SEO and content optimization platforms for enterprise buyers
Asked as “SEO and content optimization platform”, and as “SEO content optimization tool”, on behalf of an enterprise B2B company. 41 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Gane, the publisher, sells software in this category. Every product here is measured by the same method as in every other category. How the conflict is handled.
Standing · first-choice share
41%
Clear leader
41Conductor12Semrush12seoClarity34others
41% of first choices, clear leader.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
Surfer SEO vs SE RankingSurfer SEO vs AhrefsSurfer SEO vs FraseSurfer SEO vs NeuronWriterSemrush vs UbersuggestSemrush vs ClearscopeSemrush vs SE RankingSemrush vs AhrefsSemrush vs FraseSemrush vs NeuronWriterUbersuggest vs ClearscopeUbersuggest vs SE RankingUbersuggest vs AhrefsUbersuggest vs FraseUbersuggest vs NeuronWriterClearscope vs SE RankingClearscope vs AhrefsClearscope vs FraseClearscope vs NeuronWriterSE Ranking vs AhrefsSE Ranking vs FraseSE Ranking vs NeuronWriterAhrefs vs FraseAhrefs vs NeuronWriterFrase vs NeuronWriter
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09
10
11
12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Conductor41%
Conductor41%02seoClarity12%
seoClarity12%03Semrush12%
Semrush12%04MarketMuse7%
MarketMuse7%05BrightEdge7%
BrightEdge7%06Clearscope2%
Clearscope2%07Surfer SEO2%
Surfer SEO2%08Botify0%
Botify0%09Lumar0%
Lumar0%10Ahrefs0%
Ahrefs0%11Siteimprove0%
Siteimprove0%12Frase0%
Frase0%13Moz0%
Moz0%What they warned about
Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Surfer SEO35%
11 of 31 labels negative · 9 of 12 models · 5 hard negative
“SurferSEO, Frase, and Clearscope — These are better treated as governed content-operation layers rather than complete enterprise SEO systems.” GLM 4.7 FlashX, negative prompt
BrightEdge30%
15 of 50 labels negative · 9 of 12 models · 3 hard negative
“BrightEdge - While enterprise-grade, consistently cited for poor value-for-money and complex UI.” Mistral Small, negative prompt
Clearscope26%
9 of 34 labels negative · 8 of 12 models · 4 hard negative
“lack site-wide topical mapping at scale, RBAC/permissions, CMS workflows for 200+ person teams, or SOC2/SSO” Grok 4.20, negative prompt
Semrush24%
11 of 45 labels negative · 8 of 12 models · 2 hard negative
“What to Avoid for Your Use Case ... Per-seat pricing adds up fast” Kimi K2, budget prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
22 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 296 links across 139 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.
vendor site · Conductor14 answers · 21 citations · 4 models
vendor site · seoClarity12 answers · 17 citations · 4 models
9 answers · 9 citations · 3 models
8 answers · 14 citations · 3 models
vendor site · Gartner8 answers · 9 citations · 4 models
8 answers · 8 citations · 3 models
vendor site · BrightEdge7 answers · 7 citations · 4 models
5 answers · 6 citations · 2 models
vendor site · Search Atlas5 answers · 5 citations · 2 models
5 answers · 5 citations · 2 models
4 answers · 5 citations · 3 models
4 answers · 4 citations · 2 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
11 answers · 4 models
9 answers · 3 models
8 answers · 3 models
6 answers · 3 models
6 answers · 2 models
5 answers · 2 models
4 answers · 2 models
4 answers · 1 model
4 answers · 3 models
4 answers · 3 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best seo and content optimization platform”, “seo and content optimization platform”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Conductor conductor.com | 41% | 134 | 49,500 | 26,956 | 45,843 | 30 | 8 | |
| seoClarity seoclarity.net | 12% | 57 | 720 | 9 | 12,039 | $19 | 4 | 7 |
| Semrush semrush.com | 12% | 316 | 90,500 | 2,055 | 2,885,637 | $1,727 | 103 | |
| HubSpot parent site HubSpot Marketing Hub 5%, HubSpot Content Hub 2% | 7% | 991 | 368,000 | 9,776 | ||||
| MarketMuse marketmuse.com | 7% | 88 | 880 | 16 | 98,619 | |||
| BrightEdge brightedge.com | 7% | 77 | 4,400 | 180 | 27,218 | 2 | ||
| Clearscope clearscope.io | 2% | 147 | 880 | 16 | 5,737 | 0 | ||
| Surfer SEO surferseo.com | 2% | 169 | 5,400 | 146 | 99,288 | 22 | 1 | |
| BrightEdge Data Science Platform | 2% | |||||||
| Semrush parent site Semrush AI Visibility Toolkit 2% | 2% | 118 | 90,500 | 2,055 |
Google's top ten for the two searches hold 16 sites; 2 of them are among the sites the models cited here (conductor.com, seoclarity.net). The first result for “best seo and content optimization platform” is reddit.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best SEO and content optimization platform for an enterprise B2B company?”Paraphrase“Which SEO content optimization tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade SEO and content optimization platforms and how do they differ?”Budget-constrained“What is the best SEO and content optimization platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an SEO and content optimization platform. What should we look at?”Negative“Which SEO and content optimization platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceSemrush AI Visibility ToolkitChangedno first choiceseoClarityno first choiceagainst: Semrush
Seven alternatives
Ahrefs, AlliAI, Clearscope, MarketMuse, Sight AI, Surfer SEO, WebFX's MarketingCloudFXThree alternatives
Clearscope, MarketMuse, Surfer SEOGPT-5.4 miniConductorConductorHeldBrightEdge, ConductorConductoragainst: BrightEdgeno first choicenothing named
Two alternatives
BrightEdge, SemrushOne alternative
MarketMuseFive alternatives
Botify, Clearscope, MarketMuse, Surfer SEO, seoClarityOne alternative
seoClarityGemini 3.5 FlashConductor, MarketMuseagainst: BrightEdgeConductorChangedConductorseoClarityagainst: Ahrefs, Clearscope, Semrush, Surfer SEOno first choiceagainst: Cloudflare Workers, Netpeak Spider, RankMath, Screaming Frog, SearchPilot, Yoast SEO
Four alternatives
Botify, Clearscope, Semrush, seoClarityTwo alternatives
Clearscope, MarketMuseFive alternatives
Botify, BrightEdge, Clearscope, MarketMuse, seoClarityOne alternative
ConductorPerplexity SonarSemrushBrightEdge, ConductorChangedagainst: Clearscope, Surfer SEOno first choiceConductoragainst: BrightEdgeno first choiceagainst: Ahrefs, BrightEdge, Conductor, Moz, RankIQ, Screaming Frog SEO Spider, Semrush, group-buy SEO tools
Three alternatives
Botify, BrightEdge, ConductorFour alternatives
AirOps, MarketMuse, Slate, seoClarityThree alternatives
Botify, Semrush, seoClarityGrok 4.20Conductoragainst: BrightEdgeConductorHeldBrightEdgeagainst: MozConductoragainst: Ahrefs, Clearscope, MarketMuse, Semrush, Surfer SEOno first choiceagainst: Ahrefs, BrightEdge, Clearscope, Frase, Mangools, MarketMuse, Moz, SE Ranking, Screaming Frog, Semrush, Surfer SEO, seoClarity
Two alternatives
Semrush, seoClarityTwo alternatives
Semrush, seoClaritySix alternatives
Ahrefs, Botify, Conductor, Semrush, Surfer SEO, seoClarityTwo alternatives
BrightEdge, seoClarityMistral SmallConductorHubSpot Content Hub, HubSpot Marketing HubChangedBrightEdge, ConductorseoClarityagainst: Clearscope, Surfer SEOxSeek Scaleagainst: Ahrefs, BrightEdge, Conductor, Moz, Searchmetrics, Sistrix, Siteimprove
Five alternatives
BrightEdge, Clearscope, Frase, MarketMuse, SemrushFour alternatives
BrightEdge, Clearscope, Conductor, MarketMuseFour alternatives
Ahrefs, Botify, Semrush, seoClarityTwo alternatives
BrightEdge, ConductorFour alternatives
Ahrefs, BrightEdge, Conductor, SemrushDeepSeek V4 FlashConductoragainst: Ahrefs, SemrushSemrushChangedno first choiceagainst: Grammarly, MozConductoragainst: Ahrefs, Botify, BrightEdge, seoClarityno first choiceagainst: Botify, Frase, Surfer SEOagainst: BlackHatWorld services, BrightEdge, Clearscope, Conductor, Fiverr backlink gigs, Frase, GSA Search Engine Ranker, LinksManagement, Moz, SAPE, Semrush, Surfer SEO, The Hoth, XRumer
Two alternatives
BrightEdge, MarketMuseThree alternatives
BrightEdge, Conductor, MarketMuseTen alternatives
Acrolinx, Ahrefs, Botify, BrightEdge, Clearscope, Conductor, MarketMuse, Semrush, Surfer SEO, seoClarityOne alternative
SemrushLlama 4 Maverickno first choiceHubSpot Marketing HubChangedno first choiceBrightEdgeno first choiceagainst: Bluefish AI, Cairrot, seoClarity
Five alternatives
Clearscope, Frase, MarketMuse, NeuronWriter, Surfer SEOFour alternatives
Botify, Conductor, Moz, seoClarityQwen 3.7 FlashBrightEdgeBrightEdge Data Science Platform, SemrushChangedno first choiceseoClarityno first choiceagainst: Adobe Experience Manager - AEM, Clearscope, DeepCrawl, Frase, GoDaddy, MarketMuse, Moz, Screaming Frog, Squarespace, Surfer SEO, Ubersuggest, Wix
Three alternatives
Conductor, Lumar, MarketMuseThree alternatives
Clearscope, MarketMuse, Surfer SEOThree alternatives
Botify, BrightEdge, SemrushKimi K2Conductoragainst: BrightEdgeMarketMuseChangedConductorseoClarityagainst: Ahrefs, Botify, BrightEdge, Conductor, Lumar, Semrush, Surfer SEOConductoragainst: BrightEdgeagainst: Ahrefs, Botify, BrightEdge, Conductor, Moz, Semrush, Sistrix, Siteimprove, seoClarity
Four alternatives
Clearscope, MarketMuse, Semrush, Surfer SEOFive alternatives
BrightEdge, Clearscope, Conductor, Sight AI, Surfer SEOFive alternatives
Ahrefs, Botify, BrightEdge, Semrush, seoClarityOne alternative
ClearscopeTwo alternatives
Clearscope, seoClarityGLM 4.7 FlashXSemrushSurfer SEOChangedno first choiceConductorno first choiceagainst: Ahrefs, Botify, BrightEdge, Clearscope, Conductor, Frase, Moz, Screaming Frog, Semrush, Siteimprove, Surfer SEO, seoClarity
Four alternatives
Ahrefs, BrightEdge, Clearscope, MarketMuseFour alternatives
Ahrefs, Botify, Conductor, SemrushEight alternatives
Ahrefs, Botify, BrightEdge, Conductor Searchlight, Lumar, Semrush, Siteimprove, seoClarityTwo alternatives
AccuRanker, seoClarityMiniMax M2.5Conductor, SemrushMarketMuseChangedno first choiceClearscopeagainst: Botify, BrightEdge, Conductorno first choiceagainst: Semrushagainst: Clearscope, Frase, Surfer SEO
Three alternatives
Ahrefs, MarketMuse, seoClarityTwo alternatives
Semrush Writing Assistant, Surfer SEOTwo alternatives
Semrush, seoClarityBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:27 | yes | 7 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:29 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:23 | yes | 21 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-14 23:38 | yes | 20 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 01:04 | yes | 0 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:31 | yes | 0 | 12 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 01:53 | yes | 0 | 19 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:32 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:50 | yes | 0 | 41 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:27 | yes | 0 | 36 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:26 | yes | 0 | 134 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:33 | yes | 0 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:52 | yes | 7 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:28 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:59 | yes | 22 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-14 23:34 | yes | 20 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 23:02 | yes | 0 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:03 | yes | 0 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:57 | yes | 0 | 50 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:46 | yes | 0 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:20 | no | 0 | 45 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:15 | yes | 0 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:11 | yes | 0 | 53 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:49 | yes | 0 | 11 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:38 | yes | 8 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:39 | yes | 6 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 22:52 | yes | 16 | 60 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 04:35 | yes | 20 | 10 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:19 | yes | 0 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:04 | yes | 0 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:49 | yes | 0 | 58 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:22 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:38 | yes | 0 | 42 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:22 | yes | 0 | 57 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:15 | yes | 0 | 36 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:49 | yes | 0 | 11 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:00 | yes | 14 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:35 | yes | 4 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:16 | yes | 18 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-14 23:39 | yes | 20 | 9 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 00:47 | yes | 0 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:28 | yes | 0 | 10 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:43 | yes | 0 | 54 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:24 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:05 | yes | 0 | 43 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:17 | yes | 0 | 82 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:04 | yes | 0 | 27 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 05:07 | yes | 0 | 43 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:41 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:22 | yes | 2 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:24 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 01:16 | yes | 20 | 11 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 23:32 | yes | 0 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 22:55 | yes | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:22 | yes | 0 | 26 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:16 | yes | 0 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:04 | no | 0 | 50 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:29 | yes | 0 | 58 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:21 | yes | 0 | 27 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:55 | yes | 0 | 13 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:49 | yes | 27 | 15 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:29 | yes | 3 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:07 | yes | 15 | 32 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-14 23:52 | yes | 20 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 00:53 | yes | 0 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:03 | yes | 0 | 15 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 04:53 | yes | 0 | 56 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:45 | yes | 0 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:23 | no | 0 | 35 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:53 | yes | 0 | 39 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:09 | yes | 0 | 29 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:25 | yes | 0 | 29 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Yoast read as Yoast SEO
Unresolved, counted raw
AccuRanker
Adobe Experience Manager - AEM
AlliAI
BlackHatWorld services
Bluefish AI
BrightEdge Data Science Platform
Cloudflare Workers
Conductor Searchlight
Fiverr backlink gigs
LinksManagement
Netpeak Spider
SAPE (Sape.ru)
SearchPilot
The Hoth
WebFX's MarketingCloudFX
group-buy SEO tools
Discontinued, still offered
No shut-down product was recommended here.