Answer Capsule
OtterlyAI is a good fit for U.S. AI search agencies running AI visibility audits, according to five of the seven platforms that evaluated it (openai, anthropic, google, grok, perplexity), while deepseek rated it mixed and kimi rated it uncertain. Two platforms named OtterlyAI during ranking discovery — anthropic and openai — each at rank 5. Its strongest reason to consider it is a combination of multi-engine prompt tracking, citation analysis, competitor benchmarking, GEO audit tooling, and agency-oriented Premium/Enterprise packaging. The main limitation is that several major engines (Google AI Mode, Gemini, Claude) are paid add-ons, and white-labeling, historical retention, and contract terms are not fully documented publicly.
Research Snapshot
| Field | Value |
|---|---|
| Platform mentions in ranking stage | 2 of 7 platforms (anthropic, openai) |
| Share of included platform responses | 28.6% |
| Average listed rank | 5.0 |
| Best listed rank | 5 |
| Relevant product/model/plan | Core Platform; Premium for agencies; Enterprise for high-volume or custom requirements; Lite for low-volume pilots |
| Overall use-case fit | Strong (1 platform); Good (4 platforms); Mixed (1 platform); Uncertain (1 platform) — 7 platforms analyzed |
| Research date | 2026-09-18 |
Why OtterlyAI Qualified for This Study
Questions This Section Answers
- Is OtterlyAI a good choice for AI Search Agencies for AI Visibility Audits?
- How many AI platforms named OtterlyAI during ranking discovery for AI visibility audits?
OtterlyAI qualified because two of the seven evaluated platforms — anthropic and openai — named it during ranking discovery for AI visibility audits, each at rank 5, giving it an average listed rank of 5.0 and a 28.6% share of included platform responses. That is a limited ranking footprint: five platforms evaluated OtterlyAI's fit but did not name it in their ranked lists. Qualification therefore rests on a narrow slice of platform agreement rather than broad consensus.
The entity is a software platform, not a services agency. deepseek explicitly flagged this distinction, noting OtterlyAI "presents as an AI search monitoring software platform, not a services agency," so it would be a tool an agency uses rather than the agency itself [1]. Buyers should read this review as an evaluation of OtterlyAI as audit infrastructure inside an agency workflow, not as a substitute for agency-delivered audit services.
The Product, Model, Plan, or Service Most Relevant to AI Search Agencies for AI Visibility Audits
Questions This Section Answers
- Which OtterlyAI plan should an agency choose for multi-client AI visibility audits?
- Does OtterlyAI Premium include the AI engines an agency needs for a full visibility audit?
Premium is the most consistently recommended published tier for agency audit work, with Enterprise flagged for high-volume, custom, or governance-heavy programs and Lite positioned only for low-volume pilots [2]. Standard appears as a viable entry point for agencies with multi-client needs in some platform assessments [3].
Published plan structure, per the pricing page crawl: Lite at $29/month (15 prompts), Standard at $189/month (100 prompts), Premium at $489/month (400 prompts), and Enterprise as custom with a stated starting point of $1,000/month [2]. Annual equivalents are reported at $25, $160, and $422 per month respectively, with a stated 15% annual discount [2].
The core platform tracks ChatGPT, Google AI Overviews, Perplexity, and Microsoft Copilot on base plans, with Google AI Mode, Gemini, and Claude available as separately priced add-ons [2]. The analytics feature page describes seven engines when add-ons are included [8]. Premium is described as including 400 prompts, API access, MCP access, Agent Analytics, unlimited recommendations, and unlimited workspaces [2].
What the AI Platforms Agreed About
Questions This Section Answers
- What do AI platforms agree OtterlyAI does well for AI visibility audits?
- Is OtterlyAI's citation tracking strong enough for agency audit deliverables?
Platforms broadly agreed on multi-engine coverage, prompt tracking, citation measurement, competitor benchmarking, and GEO audit tooling. These were the most consistently supported findings across the seven responses.
On coverage, OtterlyAI tracks six major AI platforms in a single dashboard — ChatGPT, Perplexity, Google AI Overviews, Google AI Mode, Gemini, and Microsoft Copilot — while company messaging claims most competitors monitor only two to three platforms maximum [11]. That competitor comparison is company-owned and should be treated as a vendor claim, not independent verification.
On citation tracking, the platform identifies cited URLs, tracks citation frequency and trends, indicates whether a cited page mentions the tracked brand or competitors, and supports content-gap investigation [15]. OtterlyAI claims 99% citation accuracy and distinguishes between citations (with links) and mentions [18] — again a company claim.
On competitor benchmarking, users can add unlimited competitors according to help documentation, and compare share of voice, brand coverage over time, rankings, domain citations, and prompts where competitors appear but the client does not [19]. The Brand Report automatically benchmarks a brand against competitors [21].
On GEO auditing, the GEO Audit tool evaluates pages across 25+ AI-visibility factors and generates prioritized fix lists [22], and can produce pitch-ready AI visibility reports from exports [24].
Where the AI Platforms Disagreed or Were Uncertain
Questions This Section Answers
- Where do AI platforms disagree about OtterlyAI's fit for AI visibility audits?
- Is OtterlyAI's historical trend reporting deep enough for enterprise-scale audits?
Fit ratings diverged materially. grok rated OtterlyAI a strong fit; openai, anthropic, google, and perplexity rated it good; deepseek rated it mixed; kimi rated it uncertain. kimi's uncertainty stemmed from an inability to verify owned-source pricing, product specifications, or capability documentation, relying instead on a single competitor comparison that characterized OtterlyAI's citation tracking as "Partial" and its data methodology as "Mixed" [25]. That competitor characterization conflicts directly with the company's 99% citation accuracy claim and should be treated as unresolved.
Historical trend depth drew the most consistent concern. Multiple sources note users requesting more granular historical data and deeper long-term trend analysis [26], and no published explicit retention window was found [28]. G2 reviewers also requested more advanced filtering and more customizable reporting options [29].
Agent Analytics availability is disputed. One source dated 2026-08-01 describes it as in closed early access [28], while pricing documentation lists Agent Analytics as included on Standard and Premium [30]. Whether it is generally available or still restricted is unresolved.
Pricing representations conflict. One crawl reports $29/$189/$489 monthly and $25/$160/$422 annual-equivalent, while another displayed variant includes differing feature and allowance details [30]. Enterprise pricing is described both as custom and as starting from $1,000 per month [30]. Agency-partner prompt allocations are described as 150 on Standard and 500 on Premium, but eligibility, whether these replace standard allocations, and associated pricing are unclear [32].
Use-Case-Specific Features and Capabilities
Questions This Section Answers
- Does OtterlyAI cover all the AI platforms an agency needs for a complete visibility audit?
- Can OtterlyAI produce client-ready reports for agency audit deliverables?
Coverage is broad but tiered. Base plans include ChatGPT, Google AI Overviews, Perplexity, and Microsoft Copilot; Google AI Mode, Gemini, and Claude are paid add-ons priced from $9 to $439 per month depending on engine and tier [34]. Claude is listed at $29/month on Standard and $109/month on Premium in one pricing representation, and not available on Lite [36].
Prompt tracking runs daily across tracked platforms and countries [37]. Lite includes 15 prompts, Standard 100, and Premium 400, with extra 100-prompt batches at $99/month on Standard and Premium [34].
Citation tracking captures domain and URL citations with daily checking and link-position changes over time [40]. The Citations report supports citation filters, citation trends, cited prompts, content-gap analysis, and competitor citation comparisons [42].
Competitor benchmarking supports unlimited competitor entries, AI-suggested competitors, and competitor discovery from detected brands [43]. Citation Gap Analysis identifies which domains competitors appear for when the client does not [44].
Reporting and dashboards: the platform provides day-by-day or selected-period trends for coverage and citations, detailed reports, exports, and a Google Looker Studio connector on published higher-tier pricing information [34]. Brand Visibility Index combines multiple signals into a single KPI [47].
Agency workflow features: unlimited workspaces for client management on Standard and Premium, with isolated reporting, team access controls, custom prompt sets, and separate client dashboards [49]. Agency Partners reportedly gain temporary "Pitch Workspaces" for pre-sales audits [36].
Known scope limits: OtterlyAI does not include a backlink index, traditional keyword rank tracking, or a content generation engine [52]. Recommendations are explicitly described as beta, and external task-management synchronization is not currently supported [53].
Pricing, Fees, Contracts, and Ongoing Costs
Questions This Section Answers
- How much does OtterlyAI cost per month for an agency running multi-client AI visibility audits?
- What add-on fees should an agency budget for Google AI Mode, Gemini, and Claude coverage?
Published pricing shows monthly and annual options. The current pricing-page crawl reports Lite at $29/month, Standard at $189/month, Premium at $489/month, and Enterprise as custom with a stated starting point of $1,000/month [54]. Annual prices shown in the same crawl are $25, $160, and $422 monthly-equivalent, respectively, with a 15% annual discount [54].
Add-on costs are the main budgeting variable. Extra 100-prompt batches cost $99/month on Standard and Premium [54]. Engine add-ons are priced per plan: Google AI Mode and Google Gemini at $9/$59/$149 per month across tiers, and Claude at $29/$109/$439 per month, with Claude unavailable on Lite [56]. One platform summarized engine add-ons as $9–$439/month per engine depending on tier [57].
Contract and cancellation terms are only partially documented. Monthly and annual billing are offered with credit-card payment, and cancellation is described as available at any time through account settings [54]. Annual prepay reportedly carries a 12-month lock-in with the 15% discount [56]. Public sources reviewed do not clearly specify minimum commitments, refund policy, cancellation notice, renewal mechanics, service-level commitments, or data-retention terms [54].
Free trial duration conflicts: the official site states a 7-day trial, while a secondary source dated August 2026 states 14 days [60]. Verify current trial length directly.
Best Suited For
Questions This Section Answers
- Which agencies get the most value from OtterlyAI for AI visibility audits?
- Is OtterlyAI worth it for an agency managing 10–50 client brands?
OtterlyAI is best suited to agencies needing recurring visibility audits across ChatGPT, Google AI Overviews, Perplexity, and Microsoft Copilot, benchmarking client brands against competitors using mentions, share of voice, rankings, sentiment, and cited domains, and needing historical trend reporting, citation discovery, GEO recommendations, exports, API access, or Looker Studio integration.
It also fits mid-market agencies managing roughly 10–50+ client brands that want unified multi-client workspace management and unified client reporting, and teams wanting a low-friction entry at $29/month Lite for pilots before scaling to Standard or Premium.
Probably Not Best Suited For
Questions This Section Answers
- Who should not choose OtterlyAI for AI visibility audits?
- Is OtterlyAI suitable for agencies that need white-label client portals?
Agencies requiring guaranteed coverage of every major AI platform without paid add-ons are a poor fit, since Google AI Mode, Gemini, and Claude carry separate charges. Agencies requiring mature, fully customizable, white-label client portals or workflow integrations should verify through sales first — OtterlyAI does not currently offer a native white-label option and recommends Looker Studio as an alternative [61].
Very high-volume multi-client programs where published prompt limits and add-on economics are inadequate are also a poor fit. Teams needing instantaneous real-time data rather than daily monitoring cadence, or a full content execution platform combining monitoring with writing, optimization, and publishing, should look elsewhere. Small teams facing the pricing jump from $29 Lite to $189 Standard with no mid-tier option should also weigh alternatives.
When Another Option May Be Better
Questions This Section Answers
- What is a better alternative to OtterlyAI for an agency that needs white-label client portals?
- When should an agency choose a full-service audit provider instead of OtterlyAI?
Choose another platform when the agency needs a mature white-label reporting portal, highly customized executive dashboards, or established client workflow integrations that OtterlyAI cannot confirm. Choose a broader or more specialized alternative when native coverage of Gemini, Claude, Google AI Mode, shopping results, or additional answer engines is mandatory without add-on charges.
Choose an enterprise-focused vendor when required prompt volume, API throughput, data governance, contractual SLAs, or multi-client isolation exceed OtterlyAI's published tiers. Buyers wanting a full-service AI visibility audit agency rather than a monitoring tool should also look elsewhere, since OtterlyAI is a software platform.
Named alternatives surfaced by platforms include Scalenut for content execution workflows, Rankability or Peec AI for broader engine coverage including Claude without add-ons, and open-source or self-hosted options for data control. These are platform-reported suggestions, not independently benchmarked comparisons.
Questions to Verify Before Buying
- Does Premium or Enterprise include Google AI Mode, Gemini, and Claude, or are they always paid add-ons?
- What are the exact prompt, API, MCP, Agent Analytics, GEO-audit, workspace, and brand-report limits for an agency managing multiple clients?
- Are client workspaces isolated, and can the agency provide white-label dashboards, exports, custom branding, and client-specific permissions?
- Can reports be scheduled and automatically delivered to clients, and can agencies customize metrics, date ranges, geography, and executive summaries?
- What are the billing, cancellation, renewal, refund, data-retention, security, and service-level terms?
- How are results sampled across location, language, personalization, logged-in state, and engine changes?
- What is included in the agency-partner program, and is its higher prompt allocation available to all agencies?
- Is Agent Analytics currently available to all Standard/Premium subscribers or still in restricted early access?
- What is the published data retention policy for historical audit trends — 6 months, 12 months, or unlimited?
- What is the current free trial duration, and does it include full feature access?
Final AI Consensus Verdict
OtterlyAI is a good fit for AI Search Agencies for AI Visibility Audits, with five of seven platforms rating it good or strong, one mixed, and one uncertain. It combines multi-engine prompt tracking, brand and competitor measurement, citation analysis, GEO recommendations, exports, and agency-oriented Premium and Enterprise options.
It is less clearly sufficient as a complete agency operating system. Recommendation quality is beta, some engines are add-ons, and client-reporting, white-labeling, governance, and contract details are not fully documented publicly. Purchase should be contingent on verifying agency reporting, white-labeling, usage limits, add-on costs, and contract terms.
Platform agreement here reflects fit assessments from AI systems reviewing public evidence — it does not prove product quality, measurement accuracy, or customer outcomes. No independent validation of OtterlyAI's measurement accuracy, recommendation quality, or coverage consistency across engines was supplied.
How This Review Was Produced
This review aggregates fit assessments from seven AI platforms — openai, anthropic, google, grok, perplexity, deepseek, and kimi — each evaluating OtterlyAI against the AI Search Agencies for AI Visibility Audits use case. Two platforms (anthropic, openai) named OtterlyAI during ranking discovery, each at rank 5. The remaining five evaluated fit without naming it in their ranked lists.
Platform responses were collected on the research date 2026-09-18, except deepseek, whose response carries a platform-reported date of 2026-06-01. All platform assessments are labeled platform-reported and were not independently verified by the writer stage. Company-owned citations materially outnumber independent citations in the supplied evidence, so company claims are not described as independently verified.
Methodology Limitations
Platform-reported research dates differ from the authoritative run date of 2026-09-18; deepseek's response is dated 2026-06-01 and may not reflect current product or pricing conditions. The supplied URLs were collected from platform responses and were not independently validated by the writer stage. Citations are platform-reported evidence, not independently verified facts.
kimi's assessment relied on a single competitor comparison rather than owned-source documentation, and its characterization of OtterlyAI's citation tracking and data methodology conflicts with company claims; this conflict is unresolved. Pricing representations conflict across crawls, and Enterprise pricing is described both as custom and as starting from $1,000/month. Free trial duration conflicts between 7-day and 14-day reports. Agent Analytics availability is disputed between closed early access and general inclusion on Standard and Premium.
No independent validation of measurement accuracy, recommendation quality, customer outcomes, or coverage consistency across engines was supplied. Platform agreement on fit does not prove product quality.
Explore more ai search geo agencies guidance in the category directory.
Sources
Company-Owned Sources
- AI Visibility Scorecard | OtterlyAI GEO Tool: https://geo.otterly.ai/geo/ai-geo-audit-v3/?action=landingpage
- GEO Audit Tool: AI Visibility Reports | OtterlyAI: https://geo.otterly.ai/geo/ai-geo-audit/
- How do Recommendations work in OtterlyAI?: https://help.otterly.ai/ai-recommendations
- How do I compare my brand vs competitors?: https://help.otterly.ai/compare-competitors
- Are there enterprise pricing options?: https://help.otterly.ai/enterprise-pricing-options
- How can Citations report help you analyze your content gaps?: https://help.otterly.ai/how-can-citations-report-help-you-analyze-your-content-gaps
- What are the plans and the pricing of OtterlyAI?: https://help.otterly.ai/pricing-of-otterlyai
- Can I track competitors alongside my own brand?: https://help.otterly.ai/track-competitors
- Which AI searches does OtterlyAI support?: https://help.otterly.ai/which-ai-searches-does-otterlyai-support
- OtterlyAI — AI Search Visibility Monitoring: https://otterly.ai
- Best AI Search Monitoring Tool for Agencies: OtterlyAI Tracks 6 Platforms | OtterlyAI: https://otterly.ai/agencies-ai-search-monitoring
- AI Search Citations: How to Track, Compare & Win Them: https://otterly.ai/blog/ai-search-citations-tracking-update/
- Best AI Search Monitoring Tools (2026): Track Brand Visibility Across AI Search Engines: https://otterly.ai/blog/best-ai-search-monitoring-and-llm-monitoring-solutions/
- Introducing GEO Auditing Tool for Generative Engine: https://otterly.ai/blog/generative-engine-optimization-audit/
- Enterprise AI Search Visibility Tool | OtterlyAI Platform: https://otterly.ai/enterprise-ai-search-visibility-tool
- AI Search Monitoring Tool Features | OtterlyAI Platform: https://otterly.ai/features
- AI Search Analytics: Track Mentions & Citations: https://otterly.ai/features/ai-search-analytics
- What are the plans and the pricing of OtterlyAI?: https://otterly.ai/kb
- Can I create custom brand reports?: https://otterly.ai/kb/looker-studio
- Is there a white-label option?: https://otterly.ai/kb/white-label
- OtterlyAI Pricing - Transparent & Simple: https://otterly.ai/pricing/
- Official pricing and terms source: https://otterly.ai/terms
Additional AI research evidence61 records
- AI research evidence record deepseek:c1
- AI research evidence record openai:c1
- AI research evidence record anthropic:10-2
- AI research evidence record perplexity:c1
- AI research evidence record google:otterly_pricing_page
- AI research evidence record anthropic:10-1
- AI research evidence record grok:web:1
- AI research evidence record openai:c2
- AI research evidence record grok:web:5
- AI research evidence record anthropic:18-7
- AI research evidence record anthropic:3-1
- AI research evidence record anthropic:3-2
- AI research evidence record anthropic:20-1
- AI research evidence record anthropic:20-2
- AI research evidence record openai:c2
- AI research evidence record openai:c5
- AI research evidence record openai:c6
- AI research evidence record anthropic:20-8
- AI research evidence record openai:c7
- AI research evidence record openai:c3
- AI research evidence record anthropic:21-10
- AI research evidence record perplexity:c12
- AI research evidence record google:otterly_chrome_extension
- AI research evidence record perplexity:c13
- AI research evidence record kimi:optiseo-comparison
- AI research evidence record anthropic:38-7
- AI research evidence record anthropic:39-5
- AI research evidence record anthropic:24-5
- AI research evidence record anthropic:38-6
- AI research evidence record openai:c1
- AI research evidence record anthropic:18-7
- AI research evidence record openai:c8
- AI research evidence record google:otterly_pricing_page
- AI research evidence record openai:c1
- AI research evidence record anthropic:16-2
- AI research evidence record google:otterly_pricing_page
- AI research evidence record anthropic:3-16
- AI research evidence record anthropic:44-6
- AI research evidence record anthropic:13-1
- AI research evidence record anthropic:1-13
- AI research evidence record anthropic:21-16
- AI research evidence record openai:c6
- AI research evidence record openai:c7
- AI research evidence record anthropic:44-2
- AI research evidence record openai:c5
- AI research evidence record anthropic:45-6
- AI research evidence record anthropic:40-7
- AI research evidence record anthropic:37-12
- AI research evidence record anthropic:20-3
- AI research evidence record anthropic:21-21
- AI research evidence record google:semrush_agency_tools
- AI research evidence record anthropic:24-3
- AI research evidence record openai:c4
- AI research evidence record openai:c1
- AI research evidence record anthropic:13-1
- AI research evidence record google:otterly_pricing_page
- AI research evidence record anthropic:16-2
- AI research evidence record anthropic:28-2
- AI research evidence record perplexity:c1
- AI research evidence record grok:web:2
- AI research evidence record google:otterly_white_label_kb
Independent Sources
- Otterly.AI Pricing 2026: Plans, Costs & Free Options | AISO Tools: https://aisotools.com/pricing/otterly-ai
- OtterlyAI GEO Audit Scanner - Chrome Web Store: https://chromewebstore.google.com
- Otterly.ai Review (2026): Cheapest Self-Serve AI Visibility Tool?: https://citedaily.com/reviews/otterly-ai
- Otterly AI Review 2026: Is It Worth the Investment?: https://dageno.ai/blog/otterly-ai-review-2026
- OtterlyAI review: Quick start guide and data validation framework | Discovered Labs: https://discoveredlabs.com/blog/otterlyai-review-quick-start-guide-and-data-validation-framework
- Otterly.ai Review (2026): Pricing, Features & Alternatives: https://maxaeo.ai/ai-tools/tool/otterly-ai/
- Ai Visibility Dashboard - optiseo: https://optiseo.com/ai-visibility-dashboard/
- Otterly.AI Pricing 2026: $29 Lite to Custom Enterprise | TMB: https://thatmarketingbuddy.com/pricing/otterly-ai
- Otterly AI Features 2026: Tracking, GEO Audit, API & MCP | Trakkr: https://trakkr.ai/reviews/otterly-review/features
- Otterly AI Pricing 2026: Plans, Add-Ons & a $100 Option: https://trakkr.ai/reviews/otterly-review/pricing
- Otterly AI review 2026: features, pricing, and who it's for: https://visible.seranking.com/blog/otterly-ai-review/
- OtterlyAI Reviews 2026: Details, Pricing, & Features | G2: https://www.g2.com/products/otterlyai/reviews
- 7 Otterly AI Competitors (2026): Features & Coverage: https://www.scalenut.com
- Otterly AI Review: Should Content Teams Use It In 2026?: https://www.scalenut.com/blogs/otterly-ai-review
- 7 best AI visibility tracking tools for agencies by need: https://www.semrush.com/blog
- Otterly.AI Software Reviews, Demo & Pricing - 2026: https://www.softwareadvice.com/product/522152-Otterly-AI/
- Otterly AI Review 2026: Tracking Your First 100 Prompts: https://www.tryanalyze.ai/blog/otterly-ai-review
Additional AI research evidence61 records
- AI research evidence record deepseek:c1
- AI research evidence record openai:c1
- AI research evidence record anthropic:10-2
- AI research evidence record perplexity:c1
- AI research evidence record google:otterly_pricing_page
- AI research evidence record anthropic:10-1
- AI research evidence record grok:web:1
- AI research evidence record openai:c2
- AI research evidence record grok:web:5
- AI research evidence record anthropic:18-7
- AI research evidence record anthropic:3-1
- AI research evidence record anthropic:3-2
- AI research evidence record anthropic:20-1
- AI research evidence record anthropic:20-2
- AI research evidence record openai:c2
- AI research evidence record openai:c5
- AI research evidence record openai:c6
- AI research evidence record anthropic:20-8
- AI research evidence record openai:c7
- AI research evidence record openai:c3
- AI research evidence record anthropic:21-10
- AI research evidence record perplexity:c12
- AI research evidence record google:otterly_chrome_extension
- AI research evidence record perplexity:c13
- AI research evidence record kimi:optiseo-comparison
- AI research evidence record anthropic:38-7
- AI research evidence record anthropic:39-5
- AI research evidence record anthropic:24-5
- AI research evidence record anthropic:38-6
- AI research evidence record openai:c1
- AI research evidence record anthropic:18-7
- AI research evidence record openai:c8
- AI research evidence record google:otterly_pricing_page
- AI research evidence record openai:c1
- AI research evidence record anthropic:16-2
- AI research evidence record google:otterly_pricing_page
- AI research evidence record anthropic:3-16
- AI research evidence record anthropic:44-6
- AI research evidence record anthropic:13-1
- AI research evidence record anthropic:1-13
- AI research evidence record anthropic:21-16
- AI research evidence record openai:c6
- AI research evidence record openai:c7
- AI research evidence record anthropic:44-2
- AI research evidence record openai:c5
- AI research evidence record anthropic:45-6
- AI research evidence record anthropic:40-7
- AI research evidence record anthropic:37-12
- AI research evidence record anthropic:20-3
- AI research evidence record anthropic:21-21
- AI research evidence record google:semrush_agency_tools
- AI research evidence record anthropic:24-3
- AI research evidence record openai:c4
- AI research evidence record openai:c1
- AI research evidence record anthropic:13-1
- AI research evidence record google:otterly_pricing_page
- AI research evidence record anthropic:16-2
- AI research evidence record anthropic:28-2
- AI research evidence record perplexity:c1
- AI research evidence record grok:web:2
- AI research evidence record google:otterly_white_label_kb
Verify this research
Review the study details behind this page or download the public machine-readable verification record.
- Study date
- September 18, 2026
- Platforms analyzed
- 7
- Source records
- 40
- 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
17 independent · 23 company-owned
Evidence support
19 direct · 8 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 0cbab953f327324ad1ecd2bffe1330691518ce4724c2f6c4686b12ac9be00bab