SEO and content optimization platforms
Asked as “SEO and content optimization platform”, and as “SEO content optimization tool”, on behalf of a mid-market B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen 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
24%
Contested · Semrush 20%
24Surfer SEO20Semrush12Clearscope45others
24% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Surfer SEO (24%) replaces Semrush (21% then, 20% now), 4 points clear, inside the 11-point floor.Surfer SEO leads at 24%, replacing Semrush, which led at 21% and stands at 20% now: 4 points clear, inside the floor, so the swap reads as unsettled.
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.
Small business
Surfer SEO19%Contested▼−1Since October 2026: 20% → 19%, −1 point. Inside the 11-point floor: within noise.Standing →Mid-marketSurfer SEO24%Contested↗new leaderNew leader since October 2026: Surfer SEO (24%) replaces Semrush (21% then, 20% now), 4 points clear, inside the 11-point floor.This pageEnterprise
Conductor50%Clear leader▲+10Since October 2026: 40% → 50%, +10 points. Inside the 11-point floor: within noise.Standing →
Surfer SEO19%Contested▼−1Since October 2026: 20% → 19%, −1 point. Inside the 11-point floor: within noise.Standing →Mid-marketSurfer SEO24%Contested↗new leaderNew leader since October 2026: Surfer SEO (24%) replaces Semrush (21% then, 20% now), 4 points clear, inside the 11-point floor.This pageEnterpriseConductor50%Clear leader▲+10Since October 2026: 40% → 50%, +10 points. Inside the 11-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Surfer SEO24%22%63accepted challenger▲+7Since October 2026: 17% → 24%, +7 points. Inside the 11-point floor: within noise.17% → 24%
Surfer SEO24%22%63accepted challenger▲+7Since October 2026: 17% → 24%, +7 points. Inside the 11-point floor: within noise.17% → 24%02
Semrush20%21%57accepted challenger▼−1Since October 2026: 21% → 20%, −1 point. Inside the 11-point floor: within noise.21% → 20%
Semrush20%21%57accepted challenger▼−1Since October 2026: 21% → 20%, −1 point. Inside the 11-point floor: within noise.21% → 20%03
Clearscope12%18%60accepted challenger▼−2Since October 2026: 14% → 12%, −2 points. Inside the 11-point floor: within noise.14% → 12%
Clearscope12%18%60accepted challenger▼−2Since October 2026: 14% → 12%, −2 points. Inside the 11-point floor: within noise.14% → 12%04
NeuronWriter12%0%16accepted challenger▲+5Since October 2026: 7% → 12%, +5 points. Inside the 11-point floor: within noise.7% → 12%
NeuronWriter12%0%16accepted challenger▲+5Since October 2026: 7% → 12%, +5 points. Inside the 11-point floor: within noise.7% → 12%05
SE Ranking8%4%23accepted challenger▼−2Since October 2026: 10% → 8%, −2 points. Inside the 11-point floor: within noise.10% → 8%
SE Ranking8%4%23accepted challenger▼−2Since October 2026: 10% → 8%, −2 points. Inside the 11-point floor: within noise.10% → 8%06
Frase6%19%42accepted challenger▲+3Since October 2026: 3% → 6%, +3 points. Inside the 11-point floor: within noise.3% → 6%
Frase6%19%42accepted challenger▲+3Since October 2026: 3% → 6%, +3 points. Inside the 11-point floor: within noise.3% → 6%07Conductor4%16%19accepted challenger▲+1Since October 2026: 3% → 4%, +1 point. Inside the 11-point floor: within noise.3% → 4%
Conductor4%16%19accepted challenger▲+1Since October 2026: 3% → 4%, +1 point. Inside the 11-point floor: within noise.3% → 4%08
Ahrefs2%17%52accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%
Ahrefs2%17%52accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%Show the six products at 0%, ordered by negative rate
14
BrightEdge0%35%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
BrightEdge0%35%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13
Moz0%29%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Moz0%29%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
MarketMuse0%15%40accepted challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise.3% → 0%
MarketMuse0%15%40accepted challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise.3% → 0%10
Google Search Console Lab in the set0%0%21accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Google Search Console Lab in the set0%0%21accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Screaming Frog0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Screaming Frog0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
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 thirteen models zero times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
All twenty-eight head-to-head pages: the top eight products, each against each
Surfer SEO vs SE RankingSurfer SEO vs FraseSurfer SEO vs ConductorSurfer SEO vs AhrefsSemrush vs ClearscopeSemrush vs NeuronWriterSemrush vs SE RankingSemrush vs FraseSemrush vs ConductorSemrush vs AhrefsClearscope vs NeuronWriterClearscope vs SE RankingClearscope vs FraseClearscope vs ConductorClearscope vs AhrefsNeuronWriter vs SE RankingNeuronWriter vs FraseNeuronWriter vs ConductorNeuronWriter vs AhrefsSE Ranking vs FraseSE Ranking vs ConductorSE Ranking vs AhrefsFrase vs ConductorFrase vs AhrefsConductor vs Ahrefs
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 →
0102030405060708091011
121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Surfer SEO24%
Surfer SEO24%02Semrush20%
Semrush20%03Clearscope12%
Clearscope12%04NeuronWriter12%
NeuronWriter12%05SE Ranking8%
SE Ranking8%06Frase6%
Frase6%07Conductor4%
Conductor4%08Ahrefs2%
Ahrefs2%09MarketMuse0%
MarketMuse0%10Google Search Console0%
Google Search Console0%11Screaming Frog0%
Screaming Frog0%12Dashword0%
Dashword0%13Moz0%
Moz0%14BrightEdge0%
BrightEdge0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna 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 SEO22%
14 of 63 labels negative · 11 of 14 models · 1 hard negative
“Avoid premium-heavy tools like Clearscope, SurferSEO, or Frase” Grok 4.20, budget prompt
Semrush21%
12 of 57 labels negative · 10 of 14 models · 1 hard negative
“Don't pay for expensive tools like Semrush ($139+/month)” MiniMax M2.5, budget prompt
Clearscope18%
11 of 60 labels negative · 9 of 14 models · 2 hard negative
“Avoid premium-heavy tools like Clearscope, SurferSEO, or Frase unless you can allocate $100+/month” Grok 4.20, budget prompt
Ahrefs17%
9 of 52 labels negative · 8 of 14 models
“These top the lists for complaints in categories like pricing (steep tiers, add-ons, and credit systems)” Grok 4.20, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
75 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 793 links across 308 sites, every framing counted. Ranked by the number of answers carrying the site or page. 43 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Zapier30 answers · 32 citations · 8 models
vendor site · HubSpot28 answers · 41 citations · 10 models
vendor site · Search Atlas17 answers · 18 citations · 9 models
publisher (Gane)14 answers · 17 citations · 7 models
vendor site · Rankability14 answers · 14 citations · 9 models
13 answers · 13 citations · 4 models
11 answers · 14 citations · 6 models
vendor site · Semrush10 answers · 16 citations · 6 models
9 answers · 11 citations · 7 models
vendor site · LinkedIn9 answers · 11 citations · 6 models
vendor site · Frase8 answers · 12 citations · 6 models
8 answers · 12 citations · 7 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.
28 answers · 8 models
13 answers · 4 models
11 answers · 10 models
11 answers · 6 models
10 answers · 8 models
9 answers · 5 models
8 answers · 5 models
7 answers · 5 models
6 answers · 6 models
6 answers · 4 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 | 24% | 169 | 5,400 | 146 | 99,288 | 22 | 1 | |
| Semrush semrush.com | 20% | 316 | 90,500 | 2,055 | 2,885,637 | $1,727 | 103 | |
| Clearscope clearscope.io | 12% | 147 | 880 | 16 | 5,737 | 0 | ||
| NeuronWriter neuronwriter.com | 12% | 31 | 720 | 7 | 363 | 0 | ||
| SE Ranking seranking.com | 8% | 88 | 8,100 | 207 | 309,691 | $2,632 | 50 | |
| Frase frase.io | 6% | 93 | 6,600 | 100,460 | 8,882 | 7 | ||
| Ubersuggest neilpatel.com | 6% | 41 | 14,800 | 222 | 205,950 | 0 | ||
| Conductor conductor.com | 4% | 134 | 49,500 | 26,956 | 45,843 | 30 | 8 | |
| Semrush parent site Semrush AI Visibility Toolkit 2%, Semrush's Content Toolkit 2% | 4% | 118 | 90,500 | 2,055 | ||||
| Ahrefs ahrefs.com | 2% | 244 | 49,500 | 1,338 | 1,260,839 | $441 | 30 |
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, linkedin.com, rankability.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 mid-market B2B company?”Paraphrase“Which SEO content optimization tool would you recommend to a mid-sized B2B company?”Comparative“What are the top SEO and content optimization platforms and how do they differ?”Budget-constrained“What is the best SEO and content optimization platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an SEO and content optimization platform. What should we look at?”Negative“Which SEO and content optimization platforms should I avoid or be cautious about?”
Claude Haiku 4.5Surfer SEOClearscopeChangedSurfer SEOFraseno first choiceagainst: Frase, Surfer SEO
Four alternatives
Clearscope, MarketMuse, SE Ranking, SemrushThree alternatives
SE Ranking, Semrush, Surfer SEONine alternatives
Ahrefs, Clearscope, Frase, MarketMuse, Moz, NeuronWriter, Search Atlas, Semrush, Yoast SEOTwo alternatives
GrowthBar, Search AtlasGPT-5.4 miniConductoragainst: Semrush, Surfer SEOSurfer SEOChangedAhrefs, Semrushagainst: MozSemrush's Content Toolkitno first choicenothing named
One alternative
BrightEdgeThree alternatives
Clearscope, Frase, MarketMuseThree alternatives
Clearscope, MarketMuse, Surfer SEOOne alternative
Surfer SEOGemini 3.5 FlashClearscopeagainst: BrightEdgeSurfer SEOChangedAhrefs, SemrushNeuronWriter, SE Rankingagainst: Ahrefs, Semrush, Surfer SEOno first choiceagainst: Clearscope, Frase, GSA Search Engine Ranker, Moz, RankerX, SENuke, Surfer SEO, XRumer
Six alternatives
Ahrefs, Conductor, Frase, MarketMuse, Semrush, Surfer SEOThree alternatives
Clearscope, Frase, MarketMuseSix alternatives
BrightEdge, Clearscope, Conductor, MarketMuse, SE Ranking, Surfer SEOFive alternatives
Ahrefs, Frase, Google Search Console, Mangools, UbersuggestPerplexity SonarSemrushagainst: BrightEdge, ConductorSurfer SEOChangedSemrushUbersuggestagainst: Clearscope, MarketMuse, Semrushno first choiceagainst: Ahrefs, BrightEdge, Clearscope, Frase, Jasper, MarketMuse, SEOClerk, Scalenut, Semrush, Surfer SEO
Seven alternatives
Ahrefs, Clearscope, Google Analytics 4, Google Search Console, HubSpot Marketing Hub, SE Ranking, Search AtlasFour alternatives
Ahrefs, Clearscope, HubSpot Content Hub, SemrushSeven alternatives
Ahrefs, Clearscope, Frase, MarketMuse, Scalenut, Screaming Frog, Surfer SEOFour alternatives
Google Search Console, Keysearch, NeuronWriter, Screaming FrogGrok 4.20Semrush, Surfer SEOagainst: BrightEdge, Conductor, JasperClearscopeChangedAhrefs, SemrushSE Rankingagainst: Ahrefs, Clearscope, Frase, Semrush, Surfer SEOClearscope, Surfer SEOagainst: Ahrefs, BrightEdge, Clearscope, Ezoic, Frase, MarketMuse, Semrush, Surfer SEO
Seven alternatives
Ahrefs, Clearscope, Frase, LowFruits, MarketMuse, RankUp, Search AtlasFour alternatives
Dashword, Frase, SE Ranking, Surfer SEOSix alternatives
Clearscope, Dashword, MarketMuse, Moz, SE Ranking, Surfer SEONine alternatives
Google Analytics 4, Google Keyword Planner, Google Search Console, HubSpot's Free SEO Tools, Mangools, PageOptimizer Pro, Serpstat, Ubersuggest, Yoast SEOFour alternatives
Ahrefs, Frase, SE Ranking, SemrushMistral SmallSemrushClearscope, SemrushChangedAhrefsFrase, NeuronWriterno first choiceagainst: Ahrefs, Autopilot SEO Tools, BrightEdge, Conductor, Moz, Semrush, Surfer SEO
Three alternatives
Ahrefs, HubSpot Marketing Hub, Surfer SEOTwo alternatives
Frase, Surfer SEOFour alternatives
Clearscope, Moz, Semrush, Surfer SEOOne alternative
Surfer SEODeepSeek V4 FlashSemrushSurfer SEOChangedno first choicePageOptimizer Pro, UbersuggestConductoragainst: Groupbuyseotools.net / .org, SEO PowerSuite, SEOeStore.net, SEOwriting.ai, Semrush
Five alternatives
Ahrefs, Clearscope, MarketMuse, Similarweb, Surfer SEOFour alternatives
Clearscope, Frase, MarketMuse, Semrush AISix alternatives
Ahrefs, Clearscope, Frase, MarketMuse, Semrush, Surfer SEOEight alternatives
Dashword, Google Analytics 4, Google Keyword Planner, Google Search Console, Keysearch, Keywords Everywhere, Screaming Frog, Surfer SEOFive alternatives
Ahrefs, Botify, BrightEdge, Semrush, seoClarityLlama 4 MaverickSemrushno first choiceChangedno first choiceNeuronWriterno first choiceagainst: Ahrefs, Moz, Semrush, Surfer SEO
Two alternatives
Frase, Surfer SEOQwen 3.7 FlashSemrushSemrushHeldSurfer SEOagainst: MarketMuseSE Rankingno first choiceagainst: Clearscope, GSA Search Engine Ranker, SEnuke / Magic Submitter, ScrapeBox, XRumer
Four alternatives
Clearscope, HubSpot Content Hub, Surfer SEO, xSeekTwo alternatives
Clearscope, Surfer SEOFive alternatives
Ahrefs, Clearscope, RankMath, Semrush, Yoast SEOFive alternatives
Frase, Google Search Console, NeuronWriter, Surfer SEO, UbersuggestKimi K2Surfer SEOSurfer SEOHeldSemrushSE Rankingno first choiceagainst: Clearscope, MarketMuse, Outranking, SEOwriting.ai, Surfer SEO
Three alternatives
Clearscope, MarketMuse, SemrushTwo alternatives
Clearscope, MarketMuseSix alternatives
Ahrefs, Clearscope, Frase, MarketMuse, Moz, Surfer SEOFour alternatives
Frase, Google Keyword Planner, Google Search Console, Yoast SEOTen alternatives
Ahrefs, BrightEdge, Clearscope, Conductor, Frase, MarketMuse, SE Ranking, Semrush, Surfer SEO, seoClarityGLM 4.7 FlashXSemrushSurfer SEOChangedFrase, Surfer SEONeuronWriteragainst: Ahrefs Free Trial, Moz Pro – Basicno first choiceagainst: Ahrefs, BrightEdge, Clearscope, Frase, GSA Search Engine Ranker, MarketMuse, ScrapeBox, Semrush, Semrush Content AI, Shopify AI, Similarweb, SiteGuru, Surfer SEO, TubeBuddy, VidIQ, XRumer
Three alternatives
Ahrefs, Clearscope, Surfer SEOThree alternatives
Ahrefs, Clearscope, SemrushEight alternatives
Ahrefs, Clearscope, Google Search Console, MarketMuse, NeuronWriter, Outranking, Rankability, SemrushSix alternatives
Google Analytics 4, Google Search Console, Screaming Frog SEO Spider, Surfer SEO – Starter, Wellows, ZeroRank AIMiniMax M2.5Ahrefs, SemrushFrase, LetterdropChangedSemrushUbersuggestagainst: Ahrefs, Clearscope, Semrushno first choicenothing named
Three alternatives
Clearscope, Frase, Surfer SEOThree alternatives
Clearscope, MarketMuse, SE RankingFive alternatives
Ahrefs, Clearscope, MarketMuse, Moz, Surfer SEOSeven alternatives
Google Keyword Planner, Google Search Console, Keywords Everywhere, Mangools, PageOptimizer Pro, Screaming Frog, SeobilityGPT-6 LunaSemrush AI Visibility ToolkitClearscopeChangedno first choiceNeuronWriteragainst: SE Rankingno first choiceagainst: Clearscope, Frase, Surfer SEO
Two alternatives
Clearscope, ConductorOne alternative
MarketMuseNine alternatives
Ahrefs, BrightEdge, Clearscope, Conductor, Google Search Console, MarketMuse, SE Ranking, Semrush, Surfer SEOOne alternative
Google Search ConsoleMuse Glimmer 30BSurfer SEOSurfer SEOHeldAhrefs, SemrushNeuronWriteragainst: Surfer SEOno first choiceagainst: Ahrefs, Clearscope, Content at Scale, Frase, Moz, Semrush, Surfer SEO
Three alternatives
Clearscope, MarketMuse, SemrushThree alternatives
Clearscope, MarketMuse, SemrushFive alternatives
Clearscope, Frase, MarketMuse, Moz, Surfer SEOThree alternatives
Frase, Mangools, SE RankingBold 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.
Eighty-four 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 | 2026-11-01 11:54 | yes | 10 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:37 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:16 | yes | 9 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 14:35 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:53 | yes | 5 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:12 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:45 | yes | 22 | 34 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:06 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:54 | yes | 5 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:12 | yes | 15 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:07 | yes | 23 | 75 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:02 | yes | 5 | 53 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:46 | yes | 3 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:51 | yes | 24 | 26 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:48 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:32 | yes | 5 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:13 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:05 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:46 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:32 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:12 | yes | 23 | 17 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:51 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:52 | yes | 5 | 16 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:47 | yes | 10 | 17 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:01 | yes | 20 | 63 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:17 | yes | 5 | 20 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:29 | yes | 2 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:36 | yes | 13 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:29 | yes | 18 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:16 | yes | 6 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:01 | yes | 9 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 14:15 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:08 | yes | 5 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:17 | yes | 15 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:06 | yes | 25 | 68 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:58 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:10 | no | 0 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:13 | yes | 15 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:31 | yes | 18 | 29 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:30 | yes | 15 | 22 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:32 | yes | 9 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:36 | yes | 15 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:31 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:19 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:46 | no | 0 | 14 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 15:54 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:20 | yes | 5 | 27 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:12 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:56 | yes | 18 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:53 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:21 | yes | 5 | 25 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:33 | yes | 9 | 14 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:49 | yes | 5 | 94 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:34 | yes | 9 | 23 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:30 | yes | 3 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:44 | yes | 14 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:49 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:05 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:25 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:28 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:49 | yes | 5 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:06 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:42 | yes | 23 | 38 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:12 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:12 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:36 | yes | 15 | 47 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:42 | yes | 15 | 22 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:42 | yes | 10 | 46 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:48 | yes | 2 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:10 | yes | 15 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:58 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:49 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:04 | yes | 5 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:50 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:36 | yes | 9 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:57 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:17 | yes | 24 | 39 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:16 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:14 | yes | 10 | 23 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:28 | yes | 24 | 27 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:15 | yes | 23 | 63 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:40 | no | 0 | 27 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:25 | yes | 3 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:53 | yes | 24 | 34 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
Ahrefs Free Trial
CausalFunnel
Content at Scale
ContentFuse / ContentForce
Ezoic
Groupbuyseotools.net / .org
HubSpot's Free SEO Tools
KOZEC
Mainstreethost
Majestic SEO
Moz Pro – Basic
RankUp
RankerX
SEMrush – Free Trial
SENuke
SEOClerk
SEOeStore.net
SEnuke / Magic Submitter
Semantic
Semrush AI
Semrush Content AI
Semrush's Writing Assistant
Shopify AI (Sidekick/Magic)
SiteGuru
Surfer SEO – Starter
The HOTH
TubeBuddy
Ubersuggest Free Tier
Upwork Freelancers
ZeroRank AI
Discontinued, still offered
No shut-down product was recommended here.