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. 65 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
20%
Contested · SE Ranking 18%
20Surfer SEO18SE Ranking12Semrush49others
20% of first choices, contested.
Since September 2026▼−3Since September 2026: 23% → 20%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Surfer SEO held the lead, −3 points on 23%, 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 SEO20%Contested▼−3Since September 2026: 23% → 20%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-market
Semrush21%Contested↗new leaderNew leader since September 2026: Semrush (22%) replaces Surfer SEO (25% then, 18% now), 4 points clear, inside the 11-point floor.Standing →Enterprise
Conductor40%Contested▼−3Since September 2026: 41% → 39%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
Surfer SEO20%Contested▼−3Since September 2026: 23% → 20%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-marketSemrush21%Contested↗new leaderNew leader since September 2026: Semrush (22%) replaces Surfer SEO (25% then, 18% now), 4 points clear, inside the 11-point floor.Standing →EnterpriseConductor40%Contested▼−3Since September 2026: 41% → 39%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 September 2026
01Surfer SEO20%12%57accepted challenger▼−3Since September 2026: 23% → 20%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.23% → 20%
Surfer SEO20%12%57accepted challenger▼−3Since September 2026: 23% → 20%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.23% → 20%02
SE Ranking18%5%38accepted challenger▲+6Since September 2026: 13% → 20%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.13% → 20%
SE Ranking18%5%38accepted challenger▲+6Since September 2026: 13% → 20%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.13% → 20%03Semrush12%31%55criticized challenger▼−9Since September 2026: 21% → 12%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.21% → 12%
Semrush12%31%55criticized challenger▼−9Since September 2026: 21% → 12%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.21% → 12%04
Ubersuggest11%11%28accepted challenger▲+7Since September 2026: 6% → 12%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 12%
Ubersuggest11%11%28accepted challenger▲+7Since September 2026: 6% → 12%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 12%05
Frase9%0%43accepted challenger▼−8Since September 2026: 15% → 7%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 7%
Frase9%0%43accepted challenger▼−8Since September 2026: 15% → 7%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 7%06
NeuronWriter5%0%22accepted challenger▼−2Since September 2026: 8% → 5%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 5%
NeuronWriter5%0%22accepted challenger▼−2Since September 2026: 8% → 5%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 5%07
Google Search Console Lab in the set3%0%22accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Google Search Console Lab in the set3%0%22accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%08
Clearscope3%22%36accepted challenger=heldSince September 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 4%
Clearscope3%22%36accepted challenger=heldSince September 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 4%09
Ahrefs3%31%45criticized challenger▼−4Since September 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 2%
Ahrefs3%31%45criticized challenger▼−4Since September 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 2%Show the two products at 0%, ordered by negative rate
11
MarketMuse0%37%19criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
MarketMuse0%37%19criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%10
Moz0%15%13accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Moz0%15%13accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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 two 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
Semrush vs NeuronWriterSemrush vs UbersuggestSemrush vs AhrefsSemrush vs FraseSurfer SEO vs ClearscopeSurfer SEO vs SE RankingSurfer SEO vs NeuronWriterSurfer SEO vs UbersuggestSurfer SEO vs AhrefsSurfer SEO vs FraseClearscope vs SE RankingClearscope vs NeuronWriterClearscope vs UbersuggestClearscope vs AhrefsClearscope vs FraseSE Ranking vs NeuronWriterSE Ranking vs UbersuggestSE Ranking vs AhrefsSE Ranking vs FraseNeuronWriter vs UbersuggestNeuronWriter vs AhrefsNeuronWriter vs FraseUbersuggest vs AhrefsUbersuggest vs FraseAhrefs vs Frase
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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Surfer SEO20%
Surfer SEO20%02SE Ranking18%
SE Ranking18%03Semrush12%
Semrush12%04Ubersuggest11%
Ubersuggest11%05Frase9%
Frase9%06NeuronWriter5%
NeuronWriter5%07Google Search Console3%
Google Search Console3%08Clearscope3%
Clearscope3%09Ahrefs3%
Ahrefs3%10Moz0%
Moz0%11MarketMuse0%
MarketMuse0%What they warned about
Zero 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 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B 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.
Semrush31%
17 of 55 labels negative · 10 of 14 models · 1 hard negative
“Avoid pricier suites like Semrush/Ahrefs ($100+/mo) unless growing fast.” Grok 4.1 Fast, budget prompt
Ahrefs31%
14 of 45 labels negative · 9 of 14 models · 1 hard negative
“Avoid pricier suites like Semrush/Ahrefs ($100+/mo) unless growing fast.” Grok 4.1 Fast, budget prompt
Surfer SEO12%
7 of 57 labels negative · 6 of 14 models
“Platforms such as Surfer can help with research and editing, but treat content scores and keyword suggestions as prompts for human judgment” GPT-6 Luna, negative prompt
Conductor100%
6 of 6 labels negative · 5 of 14 models · 3 hard negative
“Conductor / similar enterprise automation platforms ... "Enterprise platforms that handle complex sites often cost six figures."” Muse Glimmer 30B, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
76 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. 1056 links across 331 sites, every framing counted. Ranked by the number of answers carrying the site or page. 4 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 · HubSpot45 answers · 99 citations · 12 models
33 answers · 53 citations · 11 models
vendor site · Semrush24 answers · 24 citations · 10 models
19 answers · 22 citations · 9 models
vendor site · Rankability17 answers · 20 citations · 9 models
vendor site · Zapier17 answers · 17 citations · 7 models
vendor site · Frase14 answers · 18 citations · 10 models
14 answers · 14 citations · 9 models
13 answers · 16 citations · 7 models
vendor site · Surfer SEO12 answers · 15 citations · 10 models
12 answers · 12 citations · 7 models
vendor site · Wellows12 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.
24 answers · 8 models
18 answers · 10 models
15 answers · 9 models
15 answers · 10 models
15 answers · 8 models
14 answers · 8 models
13 answers · 8 models
12 answers · 7 models
12 answers · 7 models
11 answers · 8 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 | 20% | 147 | 5,400 | 146 | 99,288 | 22 | 1 | |
| SE Ranking seranking.com SE Ranking 18%, SE Ranking Core 2% | 20% | 97 | 8,100 | 207 | 309,691 | $2,632 | 50 | |
| Semrush semrush.com | 12% | 378 | 90,500 | 2,055 | 2,885,637 | $1,727 | 103 | |
| Ubersuggest neilpatel.com | 11% | 49 | 14,800 | 222 | 205,950 | 0 | ||
| Frase frase.io | 9% | 91 | 6,600 | 100,460 | 8,882 | 7 | ||
| NeuronWriter neuronwriter.com | 5% | 31 | 720 | 7 | 363 | 0 | ||
| HubSpot parent site HubSpot Marketing Hub 3%, HubSpot Content Hub 2% | 5% | 934 | 368,000 | 9,776 | ||||
| Google search.google.com Google Search Console 3% | 3% | 66 | 450,000 | 754 | 596,131 | |||
| Clearscope clearscope.io | 3% | 120 | 880 | 16 | 5,737 | 0 | ||
| Ahrefs ahrefs.com | 3% | 181 | 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, rankability.com, surferseo.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 4.5Mangools, UbersuggestSE Ranking, SemrushChangedSE Ranking, Surfer SEOagainst: SemrushSE Rankingno first choiceagainst: Ahrefs, Authoritas, Moz, Raven Tools, SE Ranking, Serpstat, WebCEO
Three alternatives
Google Search Console, Semrush, Surfer SEOTwo alternatives
Ahrefs, Surfer SEOFive alternatives
Clearscope, Frase, Google Search Console, NeuronWriter, Yoast SEOSix alternatives
AnswerThePublic, Google Analytics 4, Google Search Console, GrowthBar, Keyword Planner, UbersuggestGPT-5.4 miniHubSpot Content Hub, HubSpot Marketing HubSurfer SEOChangedSemrushagainst: MarketMuseSemrushno first choiceagainst: AIOSEO, SEOmator
One alternative
SemrushThree alternatives
Clearscope, Frase, MarketMuseFour alternatives
Ahrefs, Clearscope, Frase, Surfer SEOOne alternative
AhrefsGemini 3.5 FlashSE RankingSurfer SEOChangedSurfer SEONeuronWriteragainst: Ahrefs, Clearscope, SE Ranking, SemrushClearscope, Surfer SEOagainst: BrightEdge, Conductoragainst: Ahrefs, Botify, BrightEdge, Clearscope, Conductor, GSA Search Engine Ranker, Lumar, PageOptimizer Pro, ScrapeBox, Semrush, Surfer SEO, seoClarity
Four alternatives
Frase, Google Search Console, NeuronWriter, Surfer SEOTwo alternatives
Frase, NeuronWriterFour alternatives
Clearscope, Frase, NeuronWriter, SE RankingSix alternatives
Ahrefs, Google Keyword Planner, Google Search Console, Keysearch, LowFruits, UbersuggestThree alternatives
Ahrefs, Rankability, SemrushPerplexity SonarSE Rankingagainst: HubSpot Marketing HubUbersuggestChangedSE Ranking, Ubersuggestagainst: Search AtlasSE Rankingno first choiceagainst: BrightEdge, Conductor
Three alternatives
Frase, Surfer SEO, UbersuggestThree alternatives
Frase, Semrush, Surfer SEOFour alternatives
Ahrefs, Frase, Semrush, Surfer SEOFour alternatives
Google Keyword Planner, GrowthBar, Scalenut, UbersuggestGrok 4.1 FastSemrushagainst: UbersuggestFraseChangedagainst: ClearscopeSE Ranking, Ubersuggestagainst: Ahrefs, SemrushGoogle Analytics 4, Google Search Console, Yoast SEOagainst: Ahrefs, Semrush, Surfer SEOno first choiceagainst: Fannit, Fiverr, Jasper, Network Solutions, Straight North, The Hoth, Writesonic
Three alternatives
Frase, HubSpot Content Hub, Surfer SEOThree alternatives
RankIQ, Semrush, Surfer SEOThree alternatives
Frase, HubSpot Content Hub, Surfer SEOFour alternatives
Frase, NeuronWriter, Rank Math, UbersuggestFive alternatives
Frase, MarketMuse, NeuronWriter, Semrush, Surfer SEOMistral SmallSE Ranking, Surfer SEOSurfer SEOChangedFraseSE Ranking, UbersuggestAhrefs, Semrushagainst: Conductor, MarketMusenothing named
One alternative
HubSpot Marketing HubTwo alternatives
HubSpot’s content optimization tools, SEO.aiFive alternatives
Clearscope, HubSpot Content Hub, MarketMuse, SE Ranking, Surfer SEOThree alternatives
Ahrefs, GravityWrite Free Plan, HubSpot Content HubFive alternatives
Clearscope, Frase, Moz, Screaming Frog, Surfer SEODeepSeek V4 FlashSemrushFraseChangedagainst: ClearscopeFrase, SE Ranking, Surfer SEOagainst: Clearscope, MarketMuseMangoolsagainst: Ahrefs, SemrushSurfer SEOnothing named
Three alternatives
Ahrefs, SE Ranking, Surfer SEOThree alternatives
NeuronWriter, Semrush, Surfer SEOFour alternatives
Ahrefs, Moz, Semrush, UbersuggestFour alternatives
Frase, Surfer SEO, Ubersuggest, Yoast SEOFive alternatives
Ahrefs, Clearscope, Frase, MarketMuse, SemrushLlama 4 MaverickHubSpot Marketing HubSight AIChangedSE RankingSE RankingArvownothing named
Two alternatives
Frase, SE RankingTwo alternatives
Frase, HubSpot Content HubThree alternatives
Clearscope, Frase, Surfer SEOQwen 3.7 FlashSE Ranking, Surfer SEOagainst: Ahrefs, SemrushSurfer SEOChangedagainst: Ahrefs, SemrushAhrefs, SE RankingUbersuggestagainst: Ahrefs, Semrush, Surfer SEOno first choiceagainst: Ahrefs, Rank Math, Semrush, Ubersuggest, Yoast SEO
One alternative
SE RankingFour alternatives
Frase, NeuronWriter, Semrush, Surfer SEOFour alternatives
Ahrefs, NeuronWriter, Rank Math, SE RankingKimi K2Semrushagainst: Clearscope, MarketMuseSurfer SEOChangedFrase, Semrush, Surfer SEOagainst: MarketMuseNeuronWriter, UbersuggestClearscope, Surfer SEOagainst: BrightEdge, Conductoragainst: Ahrefs, Clearscope, MarketMuse, Semrush
Two alternatives
Moz, Surfer SEOThree alternatives
Clearscope, Frase, MarketMuseFour alternatives
Ahrefs, Clearscope, Moz, Rank MathFive alternatives
Ahrefs, Frase, Google Keyword Planner, Google Search Console, Rank MathTwo alternatives
Frase, SemrushGLM 4.7 FlashXFraseSurfer SEOChangedFrase, Surfer SEOagainst: MarketMuseFrase, NeuronWriteragainst: Semrushno first choiceagainst: Ahrefs, Hootsuite, Moz, Screaming Frog, Semrush, Surfer AI, Surfer SEO, Ubersuggest
Five alternatives
Ahrefs, Clearscope, SEOptimer, Semrush, Surfer SEOTwo alternatives
Clearscope, MarketMuseSix alternatives
Ahrefs, Google Search Console, HubSpot Content Hub, Mangools, Moz, SemrushTwo alternatives
Google Search Console, Keywords EverywhereMiniMax M2.5SE Ranking, SemrushUbersuggestChangedSE Ranking, Surfer SEOSE Ranking, Ubersuggestno first choiceagainst: Ahrefs, Semrush
Two alternatives
Frase, Surfer SEOThree alternatives
BuzzSumo, HubSpot, Surfer SEOTwo alternatives
Frase, SemrushThree alternatives
AnswerThePublic, Google Tools, GrammarlyGPT-6 LunaSE Ranking CoreSurfer SEOChangedSE RankingAhrefs, Google Search Consoleagainst: SE Ranking Core, Semrushno first choiceagainst: Ahrefs, Semrush, Surfer SEO
Two alternatives
Google Search Console, SemrushOne alternative
SemrushFive alternatives
Ahrefs, Clearscope, Frase, Semrush, Surfer SEOMuse Glimmer 30BSemrushFraseChangedagainst: ClearscopeFrase, Surfer SEOFrase, SE Rankingagainst: Surfer SEOSurfer SEOagainst: BrightEdge, Conductor, Copy.ai, Semrush, Similarweb, Surfer SEO
Five alternatives
Clearscope, Moz, NeuronWriter, SE Ranking, Surfer SEOTwo alternatives
Surfer SEO, UbersuggestTwo alternatives
Clearscope, SemrushFour alternatives
NeuronWriter, SEO PowerSuite, Serpstat, UbersuggestFive alternatives
Clearscope, Frase, MarketMuse, Scalenut, Semrush Writing AssistantBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 09:02 | yes | 16 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:07 | yes | 2 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:31 | yes | 15 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:22 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:55 | yes | 23 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:29 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:38 | yes | 25 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:30 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:58 | yes | 5 | 45 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:50 | yes | 20 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:59 | yes | 20 | 59 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:47 | yes | 17 | 38 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:48 | yes | 3 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:04 | yes | 14 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:00 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:17 | yes | 3 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:18 | yes | 8 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:53 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:53 | yes | 19 | 5 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:58 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:37 | yes | 23 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:26 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:23 | no | 0 | 23 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:50 | yes | 20 | 16 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:47 | yes | 10 | 71 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:51 | yes | 5 | 12 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:37 | yes | 3 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 14:01 | yes | 14 | 14 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:06 | yes | 17 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:32 | yes | 5 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:39 | yes | 18 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 13:25 | yes | 19 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:30 | yes | 24 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:54 | yes | 10 | 17 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:56 | yes | 24 | 47 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:15 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:18 | yes | 19 | 34 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:53 | yes | 20 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:21 | yes | 23 | 81 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:03 | yes | 5 | 18 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:53 | yes | 6 | 25 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:35 | yes | 15 | 36 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:52 | yes | 17 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:59 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:12 | yes | 15 | 34 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 11:44 | yes | 19 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 14:09 | yes | 24 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:00 | yes | 9 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:21 | yes | 19 | 12 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:34 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:48 | no | 0 | 32 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:05 | yes | 20 | 28 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:09 | yes | 14 | 35 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:37 | yes | 5 | 11 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:02 | yes | 4 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:31 | yes | 15 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:52 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:17 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:58 | yes | 10 | 22 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:57 | yes | 20 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:39 | yes | 14 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:02 | no | 0 | 11 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 14:02 | yes | 24 | 74 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:24 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:59 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:36 | yes | 20 | 24 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:27 | yes | 15 | 37 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:31 | no | 0 | 9 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:44 | yes | 4 | 27 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:10 | yes | 13 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:38 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:21 | yes | 4 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:26 | yes | 26 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 12:35 | yes | 20 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:49 | yes | 24 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:25 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:41 | yes | 22 | 13 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:35 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:09 | yes | 15 | 47 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:11 | yes | 25 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:05 | yes | 25 | 30 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:46 | yes | 10 | 25 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:56 | yes | 5 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:25 | yes | 24 | 43 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
None. Every name in this category resolved on its own.
Unresolved, counted raw
AIOSEO
Authoritas
Fannit
Fraser
Google Tools
GravityWrite Free Plan
HubSpot SEO Marketing Software
HubSpot Website Grader
HubSpot’s content optimization tools
Keyword Planner
Network Solutions
Relume
SEOmator
Straight North
Surfer AI (Scale plan)
The Hoth
Wincher
Discontinued, still offered
No shut-down product was recommended here.