Answer Capsule
Content Harmony is a good fit for a U.S. content marketing team that defines AI content optimization as research, structured briefing, and draft grading rather than AI text generation. Two of seven platforms named it during the ranking stage (google, openai), and it finished at an average listed rank of 6.5 with a best rank of 6. The strongest reason to consider it is its bundled Content Workflow — one Keyword Report, one Content Brief, and one Content Grader per credit — which independent reviews describe as the strongest brief-to-grading pipeline in the category. The main limitation is that it does not generate or rewrite long-form content, and its Standard Plan pricing is reported inconsistently across sources.
Research Snapshot
| Field | Value |
|---|---|
| Platform mentions in ranking stage | 2 of 7 platforms (google, openai) |
| Share of included platform responses | 28.6% |
| Average listed rank | 6.5 |
| Best listed rank | 6 |
| Relevant product/model/plan | Keyword Reports and Content Brief workflow; Standard Plan |
| Overall use-case fit | Good (six of seven platforms rated it good or strong; one rated it uncertain) |
| Research date | 2026-09-18 |
Why Content Harmony Qualified for This Study
Questions This Section Answers
- Is Content Harmony a good choice for AI Content Optimization Tools in 2026?
- How many AI platforms recommended Content Harmony for AI Content Optimization Tools?
Content Harmony qualified because it satisfies the category criterion of optimization and research capability rather than simple AI text generation. Its core unit is a Content Workflow that combines a Keyword Report, a Content Brief, and a Content Grader for a single content item [1].
It was named in the ranking stage by two of seven platforms — google and openai — at ranks 7 and 6 respectively, giving an average listed rank of 6.5 and a best rank of 6. That is a minority of the panel, so this review treats the ranking signal as limited rather than broad.
Fit ratings across the seven platform responses were: strong (grok), good (openai, anthropic, deepseek, google, perplexity), and uncertain (kimi). Kimi reported no verifiable 2026 information about the product in its search results and could not confirm the company's current status [5]. That is a platform-reported absence of evidence, not evidence that the product is discontinued.
The Product, Model, Plan, or Service Most Relevant to AI Content Optimization Tools
Questions This Section Answers
- Which Content Harmony plan should a buyer choose for a team producing 5 to 12 content workflows per month?
- What does one Content Harmony Content Workflow credit actually include?
The relevant offering is the Keyword Reports and Content Brief workflow on a Standard Plan. Every platform that named a product pointed to the same combination (openai, anthropic, deepseek, google, grok, perplexity).
One Content Workflow credit includes one Keyword Report, one Content Brief, and one Content Grader [6]. Keyword Reports cover search intent, topic analysis, competitor outlines, questions, authoritative sources, competitor metrics, image or visual analysis, and video analysis [8]. The Content Grader evaluates drafts or existing content against a topic model to surface missing subtopics [7].
The Standard Plan is a family, not a single SKU. The official pricing page lists Standard-5, Standard-12, Standard-25, Standard-50, Standard-100, and Standard-150 tiers (official:C2). Because the ranking recommendation said only "Standard Plan," the intended volume tier is ambiguous and must be matched to the team's monthly output.
What the AI Platforms Agreed About
Questions This Section Answers
- What do AI platforms agree Content Harmony does better than AI writing tools?
- Does Content Harmony support AI Overviews monitoring and API access?
Agreement was strong on positioning. Six of seven platforms described Content Harmony as a research, briefing, and optimization tool rather than a content generator, and several stated directly that it does not produce AI drafts [12].
Platforms also agreed on the workflow structure. The three-step sequence — Keyword Report, Content Brief, Content Grader — was described consistently across openai, anthropic, deepseek, google, grok, and perplexity [15].
Reported time savings converged. Anthropic-cited sources describe keyword research and briefing dropping from 60–90 minutes to 10–30 minutes per workflow [21], and grok-cited material describes brief creation falling from one to two hours down to 10–20 minutes [19]. These are platform-reported figures, not independently verified outcomes.
Two capability claims appeared across platforms: AI Overviews display inside the Keyword Report's Search Intent tab [23], and full API access announced for Keyword Reports, Content Briefs, and Content Grader [25]. Neither source establishes which plan tiers include those features.
Where the AI Platforms Disagreed or Were Uncertain
Questions This Section Answers
- Why do sources disagree about Content Harmony's Standard Plan pricing in 2026?
- Is Content Harmony still operating and actively developed in 2026?
Pricing is the largest conflict. The official pricing page lists Standard-5 at $50/month, Standard-12 at $99/month, Standard-25 at $199/month, Standard-50 at $299/month, Standard-100 at $599/month, and Standard-150 at $799/month, with annual equivalents of roughly $42, $89, $179, $269, $539, and $719 (official:C2). Google's response cited different figures — Standard-12 at $199/month and Standard-25 at $299/month — and flagged that older $50 and $99 entry tiers may be grandfathered or no longer marketed [26]. Anthropic reported a $50/month Standard entry and a $299/month Pro tier from 2025 sources [27]. Perplexity cited $99/month for Standard-12 [28]. Deepseek could not confirm any Standard Plan price [29].
Annual billing is also disputed. The official page advertises annual plans with more than one month free and credits issued upfront (official:C2), and perplexity and grok both reference annual pricing [28]. Anthropic's response states monthly billing only with no documented annual discount as of 2026 [32]. These cannot both be current.
Kimi reported that Content Harmony did not appear in any of its 2026 search results covering AI Content Optimization Tools, and could not verify that the official site was active [33]. No other platform reported this. It is a single-platform retrieval gap, not a confirmed shutdown.
Compliance posture is undocumented. Anthropic's response notes no SOC 2, HIPAA, or GDPR certification details in public materials [32]. The official terms page covers payment processing, order cancellation rights, content licensing, and an "as is" disclaimer, but does not publish security certifications (official:C3).
Use-Case-Specific Features and Capabilities
Questions This Section Answers
- Does Content Harmony grade existing content, or only new drafts?
- Can Content Harmony briefs be shared with external writers without extra seats?
Content Harmony covers the buyer's stated needs — analyzing existing content, identifying gaps, recommending improvements, and comparing competing pages — through three connected capabilities.
Competitive and SERP research. Keyword Reports include search intent classification, topic analysis built from competitor data, competitor outlines, question clusters, authoritative sources, competitor metrics, image and visual analysis, and video analysis [34]. Grok-reported material states topic analysis draws on 30–40 competitors via IBM Watson [36]. Independent reviews describe the SERP analysis and search intent features as "among the best tested," with detailed topic clustering and competitor outlines [37].
Brief creation and collaboration. The brief editor supports customizable templates, a block editor, tables, checklists, notes, comments, highlighted report data, and shareable URLs [39]. Briefs can be exported or copied to Google Docs and Microsoft Word [42]. Listed integrations include Notion, DataForSEO, Moz, webhooks, and API access [43]. Google's response notes Moz link metrics are native with optional user-supplied Ahrefs API keys [44].
Draft and existing-content grading. The Content Grader scores drafts or existing content against the platform's topic model and identifies core subtopics not yet covered [45]. AI Suggestions appear throughout the workflow and are documented as suggestions to customize, not publication-ready copy [47].
Documented gaps. Content Harmony does not provide AI templates or full text drafting [48], has no native WordPress plugin [48], and does not publish native CMS integrations [49]. User reviews cited by anthropic note the Content Grader can be slow for in-application writing, leading users to draft externally and paste for evaluation [50]. The interface is described as clean but lacking the real-time editing experience of Surfer SEO [51].
Pricing, Fees, Contracts, and Ongoing Costs
Questions This Section Answers
- How much does Content Harmony cost per month, and is there a setup fee?
- What happens to unused Content Harmony workflow credits after 90 days?
The official pricing page is the primary source, but it conflicts with several platform-reported figures, so treat all numbers as requiring direct confirmation.
| Plan | Monthly | Annual equivalent | Workflows/month |
|---|---|---|---|
| Standard-5 | $50 | ~$42/mo | 5 |
| Standard-12 | $99 | ~$89/mo | 12 |
| Standard-25 | $199 | ~$179/mo | 25 |
| Standard-50 | $299 | ~$269/mo | 50 |
| Standard-100 | $599 | ~$539/mo | 100 |
| Standard-150 | $799 | ~$719/mo | 150 |
| Enterprise | From $1,000/mo | Not stated | Custom |
Source: (official:C2). Google's response reported Standard-12 at $199/month and Standard-25 at $299/month, which does not match this table [52].
The trial is $10 for the first 10 Content Workflow credits, described as an $80 value, with no time limit and no automatic billing after signup [53]. The official page states the trial fee exists partly to discourage spam abuse of data fetching (official:C2).
Credits are issued monthly but valid for 90 days, so unused credits roll within a rolling 90-day window rather than expiring at month end [54]. Annual plans issue the full year's credits upfront (official:C2). Once a Content Workflow is created, it stays in the account and the brief and grader remain editable (official:C2).
No setup fee is documented, and the official page states unlimited users and unlimited projects on listed plans [55]. Enterprise plans add procurement and invoicing (official:C2). Custom API, search-intent-only, and bulk dataset programs are separately quoted, with search-intent-only plans starting around 5,000 keywords per month without a published price (official:C2).
Cancellation, refund, downgrade, and renewal terms for paid subscriptions were not established from the reviewed sources [56]. The official terms page reserves the right to refuse or cancel orders and provides the service "as is" without warranties (official:C3).
Best Suited For
Questions This Section Answers
- Is Content Harmony worth it for an agency briefing multiple writers across several clients?
Content Harmony is best suited to SEO-led editorial teams that build structured briefs before drafting, and to teams optimizing existing or new content against search intent, competitor structures, questions, entities, and topic coverage (openai, anthropic, google).
Agencies and in-house teams that need standardized, shareable briefs and content grading are a strong match, particularly because pricing is tied to workflow volume rather than seats and listed plans include unlimited users and projects [59]. Capterra data cited by anthropic indicates 94% of reviewers are small-business marketers, 62% in marketing and advertising, most commonly content strategists, SEO specialists, and agencies [60].
Teams currently spending 60 or more minutes per brief on manual SERP analysis are the clearest fit, given the reported reduction to 10–30 minutes per workflow [61]. Onboarding is described as fast, with new team members producing a first brief within 15 minutes [63].
Probably Not Best Suited For
Questions This Section Answers
- Who should not choose Content Harmony for AI Content Optimization Tools?
Teams that want one-click article generation or a full AI writing suite should not choose Content Harmony as their primary tool. Multiple platforms state it does not generate or rewrite content with AI [64].
Teams needing comprehensive social, email, ad-copy, or multilingual optimization are also a poor fit, since the product is search-focused and workflow-oriented rather than a general-purpose content suite (openai, anthropic).
Very low-volume producers are a weak fit. A team producing one or two briefs per month may not justify a subscription against manual research, and the credit model becomes less efficient at very low volumes (anthropic, deepseek).
Teams requiring confirmed enterprise procurement, API, or high-volume capabilities without first validating plan eligibility should hold off, because the reviewed sources do not establish which API or integration features are included in each Standard tier [67].
Organizations in regulated industries should verify compliance posture directly, since no SOC 2, HIPAA, or GDPR certification details were apparent in public materials [70].
When Another Option May Be Better
Questions This Section Answers
- What is a better alternative to Content Harmony for a team that needs built-in AI drafting?
- When is MarketMuse or Surfer SEO a better choice than Content Harmony?
Choose a broader AI writing platform when the primary need is automated first-draft generation, rewriting, brand-voice enforcement, or large-scale content production (openai). Surfer SEO and Clearscope are named as writer-facing alternatives with real-time editing, and Frase is cited at $38/month for budget-conscious optimization [71].
Choose MarketMuse when the team requires site-wide content inventory auditing, personalized keyword difficulty, and automated topical authority mapping [72]. Choose GetGenie or Scalenut when WordPress-native workflows and built-in first-draft generation matter more than research depth (google).
Choose Profound or Norg when the requirement is AI citation tracking across ChatGPT, Perplexity, Claude, and Gemini [73]. Choose Search Atlas or Surfer SEO when integrated rank tracking and performance monitoring must live in the same suite (google).
Choose a more advanced enterprise SEO or content-intelligence platform when the buyer needs extensive rank tracking, backlink intelligence, market-wide competitive intelligence, or mature enterprise governance (openai). Content Harmony does not publish native CMS integrations or a verified white-label program [75].
Questions to Verify Before Buying
Questions This Section Answers
- What should a buyer confirm with Content Harmony before signing a contract?
Confirm which Standard tier matches the team's expected number of new or refreshed content workflows per month, since the ranking recommendation named only "Standard Plan" (openai, official:C2).
Confirm whether annual billing is currently offered. The official page advertises annual plans with more than one month free (official:C2), while one 2026 source states monthly billing only [76].
Confirm what happens to unused credits after 90 days, on cancellation, or when downgrading from an annual plan [77].
Confirm whether the selected plan includes API access, webhooks, Google Docs or Word export, and all required integrations, since plan-level availability is not established [78].
Confirm whether Content Grader runs, URL imports, keyword variations, or refreshed reports consume additional workflows or credits (openai).
Confirm which countries, search engines, languages, and SERP features are supported for the team's target markets (openai).
Confirm the data providers, crawl limits, and freshness guarantees behind competitor, keyword, and AI Overview data [80].
Confirm paid-plan cancellation, renewal, refund, procurement, security, and data-retention terms, none of which were established from the reviewed sources [81].
Confirm whether reports, briefs, topic models, and grader data can be exported in the formats the team's existing systems require (openai).
Final AI Consensus Verdict
Content Harmony is a good fit for AI Content Optimization Tools when the buyer's priority is research, structured briefing, and draft grading rather than AI text generation. Six of seven platforms rated it good or strong for this use case; one rated it uncertain because it could not verify current product information.
The strongest evidence is consistent across platforms: a bundled Content Workflow that moves from keyword research to brief to grader, deep search-intent and competitor analysis, unlimited users and projects on listed plans, and reported brief-creation time savings. The strongest cautions are equally consistent: no AI drafting, no native CMS publishing, no rank tracking, unresolved pricing conflicts between the official page and platform-reported figures, and no independently verified performance or compliance evidence.
For a content team with dedicated writers and a repeatable brief-to-grade process, this is a defensible purchase. For a team expecting end-to-end AI authoring or multi-channel automation, it is the wrong tool. Buyers should treat the $10 trial as the cheapest way to test the workflow before committing to a Standard tier.
How This Review Was Produced
This review evaluates Content Harmony only for the AI Content Optimization Tools use case. It draws on seven platform fit-research responses collected for the 2026-09-18 research run, plus the entity ranking statistics from the ranking stage.
Ranking-stage mentions were counted only from platforms that named Content Harmony during ranking discovery: google and openai. All seven platforms evaluated fit, but fit evaluation and ranking mention are separate signals.
Citations are platform-reported evidence, not independently verified facts. Company-owned citations materially outnumber independent citations in the supplied material, so company claims are labeled as such throughout. No personal testing, customer interviews, or independent verification was performed for this review.
Methodology Limitations
Platform-reported research dates differ from the authoritative run date of 2026-09-18. Deepseek's response carries a research date of 2026-01-19, and deepseek ran with search disabled, so its findings are model-reported rather than retrieved. Platform-reported dates are provenance metadata and do not independently prove freshness.
The supplied URLs were collected from platform responses and were not independently validated at the writing stage. Some sources are aggregator or directory pages with partial support strength, and several pricing figures come from third-party reviews rather than the official pricing page.
Pricing conflicts were not resolved by guessing. Where the official page and platform-reported figures disagree, both are presented and the buyer is directed to verify.
Kimi's inability to find Content Harmony in 2026 search results is reported as a single-platform retrieval gap. Missing research is not treated as disagreement or as evidence of discontinuation.
No independent evidence in the checked sources verifies ranking gains, content performance, time savings, or superiority over competing platforms. Reported time savings are vendor or reviewer claims, not measured outcomes.
Explore more ai seo content optimization guidance in the category directory.
Sources
Company-Owned Sources
- Product Guide: https://home.norg.ai/products/product-guide/index.md
- Indexly | Content Optimization by Indexly — Detect, Auto-Improve & Track Impact for SEO + AI: https://indexly.ai/features/content-optimization
- AI Content Optimization for SEO & GEO: https://seology.ai/features/content-optimization
- What should I look for in a strong AEO platform?: https://www.cognizo.ai/platform/content-optimization
- Content Harmony: https://www.contentharmony.com/
- 8 Top Clearscope Alternatives For Your SEO & Content Teams: https://www.contentharmony.com/blog/clearscope-alternatives/
- There's A Better Way To Measure Keyword Difficulty: https://www.contentharmony.com/blog/keyword-difficulty-metrics/
- Content Harmony Knowledgebase: https://www.contentharmony.com/docs/
- How do I use the Content Briefs tab?: https://www.contentharmony.com/docs/how-do-i-use-content-briefs/
- Quick Start Guide & Video: https://www.contentharmony.com/docs/quick-start-guide-video/
- Content Brief Software from Content Harmony: https://www.contentharmony.com/features/content-briefs/
- Integrations: https://www.contentharmony.com/integrations/
- Content Harmony Pricing: https://www.contentharmony.com/pricing/
- Content Marketing Software from Content Harmony: https://www.contentharmony.com/product/
- Content Brief Software from Content Harmony: https://www.contentharmony.com/product/content-briefs/
- Keyword Reports: https://www.contentharmony.com/product/keyword-reports/
- Content Harmony Updates: https://www.contentharmony.com/updates/
- AI Overviews in your Keyword Reports: https://www.contentharmony.com/updates/ai-overviews/
- Full API Access: https://www.contentharmony.com/updates/full-api-access/
- AI Powered Content Optimization | Profound: https://www.tryprofound.com/features/agents/content-optimization
- Official pricing and terms source: https://www.contentharmony.com/terms-and-conditions/
Additional AI research evidence81 records
- AI research evidence record openai:c3
- AI research evidence record anthropic:c1
- AI research evidence record grok:web:1
- AI research evidence record perplexity:7
- AI research evidence record kimi:cognizo-platform
- AI research evidence record anthropic:c13
- AI research evidence record openai:c3
- AI research evidence record openai:c2
- AI research evidence record anthropic:c4
- AI research evidence record grok:web:6
- AI research evidence record anthropic:c5
- AI research evidence record anthropic:c7
- AI research evidence record google:1.1.6
- AI research evidence record grok:web:11
- AI research evidence record openai:c3
- AI research evidence record anthropic:c1
- AI research evidence record deepseek:c1
- AI research evidence record google:1.3.4
- AI research evidence record grok:web:1
- AI research evidence record perplexity:7
- AI research evidence record anthropic:c2
- AI research evidence record anthropic:c9
- AI research evidence record openai:c7
- AI research evidence record anthropic:c3
- AI research evidence record openai:c9
- AI research evidence record google:3.1.1
- AI research evidence record anthropic:c13
- AI research evidence record perplexity:1
- AI research evidence record deepseek:c1
- AI research evidence record deepseek:c2
- AI research evidence record grok:web:3
- AI research evidence record anthropic:c8
- AI research evidence record kimi:cognizo-platform
- AI research evidence record openai:c2
- AI research evidence record anthropic:c4
- AI research evidence record grok:web:6
- AI research evidence record anthropic:c16
- AI research evidence record anthropic:c17
- AI research evidence record openai:c4
- AI research evidence record anthropic:c12
- AI research evidence record google:1.3.2
- AI research evidence record openai:c5
- AI research evidence record openai:c8
- AI research evidence record google:3.1.7
- AI research evidence record openai:c3
- AI research evidence record anthropic:c5
- AI research evidence record openai:c6
- AI research evidence record google:1.1.6
- AI research evidence record google:3.2.6
- AI research evidence record anthropic:c20
- AI research evidence record anthropic:c21
- AI research evidence record google:3.1.1
- AI research evidence record anthropic:c14
- AI research evidence record anthropic:c13
- AI research evidence record anthropic:c11
- AI research evidence record openai:c1
- AI research evidence record anthropic:c8
- AI research evidence record deepseek:c1
- AI research evidence record anthropic:c11
- AI research evidence record anthropic:c15
- AI research evidence record anthropic:c2
- AI research evidence record anthropic:c9
- AI research evidence record anthropic:c18
- AI research evidence record grok:web:11
- AI research evidence record anthropic:c7
- AI research evidence record google:1.1.6
- AI research evidence record openai:c1
- AI research evidence record openai:c8
- AI research evidence record openai:c9
- AI research evidence record anthropic:c8
- AI research evidence record kimi:stackmatix-frase
- AI research evidence record kimi:litmustools-marketmuse
- AI research evidence record kimi:ranksaver-profound
- AI research evidence record kimi:norg-product-guide
- AI research evidence record google:3.2.6
- AI research evidence record anthropic:c8
- AI research evidence record anthropic:c13
- AI research evidence record openai:c8
- AI research evidence record openai:c9
- AI research evidence record anthropic:c3
- AI research evidence record openai:c1
Independent Sources
- Content Harmony Pricing 2026 | AI:PRODUCTIVITY: https://aiproductivity.ai/pricing/content-harmony/
- Content Harmony Review 2026 | AI:PRODUCTIVITY: https://aiproductivity.ai/tools/content-harmony/
- Content Harmony vs Competitors: Comprehensive Analysis 2025: https://blogs.zoftwarehub.com/content-harmony-vs-competitors-comprehensive-analysis-2025/
- 10 Best Surfer SEO Alternatives For Content Optimization: https://blogvault.net/surfer-seo-alternatives/
- Content Harmony Review - Codeagora: https://codeagora.com/saas-reviews/content-harmony-review/
- Content Harmony vs GetGenie: Which SEO Tool Is Better in 2026?: https://fahimai.com/content-harmony-vs-getgenie/
- Content Harmony: AI Content Briefs & SEO Workflows: https://innovaai.com/tool/content-harmony/
- MarketMuse Review (2026): Pricing, Features & Verdict – Litmus: https://litmustools.com/review/marketmuse/
- Content harmony review for agencies (2026): is it worth it?: https://rankability.com/content-harmony-review/
- Profound AI Review: Is It Worth Investing in AEO for 2026?: https://ranksaver.com/blog/profound-ai-review
- Content Harmony Reviews 2026: Details, Pricing, & Features: https://subscribed.fyi/content-harmony/reviews/
- Content Harmony Software Pricing, Alternatives & More 2026 | Capterra: https://www.capterra.com/p/208203/Content-Harmony/
- Content Harmony Reviews 2026. Verified Reviews, Pros & Cons | Capterra: https://www.capterra.com/p/208203/Content-Harmony/reviews/
- Content Harmony Review: Boost Your SEO Rankings in 2026?: https://www.fahimai.com/content-harmony
- Content Harmony Review 2026 - Fonzy.ai: https://www.fonzy.ai/ai-seo-tools/content-harmony
- Content Harmony - Content Optimization Tool Listing: https://www.g2.com/products/content-harmony/reviews
- Content Harmony Review for Agencies (2026): Is It Worth It, and What Are the Alternatives?: https://www.rankability.com/blog/content-harmony-seo-content-optimization-tool-review/
- Frase.io Review: AI Content Optimization Tool Testing (2026: https://www.stackmatix.com/blog/frase-io-review
- Content Harmony Review: 8.8/10 — Pricing & Verdict (2026: https://zekaiwork.com/ai-tools/content-harmony/
Additional AI research evidence81 records
- AI research evidence record openai:c3
- AI research evidence record anthropic:c1
- AI research evidence record grok:web:1
- AI research evidence record perplexity:7
- AI research evidence record kimi:cognizo-platform
- AI research evidence record anthropic:c13
- AI research evidence record openai:c3
- AI research evidence record openai:c2
- AI research evidence record anthropic:c4
- AI research evidence record grok:web:6
- AI research evidence record anthropic:c5
- AI research evidence record anthropic:c7
- AI research evidence record google:1.1.6
- AI research evidence record grok:web:11
- AI research evidence record openai:c3
- AI research evidence record anthropic:c1
- AI research evidence record deepseek:c1
- AI research evidence record google:1.3.4
- AI research evidence record grok:web:1
- AI research evidence record perplexity:7
- AI research evidence record anthropic:c2
- AI research evidence record anthropic:c9
- AI research evidence record openai:c7
- AI research evidence record anthropic:c3
- AI research evidence record openai:c9
- AI research evidence record google:3.1.1
- AI research evidence record anthropic:c13
- AI research evidence record perplexity:1
- AI research evidence record deepseek:c1
- AI research evidence record deepseek:c2
- AI research evidence record grok:web:3
- AI research evidence record anthropic:c8
- AI research evidence record kimi:cognizo-platform
- AI research evidence record openai:c2
- AI research evidence record anthropic:c4
- AI research evidence record grok:web:6
- AI research evidence record anthropic:c16
- AI research evidence record anthropic:c17
- AI research evidence record openai:c4
- AI research evidence record anthropic:c12
- AI research evidence record google:1.3.2
- AI research evidence record openai:c5
- AI research evidence record openai:c8
- AI research evidence record google:3.1.7
- AI research evidence record openai:c3
- AI research evidence record anthropic:c5
- AI research evidence record openai:c6
- AI research evidence record google:1.1.6
- AI research evidence record google:3.2.6
- AI research evidence record anthropic:c20
- AI research evidence record anthropic:c21
- AI research evidence record google:3.1.1
- AI research evidence record anthropic:c14
- AI research evidence record anthropic:c13
- AI research evidence record anthropic:c11
- AI research evidence record openai:c1
- AI research evidence record anthropic:c8
- AI research evidence record deepseek:c1
- AI research evidence record anthropic:c11
- AI research evidence record anthropic:c15
- AI research evidence record anthropic:c2
- AI research evidence record anthropic:c9
- AI research evidence record anthropic:c18
- AI research evidence record grok:web:11
- AI research evidence record anthropic:c7
- AI research evidence record google:1.1.6
- AI research evidence record openai:c1
- AI research evidence record openai:c8
- AI research evidence record openai:c9
- AI research evidence record anthropic:c8
- AI research evidence record kimi:stackmatix-frase
- AI research evidence record kimi:litmustools-marketmuse
- AI research evidence record kimi:ranksaver-profound
- AI research evidence record kimi:norg-product-guide
- AI research evidence record google:3.2.6
- AI research evidence record anthropic:c8
- AI research evidence record anthropic:c13
- AI research evidence record openai:c8
- AI research evidence record openai:c9
- AI research evidence record anthropic:c3
- AI research evidence record openai:c1
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
19 independent · 21 company-owned
Evidence support
31 direct · 9 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 ce3afd0cc3dc12134ce1fc73682c843b1eed4635cf7f049fd4d872ebdb78c9f2