SEO and content optimization platforms for small business buyers
Asked as “SEO and content optimization platform”, and as “SEO content optimization tool”, on behalf of a small B2B company. 52 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
23%
Contested · Semrush 21%
23Surfer SEO21Semrush15Frase40others
23% of first choices, contested.
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 a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the five products at 0%, ordered by negative rate
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.
Google Search Console is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other eleven models zero times of 44. Google Analytics 4 is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other eleven models zero times of 44. Lab treatment is defined on the method page; the row is marked, not excluded.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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
13
14Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Surfer SEO23%
Surfer SEO23%02Semrush21%
Semrush21%03Frase15%
Frase15%04SE Ranking13%
SE Ranking13%05NeuronWriter8%
NeuronWriter8%06Ahrefs6%
Ahrefs6%07Ubersuggest6%
Ubersuggest6%08Clearscope4%
Clearscope4%09Mangools2%
Mangools2%10Google Search Console0%
Google Search Console0%11Google Analytics 40%
Google Analytics 40%12Yoast SEO0%
Yoast SEO0%13Screaming Frog0%
Screaming Frog0%14MarketMuse0%
MarketMuse0%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, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2 and GLM 4.7 FlashX 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.
Semrush33%
15 of 45 labels negative · 9 of 12 models
“Established tools like Semrush, Ahrefs, and Screaming Frog have steep learning curves and higher prices, but they're generally reliable” Qwen 3.7 Flash, negative prompt
Clearscope32%
11 of 34 labels negative · 7 of 12 models · 3 hard negative
“Avoid pricier options like Clearscope ($129+) unless you have a dedicated team.” Grok 4.20, paraphrase prompt
BrightEdge86%
6 of 7 labels negative · 5 of 12 models · 4 hard negative
“Avoid "Enterprise-Only" Platforms: Enterprise platforms like BrightEdge, Conductor, or Searchmetrics typically cost $10k–$30k+ annually” Gemini 3.5 Flash, scale prompt
MarketMuse56%
9 of 16 labels negative · 5 of 12 models · 4 hard negative
“Avoid enterprise-heavy like MarketMuse ($99+) unless strategy-focused.” Grok 4.20, comparative 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
21 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. 262 links across 159 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.
7 answers · 7 citations · 3 models
6 answers · 6 citations · 2 models
vendor site · Rankability6 answers · 6 citations · 3 models
6 answers · 6 citations · 2 models
6 answers · 6 citations · 3 models
vendor site · Semrush5 answers · 5 citations · 3 models
vendor site · Reddit4 answers · 5 citations · 2 models
vendor site · Distribb4 answers · 4 citations · 1 model
vendor site · Morningscore4 answers · 4 citations · 2 models
vendor site · Zapier4 answers · 4 citations · 2 models
vendor site · YouTube3 answers · 5 citations · 1 model
vendor site · HubSpot3 answers · 4 citations · 1 model
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.
7 answers · 3 models
6 answers · 2 models
6 answers · 2 models
4 answers · 2 models
4 answers · 2 models
3 answers · 1 model
3 answers · 1 model
3 answers · 3 models
3 answers · 3 models
3 answers · 2 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 |
|---|---|---|---|---|---|---|---|---|
| Surfer SEO surferseo.com | 23% | 169 | 5,400 | 146 | 99,288 | 22 | 1 | |
| Semrush semrush.com | 21% | 316 | 90,500 | 2,055 | 2,885,637 | $1,727 | 103 | |
| Frase frase.io | 15% | 93 | 6,600 | 100,460 | 8,882 | 7 | ||
| SE Ranking seranking.com | 13% | 88 | 8,100 | 207 | 309,691 | $2,632 | 50 | |
| NeuronWriter neuronwriter.com | 8% | 31 | 720 | 7 | 363 | 0 | ||
| Ahrefs ahrefs.com | 6% | 244 | 49,500 | 1,338 | 1,260,839 | $441 | 30 | |
| Ubersuggest neilpatel.com | 6% | 41 | 14,800 | 222 | 205,950 | 0 | ||
| Clearscope clearscope.io | 4% | 147 | 880 | 16 | 5,737 | 0 | ||
| Mangools mangools.com | 2% | 18 | 1,600 | 45 | ||||
| Sight AI trysight.ai | 2% | 3 |
Google's top ten for the two searches hold 16 sites; 4 of them are among the sites the models cited here (blog.hubspot.com, rankability.com, reddit.com, zapier.com). 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 a small B2B company?”Paraphrase“Which SEO content optimization tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top SEO and content optimization platforms for a small team and how do they differ?”Budget-constrained“What is the best SEO and content optimization platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an SEO and content optimization platform. What should we look at?”Negative“Which SEO and content optimization platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Sight AISurfer SEOChangedSurfer SEOagainst: GrowthBarUbersuggestno first choiceagainst: Screaming Frog, Semrush, Small SEO Tools
Two alternatives
BlogSEO, Neil Patel's platformSix alternatives
Clearscope, Google Analytics 4, Google Search Console, LowFruits, Mangools, RankMathFour alternatives
Frase, NeuronWriter, SE Ranking, ScalenutThree alternatives
GrowthBar, Mangools, WriterZenGPT-5.4 miniSemrushSemrushHeldAhrefsagainst: MarketMuseSemrushagainst: MarketMuseno first choicenothing named
Two alternatives
Ahrefs, Surfer SEOTwo alternatives
Frase, Yoast SEOThree alternatives
Clearscope, Frase, Surfer SEOOne alternative
ClearscopeGemini 3.5 FlashFraseSemrushChangedSE Ranking, Surfer SEOagainst: SemrushNeuronWriter, SE Rankingagainst: Ahrefs, Clearscope, SemrushSemrush, Surfer SEOagainst: BrightEdge, Conductor, Searchmetricsagainst: Ahrefs, BrightEdge, Conductor, DeepCrawl, GSA Search Engine Ranker, Lumar, SEnuke, Screaming Frog, Semrush, Yext
Three alternatives
SE Ranking, Semrush, Surfer SEOTwo alternatives
Frase, Surfer SEOThree alternatives
Frase, Mangools, NeuronWriterFive alternatives
Ahrefs, Google Search Console, Hemingway Editor, Keysearch, UbersuggestFour alternatives
Ahrefs, Clearscope, Frase, SE RankingPerplexity SonarSemrushSurfer SEOChangedClearscope, SE Ranking, Semrush, Surfer SEOagainst: UbersuggestSE Rankingagainst: Ubersuggestno first choiceagainst: Ahrefs, BrightEdge, Canva Sites, Clearscope, GoDaddy Website Builder, Google Website Builder, Screaming Frog, Semrush, Surfer SEO, Weebly
Four alternatives
Google Search Console, HubSpot Marketing Hub, Screaming Frog, Surfer SEOFour alternatives
Clearscope, Frase, NeuronWriter, SemrushFour alternatives
Ahrefs, Frase, Mangools, MozTwo alternatives
Google Search Console, MangoolsGrok 4.20Frase, Surfer SEOagainst: Clearscope, MarketMuse, ScalenutFraseChangedagainst: ClearscopeFrase, Surfer SEOagainst: MarketMuse, SemrushUbersuggestagainst: Semrush, Surfer SEOSemrushagainst: Ahrefs, Clearscope, SEOWILL, Semrush, Surfer SEO, Ubersuggest, Yoast SEO
One alternative
SemrushThree alternatives
PageOptimizer Pro, SE Ranking, Surfer SEOThree alternatives
Ahrefs, Clearscope, SE RankingTen alternatives
Ahrefs, AnswerThePublic, Frase, Google Analytics 4, Google Keyword Planner, Google Search Console, NeuronWriter, SE Ranking, Screaming Frog SEO Spider, WriterZenFour alternatives
Ahrefs, Frase, Moz, Surfer SEOMistral SmallSemrushSurfer SEOChangedFrase, NeuronWriterFrase, SE Rankingagainst: Clearscopeno first choicenothing named
Two alternatives
Ahrefs, Surfer SEOTwo alternatives
Clearscope, DashwordSeven alternatives
Clearscope, Dashword, Rank Math, SE Ranking, SEMrush SEO Writing Assistant, Surfer SEO, Yoast SEOFour alternatives
Google Search Console, Mangools, Surfer SEO, UbersuggestDeepSeek V4 FlashSemrushFraseChangedagainst: Clearscope, MarketMuse, Surfer SEOFrase, SE Ranking, Surfer SEOagainst: MarketMuseMangools, NeuronWriteragainst: Surfer SEOno first choiceagainst: MarketMuseagainst: BrandWell, Byword, Copy.ai, Jasper, Ranklytics, SEObot, Semrush, Ubersuggest, Zutrix
Two alternatives
Ahrefs, Surfer SEOOne alternative
NeuronWriterFive alternatives
Ahrefs, Clearscope, Moz, NeuronWriter, SemrushSix alternatives
Ahrefs, Google Search Console, Rank Math, SE Ranking, Screaming Frog, Yoast SEOEight alternatives
Ahrefs, Clearscope, Frase, Google Analytics 4, Google Search Console, SE Ranking, Semrush, Surfer SEOLlama 4 MaverickAhrefs, Semrushno first choiceChangedno first choiceSE Rankingno first choiceagainst: BrightEdge, Conductor, Majestic
Three alternatives
Moz, Screaming Frog, Surfer SEOOne alternative
SE RankingTwo alternatives
NeuronWriter, Surfer SEOQwen 3.7 FlashAhrefsSurfer SEOChangedFraseSE Rankingagainst: Ahrefs, SemrushClearscope, Surfer SEOagainst: Ahrefs, Screaming Frog, Semrush
Four alternatives
HarborSEO, SE Ranking, Semrush, Surfer SEOTwo alternatives
Frase, SE RankingFour alternatives
Clearscope, NeuronWriter, Scalenut, Surfer SEOTwo alternatives
Surfer SEO, UbersuggestTwo alternatives
SE Ranking, SemrushKimi K2Surfer SEOagainst: NeuronWriterFraseChangedagainst: ClearscopeFraseagainst: ClearscopeNeuronWriteragainst: Clearscope, MarketMuse, Surfer SEOClearscope, Surfer SEOagainst: Ahrefs, BrightEdge, Conductor, Keysearch, Keywords Everywhere, Semrush, Siteimprove, Surfer SEO
One alternative
SemrushThree alternatives
MarketMuse, NeuronWriter, Surfer SEOSeven alternatives
Ahrefs, NeuronWriter, Rank Math, SE Ranking, Semrush, Surfer SEO, Yoast SEOSeven alternatives
Google Analytics 4, Google Search Console, Keywords Everywhere, LowFruits, NightOwl, SE Ranking, UbersuggestTwo alternatives
Ahrefs, SE RankingGLM 4.7 FlashXSE RankingSurfer SEOChangedFrase, Surfer SEONeuronWriter, SE Rankingno first choiceagainst: Anyword, BrightEdge, Clearscope, Conductor, Copy.ai, Dashword, HubSpot Content Hub, Majestic, MarketMuse, Rytr, SEOengine.ai, Screaming Frog, Search Atlas, Semrush, Writer, Writesonic, Yoast SEO
Eight alternatives
Ahrefs, Google Analytics 4, Google Search Console, Keysearch, Mangools, Semrush, Surfer SEO, UbersuggestOne alternative
SemrushFive alternatives
Ahrefs, Clearscope, SE Ranking, Semrush, Yoast SEOSix alternatives
Frase, Google Keyword Planner, Google Search Console, INK AI Writer, Mangools, PageOptimizer ProMiniMax M2.5Frase, Surfer SEOagainst: SemrushFrase, Surfer SEOHeldSurfer SEOUbersuggestAhrefs, Semrushagainst: Angi Leads, Devumi, Growth Cave, Hibu, Long Tail Pro, Point Break Media, Semrush, The Income Store, Ubersuggest
One alternative
SE RankingTwo alternatives
PageOptimizer Pro, Yoast SEOFour alternatives
Clearscope, Frase, MarketMuse, NeuronWriterTwo alternatives
SE Ranking, Surfer SEOTwo alternatives
Moz, Surfer SEOBold 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 | 2026-09-14 23:15 | yes | 7 | 6 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:56 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:30 | yes | 18 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 02:07 | yes | 20 | 5 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 04:12 | yes | 0 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:01 | yes | 0 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 01:23 | yes | 0 | 14 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:19 | yes | 0 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:47 | yes | 0 | 40 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:37 | yes | 0 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:17 | yes | 0 | 25 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:05 | yes | 0 | 14 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:42 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:56 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 22:51 | yes | 8 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-14 23:34 | yes | 20 | 7 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) | 2026-09-15 03:42 | yes | 0 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:43 | yes | 0 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-14 23:21 | yes | 0 | 16 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:17 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:44 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:00 | yes | 0 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:01 | yes | 0 | 55 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 22:52 | yes | 0 | 12 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:14 | yes | 6 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:35 | yes | 10 | 17 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:39 | yes | 12 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 00:20 | yes | 20 | 8 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 00:15 | yes | 0 | 7 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:34 | yes | 0 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:25 | yes | 0 | 61 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:41 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:01 | yes | 0 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:08 | yes | 0 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:21 | yes | 0 | 58 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:51 | yes | 0 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 22:51 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:25 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:40 | yes | 18 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 01:51 | yes | 20 | 6 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 01:49 | yes | 0 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:19 | yes | 0 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:18 | yes | 0 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:15 | yes | 0 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:49 | yes | 0 | 22 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:00 | yes | 0 | 24 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:48 | yes | 0 | 25 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:47 | yes | 0 | 12 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:34 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:40 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:03 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 04:35 | 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) | 2026-09-15 03:23 | yes | 0 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:29 | yes | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:10 | yes | 0 | 78 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:21 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:11 | yes | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:10 | yes | 0 | 28 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:49 | yes | 0 | 60 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:42 | yes | 0 | 17 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:57 | yes | 20 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:25 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:43 | yes | 11 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 03:35 | yes | 20 | 6 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 01:21 | yes | 0 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:20 | yes | 0 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:19 | yes | 0 | 26 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:24 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 22:59 | yes | 0 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:21 | yes | 0 | 36 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:51 | yes | 0 | 33 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:55 | yes | 0 | 20 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
HubSpot read as HubSpot Content Hub
Yoast read as Yoast SEO
Unresolved, counted raw
AISEO
Ahrefs Agency
BlogSEO
Canva Sites
Google Autocomplete
Google Website Builder
HarborSEO
INK AI Writer
Neil Patel's platform
NightOwl
Rank Math free tier
Ranklytics
SEOWILL
SEObot
SEnuke
Small SEO Tools
Zutrix
Discontinued, still offered
No shut-down product was recommended here.