence record anthropic:23-5
    87. AI research evidence record openai:c1
    88. AI research evidence record openai:c2
    89. AI research evidence record openai:c7
    90. AI research evidence record anthropic:24-4
    91. AI research evidence record anthropic:18-1
    92. AI research evidence record anthropic:21-9
    93. AI research evidence record openai:c2
    94. AI research evidence record openai:c7
    95. AI research evidence record anthropic:21-14
    96. AI research evidence record anthropic:26-3
    97. AI research evidence record anthropic:24-4
    98. AI research evidence record anthropic:30-2
    99. AI research evidence record kimi:indexly-1
    100. AI research evidence record kimi:cognizo-1
    101. AI research evidence record openai:c6
    102. AI research evidence record openai:c1
    103. AI research evidence record openai:c2
    104. AI research evidence record anthropic:2-7
    105. AI research evidence record anthropic:3-1
    106. AI research evidence record openai:c3
    107. AI research evidence record anthropic:4-8
    108. AI research evidence record anthropic:26-5
    109. AI research evidence record anthropic:2-11
    110. AI research evidence record anthropic:21-8
    111. AI research evidence record anthropic:21-9
    112. AI research evidence record perplexity:2
    113. AI research evidence record anthropic:2-7
    114. AI research evidence record openai:c5
    115. AI research evidence record openai:c6
    116. AI research evidence record openai:c1
    117. AI research evidence record openai:c2
    118. AI research evidence record anthropic:18-18
    119. AI research evidence record openai:c2
    120. AI research evidence record openai:c7
    121. AI research evidence record openai:c1
    122. AI research evidence record perplexity:11
    123. AI research evidence record perplexity:15
    124. AI research evidence record anthropic:3-1
    125. AI research evidence record anthropic:30-2
    126. AI research evidence record anthropic:24-4

Verify this research

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

Study date
September 19, 2026
Platforms analyzed
7
Source records
35
Ranking mentions
2 of 7
Platform share
29%
Final consensus rank
#8

Research trail and source mix

Configured platforms

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

Source mix

13 independent · 22 company-owned

Evidence support

27 direct · 7 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 b2c154b032564ce2dba70ad860a793c7f6a952318a0f1bbacbc1c5be27d81428