SEO and content optimization platforms for enterprise buyers
Asked as “SEO and content optimization platform”, and as “SEO content optimization tool”, on behalf of an enterprise B2B company. 52 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
50%
Clear leader
50Conductor15seoClarity10BrightEdge25others
50% of first choices, clear leader.
Since October 2026▲+10Since October 2026: 40% → 50%, +10 points. Inside the 11-point floor: within noise.Conductor held the lead, +10 points on 40%, 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.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.Standing →Enterprise
Conductor50%Clear leader▲+10Since October 2026: 40% → 50%, +10 points. Inside the 11-point floor: within noise.This page
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.Standing →EnterpriseConductor50%Clear leader▲+10Since October 2026: 40% → 50%, +10 points. Inside the 11-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Conductor50%15%74endorsed leader▲+10Since October 2026: 40% → 50%, +10 points. Inside the 11-point floor: within noise.40% → 50%
Conductor50%15%74endorsed leader▲+10Since October 2026: 40% → 50%, +10 points. Inside the 11-point floor: within noise.40% → 50%02
seoClarity15%4%52accepted challenger▲+2Since October 2026: 13% → 15%, +2 points. Inside the 11-point floor: within noise.13% → 15%
seoClarity15%4%52accepted challenger▲+2Since October 2026: 13% → 15%, +2 points. Inside the 11-point floor: within noise.13% → 15%03
Semrush10%19%53accepted challenger▲+1Since October 2026: 9% → 10%, +1 point. Inside the 11-point floor: within noise.9% → 10%
Semrush10%19%53accepted challenger▲+1Since October 2026: 9% → 10%, +1 point. Inside the 11-point floor: within noise.9% → 10%04
BrightEdge10%22%58accepted challenger▼−1Since October 2026: 11% → 10%, −1 point. Inside the 11-point floor: within noise.11% → 10%
BrightEdge10%22%58accepted challenger▼−1Since October 2026: 11% → 10%, −1 point. Inside the 11-point floor: within noise.11% → 10%05
Clearscope6%30%40criticized challenger▼−5Since October 2026: 11% → 6%, −5 points. Inside the 11-point floor: within noise.11% → 6%
Clearscope6%30%40criticized challenger▼−5Since October 2026: 11% → 6%, −5 points. Inside the 11-point floor: within noise.11% → 6%06
Ahrefs4%34%47criticized challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
Ahrefs4%34%47criticized challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%07
Frase2%54%13criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Frase2%54%13criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the four products at 0%, ordered by negative rate
11Surfer SEO0%53%32criticized challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise.6% → 0%
Surfer SEO0%53%32criticized challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise.6% → 0%09
MarketMuse0%28%32criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
MarketMuse0%28%32criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%08
Botify0%14%42accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Botify0%14%42accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Lumar0%14%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Lumar0%14%14accepted 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.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
Surfer SEO vs SE RankingSurfer SEO vs 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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01Conductor50%
Conductor50%02seoClarity15%
seoClarity15%03Semrush10%
Semrush10%04BrightEdge10%
BrightEdge10%05Clearscope6%
Clearscope6%06Ahrefs4%
Ahrefs4%07Frase2%
Frase2%08Botify0%
Botify0%09MarketMuse0%
MarketMuse0%10Lumar0%
Lumar0%11Surfer SEO0%
Surfer SEO0%What they warned about
Seven of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, 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.
Ahrefs34%
16 of 47 labels negative · 11 of 14 models · 5 hard negative
“Described as "poor choices" for enterprise because they are primarily recommendation engines rather than execution platforms” GLM 4.7 FlashX, negative prompt
Surfer SEO53%
17 of 32 labels negative · 11 of 14 models · 3 hard negative
“Not a full SEO suite... Locked into expensive subscriptions... Risk of decreased rankings” GLM 4.7 FlashX, negative prompt
BrightEdge22%
13 of 58 labels negative · 9 of 14 models · 7 hard negative
“Described as "poor choices" for enterprise because they are primarily recommendation engines rather than execution platforms” GLM 4.7 FlashX, negative prompt
Conductor15%
11 of 74 labels negative · 9 of 14 models · 7 hard negative
“Described as "poor choices" for enterprise because they are primarily recommendation engines rather than execution platforms” GLM 4.7 FlashX, 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
74 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. 916 links across 304 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 · Conductor32 answers · 48 citations · 13 models
26 answers · 28 citations · 10 models
26 answers · 27 citations · 9 models
publisher (Gane)23 answers · 32 citations · 8 models
vendor site · Search Atlas22 answers · 26 citations · 10 models
20 answers · 20 citations · 8 models
vendor site · seoClarity19 answers · 37 citations · 10 models
16 answers · 22 citations · 7 models
vendor site · BrightEdge15 answers · 24 citations · 8 models
vendor site · Ahrefs14 answers · 16 citations · 7 models
vendor site · AirOps11 answers · 13 citations · 4 models
10 answers · 11 citations · 6 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.
26 answers · 9 models
22 answers · 10 models
20 answers · 8 models
20 answers · 8 models
15 answers · 9 models
12 answers · 7 models
11 answers · 6 models
8 answers · 6 models
8 answers · 5 models
7 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 |
|---|---|---|---|---|---|---|---|---|
| Conductor conductor.com Conductor 50%, Searchmetrics 0% | 50% | 134 | 49,500 | 26,956 | 45,843 | 30 | 8 | |
| seoClarity seoclarity.net | 15% | 57 | 720 | 9 | 12,039 | $19 | 4 | 7 |
| Semrush semrush.com | 10% | 316 | 90,500 | 2,055 | 2,885,637 | $1,727 | 103 | |
| BrightEdge brightedge.com | 10% | 77 | 4,400 | 180 | 27,218 | 2 | ||
| Clearscope clearscope.io | 6% | 147 | 880 | 16 | 5,737 | 0 | ||
| Ahrefs ahrefs.com | 4% | 244 | 49,500 | 1,338 | 1,260,839 | $441 | 30 | |
| Advanced Web Ranking advancedwebranking.com | 2% | 1 | ||||||
| SEOTopSecret seotopsecret.com | 2% | 1 | ||||||
| Frase frase.io | 2% | 93 | 6,600 | 100,460 | 8,882 | 7 | ||
| Botify botify.com | 0% | 49 | 4,400 | 79 | 17,212 |
Google's top ten for the two searches hold 16 sites; 2 of them are among the sites the models cited here (conductor.com, seoclarity.net). The first result for “best seo and content optimization platform” is reddit.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best SEO and content optimization platform for an enterprise B2B company?”Paraphrase“Which SEO content optimization tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade SEO and content optimization platforms and how do they differ?”Budget-constrained“What is the best SEO and content optimization platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an SEO and content optimization platform. What should we look at?”Negative“Which SEO and content optimization platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceseoClarityChangedConductorseoClarityagainst: BrightEdge, Conductorno first choiceagainst: Clearscope, SEMrush SEO Writing Assistant, Surfer SEO
Six alternatives
BrightEdge, Clearscope, Conductor, MarketMuse, Semrush, Surfer SEOThree alternatives
Clearscope, Conductor, MarketMuseSix alternatives
BrightEdge, Clearscope, MarketMuse, Siteimprove, Surfer SEO, seoClarityOne alternative
SemrushGPT-5.4 miniConductorConductorHeldBrightEdge, ConductorConductorno first choiceagainst: Ahrefsagainst: Ahrefs, Jasper, SE Ranking, Surfer SEO
Three alternatives
BrightEdge, Semrush, seoClarityTwo alternatives
Clearscope, MarketMuseFour alternatives
Botify, MarketMuse, Surfer SEO, seoClarityOne alternative
BrightEdgeGemini 3.5 FlashConductorConductorHeldConductorseoClarityagainst: Ahrefs, Botify, Clearscope, MarketMuse, Semrush, Surfer SEOno first choiceagainst: Clearscope, MarketMuse, Surfer SEOagainst: All in One SEO, Clearscope, Frase, GSA Search Engine Ranker, Mangools, MarketMuse, Rank Math, SAPE, SE Ranking, Serpstat, Surfer SEO, Ubersuggest, Yoast SEO
Four alternatives
BrightEdge, Clearscope, MarketMuse, seoClarityTwo alternatives
Clearscope, MarketMuseSeven alternatives
Botify, BrightEdge, Clearscope, Lumar, MarketMuse, Semrush, seoClarityOne alternative
ConductorFive alternatives
Botify, BrightEdge, Conductor, Searchmetrics, SemrushPerplexity SonarConductorConductorHeldConductorClearscopeno first choiceagainst: Ahrefs, Botify, BrightEdge, Clearscope, Conductor, Frase, Lumar, Mangools, RankIQ, SE Ranking, Similarweb, Surfer SEO
Four alternatives
Botify, BrightEdge, HubSpot Content Hub, SemrushFive alternatives
AirOps, BrightEdge, Clearscope, Semrush, seoClarityEight alternatives
Ahrefs, AirOps, Botify, BrightEdge, Clearscope, Semrush, Surfer SEO, seoClarityOne alternative
ConductorGrok 4.20ConductorConductorHeldagainst: Semrush, Surfer SEOConductorseoClarityagainst: Ahrefs, Botify, BrightEdge, Lumar, Moz, SemrushBrightEdge, Conductoragainst: Mozagainst: Ahrefs, BrightEdge, Majestic, Moz, Rank Math, Rank Tracker, SEO PowerSuite, Semrush, SpyFu, Ubersuggest, WebSite Auditor, Yoast SEO
Three alternatives
BrightEdge, Semrush, seoClarityTwo alternatives
BrightEdge, MarketMuseFive alternatives
Ahrefs, Botify, BrightEdge, Semrush, seoClarityOne alternative
ConductorThree alternatives
Botify, Semrush, seoClarityMistral SmallBrightEdge, ConductorAhrefs, SemrushChangedConductorAhrefs, Semrushno first choiceagainst: Ahrefs, BrightEdge, Clearscope, Conductor, Frase, Surfer SEO
Four alternatives
Ahrefs, Botify, Semrush, seoClarityTwo alternatives
BrightEdge, ConductorFive alternatives
Ahrefs, BrightEdge, Semrush, Surfer SEO, seoClarityOne alternative
MarketMuseDeepSeek V4 FlashConductorConductorHeldagainst: Botify, Clearscope, MarketMuse, Semrush, Surfer SEOConductoragainst: Acoustic, Frase, Surfer SEOSEOTopSecretagainst: Ahrefs, SemrushConductoragainst: Semrush, seoClarityagainst: Ahrefs, BrightEdge, Clearscope, Conductor, Frase, Moz, Semrush, Similarweb, Surfer SEO
Five alternatives
BrightEdge, Clearscope, MarketMuse, Semrush, seoClarityTwo alternatives
BrightEdge, seoClaritySeven alternatives
Ahrefs, Botify, BrightEdge, Clearscope, MarketMuse, Semrush, seoClarityTwo alternatives
Conductor, seoClarityFour alternatives
Ahrefs, Botify, BrightEdge, LumarLlama 4 MaverickConductorno first choiceChangedno first choiceConductorFraseagainst: Ahrefs, Clearscope, Conductor, Frase, Surfer SEO
Five alternatives
Ahrefs, Botify, BrightEdge, Semrush, seoClarityThree alternatives
Ahrefs, Semrush, seoClarityTwo alternatives
Conductor, xSeekQwen 3.7 FlashseoClarityConductorChangedagainst: Ahrefs, SemrushBrightEdge, ConductorseoClarityno first choiceagainst: Copy.ai, GSA, Jasper, RankMath, Yoast SEO
Three alternatives
BrightEdge, Conductor, SemrushTwo alternatives
BrightEdge, MarketMuseFour alternatives
Ahrefs, MarketMuse, Semrush, seoClarityTwo alternatives
Ahrefs, SemrushKimi K2ConductorBrightEdge, ConductorChangedagainst: Clearscope, MarketMuse, Surfer SEOseoClarityagainst: AhrefsClearscopeagainst: Ahrefs, BrightEdge, Conductor, MarketMuse, Semrush, Surfer SEOConductoragainst: BrightEdgeagainst: BrightEdge, Clearscope, Conductor, MarketMuse, Surfer SEO
Four alternatives
Clearscope, MarketMuse, Surfer SEO, seoClarityFour alternatives
Botify, BrightEdge, Conductor, LumarTwo alternatives
Content Harmony, seoClarityFour alternatives
Botify, Lumar, Semrush, seoClarityGLM 4.7 FlashXBrightEdgeConductorChangedBrightEdge, Conductor, seoClarityagainst: MozSemrushagainst: Botify, BrightEdge, Conductorno first choiceagainst: Ahrefs, BrightEdge, Conductor, Surfer SEO
Six alternatives
Ahrefs, Clearscope, Conductor, Search Atlas, Semrush, seoClarityTwo alternatives
BrightEdge, seoClarityNine alternatives
Adobe LLM Optimizer, Ahrefs, Botify, Clearscope, Frase, MarketMuse, Scrunch, Semrush, Surfer SEOOne alternative
AhrefsMiniMax M2.5SemrushBrightEdge, seoClarityChangedseoClarityAdvanced Web RankingSemrushagainst: Drupal SEO modules, Yoast SEO
Five alternatives
Ahrefs, Clearscope, Conductor, HubSpot Content Hub, SEO.aiThree alternatives
Ahrefs, Botify, ConductorFour alternatives
Botify, BrightEdge, Conductor, SemrushTwo alternatives
Semrush, seoClarityFour alternatives
Ahrefs, Clearscope, Conductor, SE RankingGPT-6 LunaConductorConductorHeldConductoragainst: AhrefsseoClarityno first choiceagainst: Ahrefs, BrightEdge, Conductor, seoClarity
Four alternatives
Botify, BrightEdge, Semrush, seoClarityOne alternative
ClearscopeSeven alternatives
Botify, BrightEdge, Clearscope, Lumar, MarketMuse, Semrush for Enterprise, seoClarityOne alternative
ConductorTwo alternatives
Botify, LumarMuse Glimmer 30BConductorConductorHeldBrightEdge, ConductorClearscopeagainst: Botify, BrightEdge, Conductor, MarketMuseConductoragainst: Clearscope, Frase, MarketMuse, Surfer SEO
Three alternatives
BrightEdge, Clearscope, seoClarityTwo alternatives
Clearscope, MarketMuseSeven alternatives
Ahrefs, Botify, Clearscope, MarketMuse, Semrush, Surfer SEO, seoClarityThree alternatives
Ahrefs, SE Ranking, seoClarityFour alternatives
Ahrefs, BrightEdge, Semrush, seoClarityBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
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 13:18 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:29 | 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 13:30 | no | 0 | 17 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 15:05 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:59 | yes | 8 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:24 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:33 | yes | 20 | 33 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:56 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:46 | yes | 10 | 44 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:18 | yes | 10 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:50 | yes | 14 | 112 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:42 | no | 0 | 31 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:38 | yes | 5 | 20 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:22 | yes | 9 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:16 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:47 | yes | 2 | 4 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 11:55 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:36 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:19 | yes | 5 | 11 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:18 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:27 | yes | 24 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:31 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:40 | yes | 14 | 99 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:49 | yes | 19 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:56 | yes | 10 | 123 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:43 | yes | 5 | 20 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:36 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:31 | yes | 14 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:14 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:50 | yes | 5 | 8 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 14:52 | yes | 10 | 32 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:00 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:47 | yes | 9 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:38 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:56 | yes | 25 | 77 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:56 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:19 | yes | 23 | 82 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:14 | yes | 17 | 36 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:59 | yes | 14 | 104 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:08 | yes | 25 | 52 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:11 | yes | 9 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:56 | yes | 14 | 32 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:03 | yes | 17 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:15 | 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 17:27 | yes | 15 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 15:17 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:44 | yes | 24 | 15 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:07 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:22 | yes | 23 | 33 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:19 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:46 | yes | 25 | 91 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:36 | yes | 24 | 29 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:15 | yes | 21 | 72 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:49 | yes | 15 | 38 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:52 | yes | 2 | 22 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:56 | yes | 25 | 40 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:01 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:53 | yes | 2 | 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 15:52 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:02 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:44 | yes | 15 | 17 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:44 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:40 | yes | 23 | 30 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:58 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:30 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:05 | yes | 14 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:10 | yes | 22 | 122 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:30 | no | 0 | 29 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:31 | yes | 2 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:02 | yes | 14 | 36 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:42 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:29 | yes | 5 | 11 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 14:44 | no | 0 | 18 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 14:09 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:15 | yes | 15 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:35 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:04 | yes | 24 | 69 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:49 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:08 | no | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:41 | yes | 25 | 34 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:35 | yes | 24 | 52 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:15 | no | 0 | 31 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:36 | yes | 5 | 54 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:15 | yes | 24 | 32 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
HubSpot Marketing/Content Hub read as HubSpot Content Hub
Yoast read as Yoast SEO
Unresolved, counted raw
DemandSphere
Drupal SEO modules
GSA
Linkdex
Pitchbox
Rank Tracker
SAPE
SEOTopSecret
Semrush Site Auditor API
WebSite Auditor
Discontinued, still offered
No shut-down product was recommended here.