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. 57 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
19%
Contested · Semrush 18%
19Surfer SEO18Semrush14SE Ranking49others
19% of first choices, contested.
Since October 2026▼−1Since October 2026: 20% → 19%, −1 point. Inside the 11-point floor: within noise.Surfer SEO held the lead, −1 point on 20%, inside the 11-point floor.
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.This pageMid-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.Standing →Enterprise
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.This pageMid-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.Standing →EnterpriseConductor50%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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Surfer SEO19%14%59accepted challenger▼−1Since October 2026: 20% → 19%, −1 point. Inside the 11-point floor: within noise.20% → 19%
Surfer SEO19%14%59accepted challenger▼−1Since October 2026: 20% → 19%, −1 point. Inside the 11-point floor: within noise.20% → 19%02
Semrush18%38%60criticized challenger▲+6Since October 2026: 12% → 18%, +6 points. Inside the 11-point floor: within noise.12% → 18%
Semrush18%38%60criticized challenger▲+6Since October 2026: 12% → 18%, +6 points. Inside the 11-point floor: within noise.12% → 18%03
SE Ranking14%0%44accepted challenger▼−4Since October 2026: 18% → 14%, −4 points. Inside the 11-point floor: within noise.18% → 14%
SE Ranking14%0%44accepted challenger▼−4Since October 2026: 18% → 14%, −4 points. Inside the 11-point floor: within noise.18% → 14%04
Frase11%10%41accepted challenger▲+2Since October 2026: 9% → 11%, +2 points. Inside the 11-point floor: within noise.9% → 11%
Frase11%10%41accepted challenger▲+2Since October 2026: 9% → 11%, +2 points. Inside the 11-point floor: within noise.9% → 11%05
Mangools7%0%15accepted challenger▲+4Since October 2026: 3% → 7%, +4 points. Inside the 11-point floor: within noise.3% → 7%
Mangools7%0%15accepted challenger▲+4Since October 2026: 3% → 7%, +4 points. Inside the 11-point floor: within noise.3% → 7%06
NeuronWriter5%6%17accepted challenger=heldSince October 2026: 5% → 5%, ±0 points. Inside the 11-point floor: within noise.5% → 5%
NeuronWriter5%6%17accepted challenger=heldSince October 2026: 5% → 5%, ±0 points. Inside the 11-point floor: within noise.5% → 5%07
Ubersuggest4%0%19accepted challenger▼−7Since October 2026: 11% → 4%, −7 points. Inside the 11-point floor: within noise.11% → 4%
Ubersuggest4%0%19accepted challenger▼−7Since October 2026: 11% → 4%, −7 points. Inside the 11-point floor: within noise.11% → 4%08
HubSpot Content Hub4%0%12accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
HubSpot Content Hub4%0%12accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%09
Clearscope4%42%45criticized challenger▲+1Since October 2026: 3% → 4%, +1 point. Inside the 11-point floor: within noise.3% → 4%
Clearscope4%42%45criticized challenger▲+1Since October 2026: 3% → 4%, +1 point. Inside the 11-point floor: within noise.3% → 4%10
Google Search Console Lab in the set2%3%33accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%
Google Search Console Lab in the set2%3%33accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%11
Ahrefs2%34%53criticized challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%
Ahrefs2%34%53criticized challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%12
Dashword2%0%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Dashword2%0%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%13
Moz2%47%17criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Moz2%47%17criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the one product at 0%, ordered by negative rate
14
MarketMuse0%43%21criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
MarketMuse0%43%21criticized 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 one time of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
For buyers
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 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 →
0102030405060708091011121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Surfer SEO19%
Surfer SEO19%02Semrush18%
Semrush18%03SE Ranking14%
SE Ranking14%04Frase11%
Frase11%05Mangools7%
Mangools7%06NeuronWriter5%
NeuronWriter5%07Ubersuggest4%
Ubersuggest4%08HubSpot Content Hub4%
HubSpot Content Hub4%09Clearscope4%
Clearscope4%10Google Search Console2%
Google Search Console2%11Ahrefs2%
Ahrefs2%12Dashword2%
Dashword2%13Moz2%
Moz2%14MarketMuse0%
MarketMuse0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, 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.
Semrush38%
23 of 60 labels negative · 14 of 14 models · 4 hard negative
“Platforms to Approach with Caution or Avoid 1. SEMrush - Frequent complaints about pricing” Grok 4.20, negative prompt
Ahrefs34%
18 of 53 labels negative · 13 of 14 models · 4 hard negative
“Tools to Skip on a Tight Budget - Ahrefs (full suite) — starting at ~$108/month, too expensive” DeepSeek V4 Flash, budget prompt
Clearscope42%
19 of 45 labels negative · 9 of 14 models · 4 hard negative
“avoid paying $140–$250+/month for enterprise suites like Semrush, Ahrefs, or Clearscope” Gemini 3.5 Flash, budget prompt
Moz47%
8 of 17 labels negative · 8 of 14 models · 1 hard negative
“Not ideal for small businesses seeking accurate, actionable insights—many call it outdated compared to modern tools.” 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
72 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. 750 links across 295 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 · HubSpot50 answers · 87 citations · 10 models
vendor site · Zapier22 answers · 22 citations · 9 models
16 answers · 18 citations · 7 models
14 answers · 14 citations · 8 models
vendor site · Search Atlas14 answers · 14 citations · 7 models
vendor site · Frase12 answers · 14 citations · 9 models
11 answers · 11 citations · 6 models
10 answers · 10 citations · 6 models
vendor site · Semrush9 answers · 11 citations · 5 models
9 answers · 10 citations · 7 models
vendor site · Meev9 answers · 9 citations · 7 models
8 answers · 8 citations · 3 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.
48 answers · 10 models
17 answers · 8 models
13 answers · 8 models
11 answers · 8 models
11 answers · 6 models
10 answers · 5 models
10 answers · 6 models
7 answers · 6 models
7 answers · 6 models
7 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 | 19% | 169 | 5,400 | 146 | 99,288 | 22 | 1 | |
| Semrush semrush.com | 18% | 316 | 90,500 | 2,055 | 2,885,637 | $1,727 | 103 | |
| SE Ranking seranking.com | 14% | 88 | 8,100 | 207 | 309,691 | $2,632 | 50 | |
| Frase frase.io | 11% | 93 | 6,600 | 100,460 | 8,882 | 7 | ||
| Mangools mangools.com | 7% | 18 | 1,600 | 45 | ||||
| NeuronWriter neuronwriter.com | 5% | 31 | 720 | 7 | 363 | 0 | ||
| Ubersuggest neilpatel.com | 4% | 41 | 14,800 | 222 | 205,950 | 0 | ||
| HubSpot parent site HubSpot Content Hub 4% | 4% | 318 | 368,000 | 9,776 | ||||
| Rank Math rankmath.com | 4% | 8 | ||||||
| Clearscope clearscope.io | 4% | 147 | 880 | 16 | 5,737 | 0 |
Google's top ten for the two searches hold 16 sites; 2 of them are among the sites the models cited here (blog.hubspot.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 4.5SE Ranking, Surfer SEOagainst: SemrushAhrefs, SemrushChangedScalenutagainst: ClearscopeMangools, Ubersuggestno first choiceagainst: Ahrefs, Clearscope, MarketMuse, Moz, Semrush, Yoast SEO
Two alternatives
Clearscope, Yoast SEOThree alternatives
Moz, SE Ranking, Surfer SEOFour alternatives
Dashword, Frase, NeuronWriter, Surfer SEOSeven alternatives
AnswerThePublic, Google Analytics 4, Google Search Console, GrowthBar, NeuronWriter, Serpstat, Yoast SEOGPT-5.4 miniSE Rankingagainst: SemrushSemrushChangedSemrushagainst: Ahrefs, MarketMuseFraseagainst: MarketMuseno first choicenothing named
One alternative
ClearscopeTwo alternatives
Clearscope, Surfer SEOThree alternatives
Clearscope, Frase, Surfer SEOTwo alternatives
Clearscope, Surfer SEOGemini 3.5 FlashFraseagainst: SemrushFraseHeldSE Rankingagainst: BrightEdge, ConductorNeuronWriteragainst: Ahrefs, Clearscope, SemrushSE Rankingagainst: BrightEdge, Conductoragainst: BrightEdge, Conductor, GSA Search Engine Ranker, Searchmetrics, Yext
Two alternatives
SE Ranking, Surfer SEOTwo alternatives
NeuronWriter, Surfer SEOSix alternatives
Ahrefs, Frase, Mangools, NeuronWriter, Semrush, Surfer SEOSix alternatives
Frase, Google Search Console, Mangools, SE Ranking, Screaming Frog SEO Spider, UbersuggestFive alternatives
Ahrefs, Clearscope, Frase, Semrush, Surfer SEOPerplexity SonarSemrushHubSpot Content HubChangedagainst: ClearscopeSemrushagainst: MarketMuseSE Rankingagainst: Ahrefs, Clearscope, Semrush, Surfer SEOno first choiceagainst: Ahrefs, AirOps, Clearscope, Frase, MarketMuse, Semrush, Surfer SEO
Five alternatives
Clearscope, HubSpot Content Hub, HubSpot Marketing Hub, SE Ranking, Surfer SEOTwo alternatives
Frase, Surfer SEOSeven alternatives
Ahrefs, Clearscope, Dashword, Frase, NeuronWriter, SE Ranking, Surfer SEOFive alternatives
Ahrefs, Frase, Google Keyword Planner, Google PageSpeed Insights, Google Search ConsoleGrok 4.20SemrushSurfer SEOChangedagainst: MarketMuse, SemrushAhrefs, Semrushagainst: Google ToolsMangoolsagainst: Ahrefsno first choiceagainst: BrightEdge, Conductor, Semrushagainst: Ahrefs, BrightEdge, Moz, Rank Math AI, SEO.ai, Semrush, Similarweb, WP SEO AI
Five alternatives
Ahrefs, Clearscope, Dashword, HubSpot Content Hub, Surfer SEOOne alternative
FraseFour alternatives
Frase, Moz, SE Ranking, Surfer SEOFour alternatives
Moz, SE Ranking, Surfer SEO, UbersuggestSix alternatives
Ahrefs, Clearscope, Moz, SE Ranking, Surfer SEO, UbersuggestMistral SmallMoz, SemrushClearscope, Surfer SEOChangedAhrefs, SE Rankingagainst: Clearscope, Google Search ConsoleHarbor AIno first choiceagainst: Ahrefs, Autopilot SEO Tools, Moz, Semrush, Surfer SEO
Two alternatives
Ahrefs, SeobilityTwo alternatives
Ahrefs, SemrushFour alternatives
Frase, Keywords Everywhere, Mangools, Surfer SEOTwo alternatives
SE Ranking, UbersuggestDeepSeek V4 FlashSurfer SEOagainst: ClearscopeSurfer SEOHeldagainst: Clearscope, MarketMuseFrase, Semrushagainst: MarketMuseMangools, Ubersuggestagainst: Ahrefs, Clearscope, Semrush, Surfer SEOFrase, Surfer SEOagainst: Ahrefs, Article Spinner Pro, Clearscope, GSA Search Engine Ranker, Majestic, Money Robot Submitter, Moz, ScrapeBox, Semrush, Spin Rewriter
Four alternatives
HubSpot Content Hub, MarketMuse, NeuronWriter, SemrushThree alternatives
Dashword, Frase, SE RankingFour alternatives
Ahrefs, Clearscope, SE Ranking, Surfer SEOSeven alternatives
Ahrefs, Frase, Google Keyword Planner, Google Search Console, Google Trends, NeuronWriter, Rank MathTwo alternatives
NeuronWriter, SemrushLlama 4 MaverickHoneybno first choiceChangedno first choiceNeuronWriterno first choiceagainst: Ahrefs, Conductor, Semrush, Surfer SEO
Four alternatives
Ahrefs, Clearscope, Semrush, Surfer SEOThree alternatives
BlazeHive, Frase, HarborQwen 3.7 FlashSE RankingSemrushChangedSE Ranking, Semrushagainst: ClearscopeHarborSEO.aiagainst: Ahrefs, SemrushSemrush, Surfer SEOagainst: Ahrefs, Article Forge, Moz, RankWitch, Semrush, Writesonic
Two alternatives
Semrush, Surfer SEOTwo alternatives
SE Ranking, Surfer SEOFive alternatives
Ahrefs, Google Search Console, HubSpot Content Hub, Mangools, Surfer SEOFour alternatives
AnswerThePublic, Google Search Console, SE Ranking, UbersuggestThree alternatives
Ahrefs, Frase, SE RankingKimi K2Surfer SEODashwordChangedagainst: BrightEdge, Clearscope, ConductorFrase, SE Ranking, Surfer SEOagainst: Clearscope, SemrushRank MathClearscope, Surfer SEOagainst: Ahrefs, Clearscope, Moz, Semrush, Surfer SEO
Five alternatives
Frase, Google Search Console, Mangools, SE Ranking, SemrushThree alternatives
Frase, Letterdrop, SE RankingTwo alternatives
Ahrefs, MarketMuseSix alternatives
Bing Webmaster Tools, Google Search Console, SE Ranking, Screaming Frog, Ubersuggest, Yoast SEOThree alternatives
Ahrefs, SE Ranking, SemrushGLM 4.7 FlashXSE RankingFraseChangedagainst: MarketMuseSemrush, Surfer SEOGoogle Search Console, Rank Math, SE Rankingno first choiceagainst: Ahrefs, All in One SEO Pack, ChatGPT, Frase, Moz, SEO Ultimate, Semrush
Five alternatives
Ahrefs, Google Analytics 4, Google Search Console, HubSpot Content Hub, Surfer SEOFour alternatives
Clearscope, NeuronWriter, SE Ranking, Surfer SEOTwelve alternatives
Ahrefs, Clearscope, EarlySEO, Frase, Make, Meev, NeuronWriter, Outranking, Python + GSC API, SE Ranking, Search Atlas, ZapierEight alternatives
Ahrefs, All in One SEO, Google Keyword Planner, Google PageSpeed Insights, Google Trends, HubSpot Content Hub, HubSpot SEO Recommendations, PageOptimizer ProMiniMax M2.5HubSpot Content HubSemrushChangedFrase, Surfer SEOMangoolsno first choiceagainst: Ahrefs, Pointbreak Media, Semrush
Three alternatives
Ahrefs, Semrush, Surfer SEOTwo alternatives
MarketMuse, Surfer SEOFour alternatives
Clearscope, MarketMuse, Scalenut, Semrush Writing AssistantFour alternatives
AnswerThePublic, GravityWrite, SE Ranking, UbersuggestGPT-6 LunaSemrushSemrushHeldSE Rankingagainst: ClearscopeSE Rankingno first choiceagainst: Clearscope, Frase, Semrush, Surfer SEO
Two alternatives
Google Search Console, Surfer SEOOne alternative
Surfer SEOFive alternatives
Ahrefs, Frase, MarketMuse, Semrush, Surfer SEOOne alternative
Google Search ConsoleMuse Glimmer 30BSurfer SEOSurfer SEOHeldFrase, Surfer SEOFrase, NeuronWriteragainst: Clearscopeno first choiceagainst: Ahrefs, Semrushagainst: AIOSEO, Ahrefs, Clearscope, Frase, Moz, NeuronWriter, Rank Math, Semrush, Surfer SEO, Yoast SEO
Two alternatives
Clearscope, FraseTwo alternatives
Clearscope, HubSpot Content HubFive alternatives
Clearscope, HubSpot Content Hub, MarketMuse, NeuronWriter, SE RankingThree alternatives
Mangools, SE Ranking, 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.
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 10:45 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:17 | yes | 3 | 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 11:59 | no | 0 | 15 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 13:59 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:15 | yes | 8 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:50 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:38 | yes | 23 | 38 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:56 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:06 | yes | 10 | 38 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:20 | yes | 15 | 73 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:24 | yes | 13 | 59 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:29 | yes | 5 | 16 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:08 | yes | 3 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:28 | yes | 22 | 30 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:28 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:37 | yes | 2 | 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 15:59 | yes | 8 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 13:49 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:57 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:34 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:17 | yes | 23 | 36 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:50 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:00 | yes | 5 | 56 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:20 | yes | 9 | 27 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:54 | yes | 15 | 100 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:58 | no | 0 | 11 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:35 | yes | 3 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:20 | yes | 11 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:05 | yes | 10 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:44 | yes | 4 | 14 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 14:22 | no | 0 | 16 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:11 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:54 | yes | 5 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:08 | yes | 5 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:18 | yes | 25 | 42 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:43 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:49 | yes | 5 | 22 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:35 | yes | 15 | 51 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:23 | yes | 24 | 35 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:57 | yes | 5 | 14 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:29 | yes | 8 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:13 | yes | 14 | 22 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:23 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:58 | yes | 4 | 6 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 13:30 | yes | 9 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 16:07 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:28 | yes | 5 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:58 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:57 | yes | 25 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:25 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:43 | yes | 5 | 24 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:42 | yes | 9 | 39 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:08 | yes | 8 | 40 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:00 | yes | 5 | 21 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:53 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:03 | yes | 14 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:01 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:59 | no | 0 | 7 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 12:37 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:02 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:37 | yes | 15 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:20 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:50 | yes | 20 | 30 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:55 | yes | 5 | 5 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:27 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:26 | yes | 24 | 38 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:20 | no | 0 | 12 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:23 | no | 0 | 76 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:54 | yes | 3 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:19 | yes | 14 | 28 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:16 | yes | 19 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:21 | yes | 5 | 5 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 15:21 | no | 0 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 14:01 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:11 | yes | 11 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:44 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:11 | yes | 23 | 49 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:53 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:34 | yes | 9 | 48 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:28 | yes | 23 | 27 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:16 | yes | 23 | 52 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:06 | yes | 19 | 67 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:27 | yes | 4 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:38 | yes | 19 | 27 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
HubSpot read as HubSpot Content Hub
HubSpot SEO Recommendations / Content Hub read as HubSpot Content Hub
HubSpot SEO Tools read as HubSpot Content Hub
Yoast read as Yoast SEO
Unresolved, counted raw
AIOSEO
Alli AI
Article Spinner Pro
BlazeHive
Contadu
Contentbase
EarlySEO
Google Tools
GravityWrite
Harbor
Harbor AI
HarborSEO.ai
HubSpot SEO Recommendations
Mangools' KWFinder
Money Robot Submitter
Pointbreak Media
Python + GSC API
Rank Math AI (WordPress plugin)
RankWitch
SEO Ultimate
SEOBoost
SEOPress
Sorank
Spin Rewriter
WP SEO AI
Discontinued, still offered
No shut-down product was recommended here.