Answer Capsule
Seology is a mixed fit for content optimization aimed at Google AI Overviews. Two of seven platforms named it during the ranking stage, and its average listed rank was 6.5 (best rank 5). The strongest reason to consider it is its Content Optimization feature, which audits pages for missing topics, entities, questions, headings, metadata, and structured data, then produces Claude-powered rewrites with Monitor, Co-pilot, and Autopilot control modes [1]. The main limitation is evidence: the reviewed material is overwhelmingly Seology's own product documentation, and no source clearly documents Google AI Overview-specific query tracking, inclusion diagnostics, or independently verified citation gains [1].
Research Snapshot
| Field | Finding |
|---|---|
| Platform mentions in ranking stage | 2 of 7 platforms (deepseek, kimi) |
| Share of included platform responses | 28.6% |
| Average listed rank | 6.5 |
| Best listed rank | 5 |
| Relevant product/model/plan | Seology Content Optimization feature; Claude-powered rewrites; specific plan not named |
| Overall use-case fit | Mixed |
| Research date | 2026-09-19 |
Why Seology Qualified for This Study
Questions This Section Answers
- Why did Seology qualify for a Google AI Overviews content optimization study with only two platform mentions?
- Is Seology a good choice for Content Optimization Tools for Google AI Overviews?
Seology qualified because two platforms named it during ranking discovery, meeting the study's minimum-mention threshold, even though it did not reach the finalist set. DeepSeek listed it at rank 8 and Kimi at rank 5, producing an average listed rank of 6.5 and a 28.6% share of included platform responses. The platform count is seven; only platforms that named the entity during ranking discovery are counted as mentions.
Qualification is not an endorsement. The two platforms that named Seology diverged sharply on fit: Kimi rated it a good fit, while DeepSeek rated it uncertain and stated that public evidence was insufficient to determine whether the Content Optimization feature is a strong fit for Google AI Overviews. The remaining five platforms evaluated Seology's fit without naming it in their ranking lists, and their ratings ranged from mixed (OpenAI, Perplexity) to uncertain (Anthropic, Grok) to good (Google).
The ranking-stage evidence is thin relative to the fit-stage evidence. Buyers should treat the two mentions as a signal that Seology is relevant enough to evaluate, not as proof of category leadership. This review sits inside a broader Content Optimization Tools for Google AI Overviews consensus study that compares multiple tools against the same buyer prompt.
The Product, Model, Plan, or Service Most Relevant to Content Optimization Tools for Google AI Overviews
Questions This Section Answers
- Which Seology product or plan should a buyer evaluate for Google AI Overviews content optimization?
- Does Seology's Content Optimization feature use Claude for rewrites, and which plan includes it?
The relevant offering is the Seology Content Optimization feature, which multiple platforms describe as using Claude from Anthropic for targeted rewrites. No platform identified a separate Content Optimization price or a plan-specific allowance for that feature, so the exact plan placement remains unconfirmed.
Platform-reported capabilities for this feature include page audits with 200+ checks, identification of missing topics, entities, questions, thin sections, headings, metadata, and structured data, comparison against top-ranking content and AI-search answers, and targeted rewrites of underperforming sections [5]. Seology also describes automatic fixes for broken links, 404 errors, and duplicate content, plus meta tag, description, and heading optimization [8].
The feature operates in three modes: Monitor (flags gaps without changes), Co-pilot (suggested rewrites requiring approval), and Autopilot (automatic pull requests) [5]. Integrations are listed for Shopify, WordPress, Webflow, Wix, Squarespace, custom sites, and GitHub [11].
One platform reported that Seology is positioned as an AI-powered platform that logs into a CMS and fixes issues automatically [12], and another described it as Shopify-focused SEO automation with blog drafting [13]. These descriptions conflict with the Content Optimization framing, and the conflict is unresolved in the reviewed sources.
What the AI Platforms Agreed About
Questions This Section Answers
- What do AI platforms agree Seology does well for content optimization?
- Is Seology's automated audit-and-rewrite workflow useful for answer-friendly content?
Platforms broadly agreed that Seology combines content-gap analysis with automated or reviewable rewrites rather than only producing a content score. OpenAI described the feature as auditing pages and identifying gaps involving topics, entities, questions, headings, metadata, structured data, and thin sections, then comparing top-ranking and AI-search content [14]. Perplexity reported the same 200+ check structure and Claude-based rewrites [15]. Kimi described gap detection against top-ranking content and AI search answers [16].
Platforms also agreed on workflow control. Monitor, Co-pilot, and Autopilot modes appeared across OpenAI, Perplexity, and Google responses, and Google noted that changes can be deployed directly to CMS platforms or via GitHub pull requests [14]. Seology's own materials describe approval workflows and detailed reports that maintain user oversight [18].
A third area of agreement was low published entry cost. OpenAI, Perplexity, and Google all reported a free Starter tier and a Pro plan at $49 per month [20]. Agreement here reflects consistent reporting of the same company-owned pages, not independent confirmation.
Where the AI Platforms Disagreed or Were Uncertain
Questions This Section Answers
- Do AI platforms disagree about whether Seology specifically optimizes for Google AI Overviews?
- Is Seology's Google AI Overviews tracking capability verified or unverified?
Fit ratings split across the seven platforms: Google and Kimi rated Seology a good fit, OpenAI and Perplexity rated it mixed, and Anthropic, DeepSeek, and Grok rated it uncertain. That spread is the clearest signal of unresolved questions.
The central disagreement concerns Google AI Overviews specificity. Google reported that Seology optimizes for Google AI Overviews, automatically generates schema markup, and monitors AI citations [23]. OpenAI stated that Seology's product pages discuss GEO visibility across several AI systems but do not establish that the feature specifically measures or improves Google AI Overview inclusion. Kimi reported that Seology does not appear to have Google AI Overviews-specific features, tracking, or optimization guidance, and noted tension between Seology's claim that the same optimization improves both rankings and GEO citation and Google's stated position that no special optimization is needed for AI Overviews [24].
Pricing produced a second conflict. OpenAI, Perplexity, and Google reported a free Starter plan and a $49 per month Pro plan [26]. Grok reported a different structure entirely: Starter free, Growth at $24 per month for up to three stores, and Scale at $82 per month for up to ten stores, described as Shopify-only [29]. Anthropic, DeepSeek, and Kimi reported that no public pricing was available in their reviewed sources. These positions cannot all be correct, and the reviewed material does not resolve them.
Product positioning also conflicted. Anthropic reported that Seology's website emphasizes automated technical SEO fixes and does not use the exact "Content Optimization" terminology, and that G2 lists Seology under SEO Services Providers rather than as a specialized answer-engine optimization platform [30]. Grok described the platform as Shopify-focused. Google and Kimi described a broader GEO-capable content optimization product.
Use-Case-Specific Features and Capabilities
Questions This Section Answers
- Which Seology capabilities matter most for Google AI Overviews content optimization?
- Does Seology enforce answer-first content structure for AI Overviews eligibility?
Seology's platform-reported capabilities map unevenly onto the five criteria in this study. Content research and gap analysis is the strongest area: the feature claims 200+ checks per page and identifies missing topics, entities, questions, thin sections, headings, metadata, structured data, and authority signals [32]. Competitive analysis is also claimed, comparing a page against semantic and topical patterns in top-ranking content and against content surfaced in AI-search answers, though the public documentation does not specify the size, geography, freshness, or exportability of that dataset [32].
Entity and topic coverage is addressed through identification of missing entities and unanswered questions. OpenAI assessed this as unclear for AI Overviews purposes because the company does not publicly prove these signals cause Google AI Overview inclusion. On-page optimization is a clearer advantage: the feature can recommend or generate changes to headings, meta titles and descriptions, structured data, FAQ structure, and thin sections [32]. Google reported automatic generation and validation of FAQ, HowTo, and Article schema [35].
Authoritative and answer-friendly content is the weakest documented area. Seology claims to create citable passages, answer follow-up questions, improve semantic completeness, and strengthen topical-authority signals, but these claims are not independently validated in the reviewed sources [32]. Kimi reported that independent guidance suggests Google AI Overviews specifically requires short, self-contained, confident statements early in content, and that whether Seology explicitly enforces this answer-first structure is unclear [36].
Independent sources in the study describe AI Overviews citation factors that Seology does not clearly address: E-E-A-T signals, top-10 ranking correlation with AI Overview citation, Article schema with datePublished and author credentials, FAQPage schema, and Core Web Vitals performance [37]. Seology does claim to identify and fix performance bottlenecks [42], which partially overlaps with the Core Web Vitals finding.
Pricing, Fees, Contracts, and Ongoing Costs
Questions This Section Answers
- How much does Seology cost per month, and are there setup or cancellation fees?
- Which Seology plan should a buyer choose if they need GEO optimization and API access?
Pricing is the most conflicted area in the reviewed evidence. Three platforms reported a free Starter plan and a Pro plan at $49 per month, with Starter covering one site with weekly scans and 50 auto-fixes per month, and Pro covering up to five sites with daily scans, unlimited fixes, GEO optimization, API access, and priority support [43]. Enterprise pricing is custom.
Grok reported a materially different structure: Starter free, Growth at $24 per month for up to three stores with 3,000 fixes, and Scale at $82 per month for up to ten stores with reporting, described as Shopify-only with annual billing options [46]. Anthropic, DeepSeek, and Kimi each reported that no public pricing was available in their reviewed sources.
On contract terms, OpenAI reported that the reviewed public sources do not state billing cadence beyond monthly price, minimum commitment, cancellation procedure, refunds, renewal terms, or enterprise contract terms, and that the Terms of Service state free-tier usage is subject to pricing-page limits [47]. Perplexity reported that it is unclear whether usage caps, extra-site fees, implementation fees, or add-on fees apply, and unclear whether annual options exist. No platform identified a separate implementation, usage, CMS, API, or Claude fee, but OpenAI characterized this as unclear rather than confirmed absent.
The practical implication is that buyers cannot calculate total cost of ownership from public sources alone. The Content Optimization page does not identify a separate Content Optimization price or a plan-specific allowance for that feature [48].
Best Suited For
Questions This Section Answers
- Who is Seology best suited for in a Google AI Overviews content workflow?
- Is Seology a good fit for small teams that want automated audit-and-rewrite workflows?
Seology is best suited to small and midsize content or SEO teams that want an automated audit-and-rewrite workflow rather than a manual scoring environment [49]. Teams optimizing existing pages for semantic completeness, entities, questions, headings, metadata, and structured data are the clearest match, because those are the capabilities most consistently described across platform responses [49].
Organizations that want reviewable pull requests or monitored changes across supported CMS platforms are also a reasonable fit. Seology lists integrations for Shopify, WordPress, Webflow, Wix, Squarespace, custom sites, and GitHub, and offers Monitor, Co-pilot, and Autopilot modes so teams can choose how much automation to allow [52].
Teams that value a low published entry price may find the free Starter tier and reported $49 per month Pro plan attractive for testing an AI-search content workflow [52]. Kimi specifically framed Seology as suited to teams wanting simultaneous SEO and multi-engine GEO optimization in one workflow with controlled automation. Buyers exploring the wider category can review the ai seo content optimization directory for comparable tools.
Probably Not Best Suited For
Questions This Section Answers
- Who should not choose Seology for Google AI Overviews content optimization?
- Is Seology unsuitable for teams that need proven AI Overviews inclusion reporting?
Teams requiring proven Google AI Overviews inclusion reporting or query-level experimentation should look elsewhere. OpenAI listed this explicitly among the reasons Seology is probably not best for a buyer, and Kimi listed teams needing platform-specific Google AI Overviews performance analytics as a poor fit [55].
Large enterprises needing clearly documented governance, procurement, service-level, and security terms are also a poor match on current public evidence. OpenAI reported that enterprise governance, security, data retention, support commitments, and contract terms are not sufficiently specified publicly, and Perplexity listed organizations needing transparent, stable pricing and contract terms for the exact content optimization feature as a poor fit.
Editorial teams seeking a mature standalone content brief and human-led competitive research platform are not the target. Google reported that Seology is not designed as a real-time, interactive long-form draft-writing environment and focuses on auditing and modifying existing live pages rather than scoring articles before publication [57]. Grok additionally reported that the platform appeared Shopify-focused, which would limit applicability for non-ecommerce sites, though this conflicts with the broader integration list other platforms reported.
When Another Option May Be Better
Questions This Section Answers
- What is a better alternative to Seology for a buyer who needs dedicated Google AI Overviews tracking?
- When should a buyer choose Clearscope or SE Ranking instead of Seology?
Several platforms named specific alternatives with different strengths. OpenAI suggested Clearscope when the priority is editorial scoring, keyword and topic guidance, and team-oriented content workflows, citing independent review coverage of real-time grading, keyword insights, and Google Docs integration [58]. OpenAI also suggested SE Ranking when a team needs content optimization combined with rank tracking, competitor research, backlink analysis, site auditing, and AI-search visibility in one toolkit [59].
Kimi named Indexly for per-engine breakdown including AI Overviews with 7, 14, and 30-day impact diff views, Profound for live citation data and agent-driven optimization briefs, and Floyi for heatmap-based competitor comparison across Google and AI engines [60]. Anthropic named Semrush AI Visibility Toolkit, KIME, and Otterly for prompt-level AI visibility tracking, and Clearscope, MarketMuse, or Surfer SEO for deeper content grading and entity coverage analysis.
Grok stated that a buyer should choose a dedicated tool with verified AI Overviews content structuring, factual density scoring, or non-Shopify support when those are requirements. The common thread across platforms is that Seology competes on automated audit-and-rewrite workflow and price, not on Google AI Overviews-specific measurement.
Questions to Verify Before Buying
Questions This Section Answers
- What should a buyer confirm with Seology before signing a contract?
- Does Seology track Google AI Overview appearances at the query, URL, country, device, and time-series levels?
Platforms converged on a similar verification list. OpenAI recommended confirming whether the product tracks Google AI Overview appearances at the query, URL, country, device, and time-series levels, and whether it can distinguish Google AI Overview citations from conventional organic rankings and featured snippets. Perplexity recommended confirming whether the content optimization feature explicitly optimizes for Google AI Overviews or only for broader SEO and GEO outcomes.
On data and model handling, OpenAI recommended asking which exact Claude model is used and whether customer inputs or generated drafts are retained or used for model training. Anthropic recommended asking which AI model powers content rewrites and how rewrites are evaluated for AI Overviews citation readability.
On limits and integrations, OpenAI recommended confirming per-site, page, crawl, rewrite, API, and history limits on the chosen plan, and which integrations support native changes versus pull requests, including approvals and rollback controls. Perplexity recommended confirming whether rewrites are applied automatically, via pull request only, or both, and whether that can be restricted.
On evidence and terms, OpenAI recommended asking what independent evidence Seology can provide for Google AI Overview or AI-citation improvements, and what the cancellation, refund, renewal, data deletion, security, support, and enterprise-contract terms are. Anthropic recommended asking whether case studies or customer testimonials document AI Overview citation improvements, and what the contract terms, cancellation policies, and refund options are if the tool does not deliver expected visibility gains.
Final AI Consensus Verdict
Mixed fit. Seology is credible as a relatively low-cost automated content-gap and on-page optimization workflow, with useful entity, question, competitor-pattern, and rewrite capabilities. It should be treated as a supporting optimization tool rather than a proven Google AI Overview inclusion platform until Seology verifies Google-specific measurement, methodology, data controls, and independent performance evidence.
The verdict rests on a clear evidence asymmetry. Company-owned citations materially outnumber independent citations in this study, and the most detailed feature claims come from Seology's own pages. Platform agreement on those claims reflects consistent reporting of the same source material, not independent verification, and does not prove product quality.
Buyers who need automated gap detection, entity and question coverage checks, and reviewable rewrites at a low published entry price have a reasonable candidate. Buyers who need documented Google AI Overviews inclusion tracking, transparent and stable pricing, or independently validated citation outcomes should verify those items directly with Seology before committing, and should compare against the alternatives named in this review.
How This Review Was Produced
This review was produced from a fixed research run dated 2026-09-19. Seven AI platforms evaluated Seology's fit for content optimization tools for Google AI Overviews against a single buyer prompt covering content research, competitive analysis, entity and topic coverage, on-page optimization, and guidance for authoritative, answer-friendly content. Two of those platforms named Seology during the ranking stage, which qualified it for this niche fit review.
Each platform returned a fit rating, use-case findings, strengths, limitations, pricing and terms, and questions to verify before buying. This article synthesizes those responses, preserves conflicts rather than resolving them, and labels company-owned claims as company-owned. No product testing, customer interviews, or independent verification was performed at the writing stage.
Methodology Limitations
- Platform-reported research dates differ from the authoritative run date. DeepSeek reported 2026-06-19; the remaining platforms reported 2026-09-19. Platform-reported dates are provenance metadata and do not independently prove freshness.
- All included platforms evaluated fit, but the platform mention count reflects only platforms that named the entity during ranking discovery.
- Conflicting product names, pricing, and capabilities were described rather than resolved. Buyers should verify directly with the vendor.
- The supplied URLs were collected from platform responses and were not independently validated by the writing stage.
- Company-owned citations materially outnumber independent citations. Company claims are not described as independently verified anywhere in this review.
- Citations are platform-reported evidence, not independently verified facts. Claims from platforms without search enabled require explicit verification before being treated as current facts.
- No independent customer-outcome study or controlled test for Google AI Overviews was located in the reviewed sources.
Sources
Company-Owned Sources
- Content Editor & Optimizer — Floyi: https://floyi.com/content-editor-optimizer/
- Content Optimization by Indexly: https://indexly.ai/features/content-optimization
- SEOLOGY.AI - Stop Reporting SEO Issues. Start Fixing Them Automatically: https://seology.ai
- AI SEO Tool — Audit, Auto-Fix & Rank Tracking in One Platform: https://seology.ai/ai-seo-tool
- Seology vs Surfer: https://seology.ai/compare/seology-vs-surfer
- AI Content Optimization for SEO & GEO: https://seology.ai/features/content-optimization
- GEO Optimization with Seology: https://seology.ai/features/geo-optimization
- Seology SEO Automation: https://seology.ai/features/seo-automation
- SEO Guides — AI Search & Automation Resources: https://seology.ai/guides
- Terms of Service: https://seology.ai/terms
- Content Optimization - Cognizo Platform: https://www.cognizo.ai/platform/content-optimization
- SEOLOGY.AI - AI-Powered SEO Automation That Actually Fixes Issues: https://www.seology.ai/
- AI Powered Content Optimization | Profound: https://www.tryprofound.com/features/agents/content-optimization
- Official pricing and terms source: https://seology.ai/#pricing
- Official pricing and terms source: https://seology.ai/pricing
Additional AI research evidence62 records
- AI research evidence record openai:c1
- AI research evidence record perplexity:c1
- AI research evidence record anthropic:39-5
- AI research evidence record kimi:seology_content_optimization
- AI research evidence record openai:c1
- AI research evidence record perplexity:c1
- AI research evidence record kimi:seology_content_optimization
- AI research evidence record anthropic:39-3
- AI research evidence record anthropic:39-4
- AI research evidence record google:1.4.4
- AI research evidence record openai:c2
- AI research evidence record anthropic:39-5
- AI research evidence record grok:web:11
- AI research evidence record openai:c1
- AI research evidence record perplexity:c1
- AI research evidence record kimi:seology_content_optimization
- AI research evidence record google:1.4.4
- AI research evidence record anthropic:39-15
- AI research evidence record anthropic:39-19
- AI research evidence record openai:c2
- AI research evidence record perplexity:c10
- AI research evidence record google:1.1.3
- AI research evidence record google:1.3.1
- AI research evidence record kimi:seology_content_optimization
- AI research evidence record kimi:rankable_google_ai_overviews
- AI research evidence record openai:c2
- AI research evidence record perplexity:c10
- AI research evidence record google:1.1.3
- AI research evidence record grok:web:11
- AI research evidence record anthropic:39-5
- AI research evidence record anthropic:41-1
- AI research evidence record openai:c1
- AI research evidence record perplexity:c1
- AI research evidence record openai:c3
- AI research evidence record google:1.3.1
- AI research evidence record kimi:rankable_google_ai_overviews
- AI research evidence record anthropic:1-5
- AI research evidence record anthropic:1-6
- AI research evidence record anthropic:20-10
- AI research evidence record anthropic:20-11
- AI research evidence record anthropic:20-5
- AI research evidence record anthropic:39-29
- AI research evidence record openai:c2
- AI research evidence record perplexity:c10
- AI research evidence record google:1.1.3
- AI research evidence record grok:web:11
- AI research evidence record openai:c6
- AI research evidence record openai:c1
- AI research evidence record openai:c1
- AI research evidence record perplexity:c1
- AI research evidence record kimi:seology_content_optimization
- AI research evidence record openai:c2
- AI research evidence record google:1.4.4
- AI research evidence record google:1.1.3
- AI research evidence record openai:c1
- AI research evidence record kimi:seology_content_optimization
- AI research evidence record google:1.1.1
- AI research evidence record openai:c4
- AI research evidence record openai:c5
- AI research evidence record kimi:indexly_features
- AI research evidence record kimi:profound_agents
- AI research evidence record kimi:floyi_editor
Independent Sources
- Seology Review: Official Pricing, Features & Best Alternatives: https://bestgeosoftware.com/tools/seology/
- Google AI Overviews Optimization Software: https://rankable.ai/google-ai-overviews-optimization
- AI Overviews optimization guide: Ranking in Google AI Overviews: https://searchengineland.com/guide/how-to-optimize-for-ai-overviews
- Top 10 Seology Alternatives & Competitors in 2025 | G2: https://www.g2.com/products/seology/competitors/alternatives
- How to Optimize Your Content for Google AI Overviews in 2026 - HigherVisibility: https://www.highervisibility.com/seo/learn/how-to-optimize-your-content-for-google-ai-overviews/
- Clearscope review: A well-rounded SEO optimization tool for business use: https://www.techradar.com/pro/clearscope-review
- SE Ranking review: https://www.techradar.com/pro/software-services/se-ranking
Additional AI research evidence62 records
- AI research evidence record openai:c1
- AI research evidence record perplexity:c1
- AI research evidence record anthropic:39-5
- AI research evidence record kimi:seology_content_optimization
- AI research evidence record openai:c1
- AI research evidence record perplexity:c1
- AI research evidence record kimi:seology_content_optimization
- AI research evidence record anthropic:39-3
- AI research evidence record anthropic:39-4
- AI research evidence record google:1.4.4
- AI research evidence record openai:c2
- AI research evidence record anthropic:39-5
- AI research evidence record grok:web:11
- AI research evidence record openai:c1
- AI research evidence record perplexity:c1
- AI research evidence record kimi:seology_content_optimization
- AI research evidence record google:1.4.4
- AI research evidence record anthropic:39-15
- AI research evidence record anthropic:39-19
- AI research evidence record openai:c2
- AI research evidence record perplexity:c10
- AI research evidence record google:1.1.3
- AI research evidence record google:1.3.1
- AI research evidence record kimi:seology_content_optimization
- AI research evidence record kimi:rankable_google_ai_overviews
- AI research evidence record openai:c2
- AI research evidence record perplexity:c10
- AI research evidence record google:1.1.3
- AI research evidence record grok:web:11
- AI research evidence record anthropic:39-5
- AI research evidence record anthropic:41-1
- AI research evidence record openai:c1
- AI research evidence record perplexity:c1
- AI research evidence record openai:c3
- AI research evidence record google:1.3.1
- AI research evidence record kimi:rankable_google_ai_overviews
- AI research evidence record anthropic:1-5
- AI research evidence record anthropic:1-6
- AI research evidence record anthropic:20-10
- AI research evidence record anthropic:20-11
- AI research evidence record anthropic:20-5
- AI research evidence record anthropic:39-29
- AI research evidence record openai:c2
- AI research evidence record perplexity:c10
- AI research evidence record google:1.1.3
- AI research evidence record grok:web:11
- AI research evidence record openai:c6
- AI research evidence record openai:c1
- AI research evidence record openai:c1
- AI research evidence record perplexity:c1
- AI research evidence record kimi:seology_content_optimization
- AI research evidence record openai:c2
- AI research evidence record google:1.4.4
- AI research evidence record google:1.1.3
- AI research evidence record openai:c1
- AI research evidence record kimi:seology_content_optimization
- AI research evidence record google:1.1.1
- AI research evidence record openai:c4
- AI research evidence record openai:c5
- AI research evidence record kimi:indexly_features
- AI research evidence record kimi:profound_agents
- AI research evidence record kimi:floyi_editor
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
- 22
- Ranking mentions
- 2 of 7
- Platform share
- 29%
- Final consensus rank
- #10
Research trail and source mix
Configured platforms
openai, anthropic, deepseek, grok, perplexity, kimi, google
Source mix
7 independent · 15 company-owned
Evidence support
15 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 773194ceb4276056cd22b20bbebcf9b2a0088c9911347564077044f67f1c826a