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. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
40%
Contested · seoClarity 13%
40Conductor13seoClarity11BrightEdge36others
40% of first choices, contested.
Since September 2026▼−3Since September 2026: 41% → 39%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Conductor held the lead, −3 points on 41%, 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.Standing →Mid-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.This page
Surfer SEO20%Contested▼−3Since September 2026: 23% → 20%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-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.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 September 2026
01Conductor40%12%65endorsed leader▼−3Since September 2026: 41% → 39%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.41% → 39%
Conductor40%12%65endorsed leader▼−3Since September 2026: 41% → 39%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.41% → 39%02
seoClarity13%10%41accepted challenger▼−1Since September 2026: 12% → 11%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.12% → 11%
seoClarity13%10%41accepted challenger▼−1Since September 2026: 12% → 11%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.12% → 11%03
BrightEdge11%24%58accepted challenger▲+6Since September 2026: 7% → 14%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 14%
BrightEdge11%24%58accepted challenger▲+6Since September 2026: 7% → 14%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 14%04
Clearscope11%18%38accepted challenger▲+9Since September 2026: 2% → 11%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 11%
Clearscope11%18%38accepted challenger▲+9Since September 2026: 2% → 11%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 11%05Semrush9%15%47accepted challenger▼−1Since September 2026: 12% → 11%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.12% → 11%
Semrush9%15%47accepted challenger▼−1Since September 2026: 12% → 11%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.12% → 11%06Surfer SEO6%35%26criticized challenger▲+4Since September 2026: 2% → 7%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 7%
Surfer SEO6%35%26criticized challenger▲+4Since September 2026: 2% → 7%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 7%07
MarketMuse4%23%26accepted challenger▼−7Since September 2026: 7% → 0%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 0%
MarketMuse4%23%26accepted challenger▼−7Since September 2026: 7% → 0%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 0%Show the four products at 0%, ordered by negative rate
11
Moz0%57%14criticized 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%57%14criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%08
Ahrefs0%21%34accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Ahrefs0%21%34accepted 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
Siteimprove0%18%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Siteimprove0%18%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%09
Botify0%14%22accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Botify0%14%22accepted 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.
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% negative50%
Key
01Conductor40%
Conductor40%02seoClarity13%
seoClarity13%03BrightEdge11%
BrightEdge11%04Clearscope11%
Clearscope11%05Semrush9%
Semrush9%06Surfer SEO6%
Surfer SEO6%07MarketMuse4%
MarketMuse4%08Ahrefs0%
Ahrefs0%09Botify0%
Botify0%10Siteimprove0%
Siteimprove0%11Moz0%
Moz0%What they warned about
Six of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 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.
BrightEdge24%
14 of 58 labels negative · 9 of 14 models · 2 hard negative
“buyers commonly leave it over cost and lock-in... "Most teams leave BrightEdge due to underutilization, not missing features."” Muse Glimmer 30B, negative prompt
Conductor12%
8 of 65 labels negative · 7 of 14 models · 1 hard negative
“most traditional enterprise SEO platforms (like Conductor, BrightEdge, or Ahrefs Enterprise) are poor choices” Qwen 3.7 Flash, budget prompt
Surfer SEO35%
9 of 26 labels negative · 7 of 14 models · 1 hard negative
“"Surfer is not a full SEO suite"... "Locked Into Expensive Subscriptions"... "Some users reported decreased rankings after implementing Surfer's suggestions."” Muse Glimmer 30B, negative prompt
Moz57%
8 of 14 labels negative · 6 of 14 models · 3 hard negative
“**Why Avoid**: Better for small-mid teams; enterprises report "trash" reliability and UI friction at scale.” Grok 4.1 Fast, 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
78 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. 1176 links across 308 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 · Conductor60 answers · 98 citations · 14 models
32 answers · 53 citations · 11 models
vendor site · AirOps27 answers · 33 citations · 10 models
vendor site · Search Atlas21 answers · 27 citations · 10 models
vendor site · Ahrefs20 answers · 25 citations · 11 models
vendor site · Siteimprove20 answers · 25 citations · 12 models
20 answers · 22 citations · 8 models
vendor site · HubSpot18 answers · 31 citations · 8 models
vendor site · Gartner18 answers · 18 citations · 10 models
vendor site · seoClarity16 answers · 21 citations · 9 models
16 answers · 17 citations · 8 models
15 answers · 17 citations · 9 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.
46 answers · 13 models
20 answers · 8 models
18 answers · 10 models
17 answers · 9 models
17 answers · 10 models
15 answers · 8 models
15 answers · 10 models
11 answers · 7 models
11 answers · 8 models
11 answers · 6 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 40%, Searchmetrics 0% | 40% | 117 | 49,500 | 26,956 | 45,843 | 30 | 8 | |
| seoClarity seoclarity.net | 13% | 49 | 720 | 9 | 12,039 | $19 | 4 | 7 |
| BrightEdge brightedge.com | 11% | 71 | 4,400 | 180 | 27,218 | 2 | ||
| Clearscope clearscope.io | 11% | 120 | 880 | 16 | 5,737 | 0 | ||
| Semrush semrush.com | 9% | 378 | 90,500 | 2,055 | 2,885,637 | $1,727 | 103 | |
| Surfer SEO surferseo.com | 6% | 147 | 5,400 | 146 | 99,288 | 22 | 1 | |
| MarketMuse marketmuse.com | 4% | 75 | 880 | 16 | 98,619 | |||
| AirOps airops.com | 2% | 29 | 6,600 | 31 | 2,668 | $1,550 | 20 | |
| Sight AI trysight.ai | 2% | 20 | ||||||
| Dragon Metrics | 2% |
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, conductor.com, seoclarity.net, siteimprove.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 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 4.5SemrushBrightEdgeChangedBrightEdge, ConductorseoClarityagainst: BrightEdge, Conductorno first choiceagainst: Ahrefs, Botify, BrightEdge, Moz, Semrush, Writesonic, seoClarity
Five alternatives
Botify, BrightEdge, StoryChief, Surfer SEO, seoClarityThree alternatives
Clearscope, DeepCrawl, SemrushSix alternatives
Ahrefs, Botify, Lumar, Semrush, Siteimprove, Surfer SEOOne alternative
Advanced Web RankingGPT-5.4 miniConductorConductorHeldSemrushClearscopeno first choicenothing named
One alternative
SemrushTwo alternatives
Clearscope, MarketMuseFour alternatives
Ahrefs, Botify, BrightEdge, ConductorTwo alternatives
JetOctopus, SiteimproveGemini 3.5 FlashConductorConductorHeldno first choiceseoClarityagainst: BrightEdgeConductoragainst: Ahrefsagainst: All in One SEO, Mangools, Rank Math, Ranktracker, Serpstat, SpyFu, Ubersuggest, Yoast SEO
Four alternatives
BrightEdge, MarketMuse, Semrush, seoClarityFour alternatives
BrightEdge, Clearscope, MarketMuse, Semrush for EnterpriseTwo alternatives
Clearscope, ConductorFive alternatives
Botify, BrightEdge, Lumar, Semrush, seoClarityPerplexity SonarConductorConductorHeldno first choiceAirOpsagainst: MarketMuseno first choiceagainst: Ahrefs, RankIQ, Screaming Frog, Semrush
Four alternatives
Botify, BrightEdge, Semrush, seoClarityTwo alternatives
Clearscope, MarketMuseSeven alternatives
Ahrefs, Botify, BrightEdge, Conductor, Semrush, Siteimprove, seoClarityOne alternative
SemrushGrok 4.1 FastConductoragainst: Clearscope, MarketMuse, Surfer SEOConductorHeldBrightEdge, Conductoragainst: Moz, Siteimprove, YextConductor, Semrushagainst: Clearscope, MarketMuse, SE Ranking, Surfer SEOno first choiceagainst: Ahrefs Site Explorer, BrightEdge, Clearscope, Frase, MarketMuse, Moz, Screaming Frog standalone, Semalt, Semrush, Surfer SEO
Two alternatives
BrightEdge, seoClarityThree alternatives
BrightEdge, Semrush, seoClaritySix alternatives
Ahrefs, Botify, Clearscope, MarketMuse, Semrush, Surfer SEOThree alternatives
Botify, BrightEdge, seoClarityMistral SmallClearscope, Surfer SEOClearscope, Surfer SEOHeldConductorSight AIno first choicenothing named
Three alternatives
BrightEdge, Conductor, SemrushTwo alternatives
AirOps, ConductorFour alternatives
BrightEdge, Searchmetrics, Siteimprove, seoClarityTwo alternatives
Ahrefs, SemrushDeepSeek V4 FlashConductoragainst: BrightEdgeBrightEdge, ConductorChangedBrightEdge, ConductorConductoragainst: BrightEdge, Semrush for Enterprise, seoClarityBrightEdgeagainst: Conductoragainst: BrightEdge, Clearscope, Conductor, Frase, MarketMuse, Moz, Standard Google Analytics, Surfer SEO, Yext
Four alternatives
Clearscope, MarketMuse, Semrush, Surfer SEOThree alternatives
MarketMuse, Semrush, seoClaritySeven alternatives
Ahrefs, Botify, Clearscope, MarketMuse, Semrush, Surfer SEO, seoClarityThree alternatives
Botify, Clearscope, SemrushLlama 4 Maverickno first choiceClearscope, Surfer SEOChangedno first choiceConductorno first choiceagainst: Screaming Frog, Semrush
Two alternatives
AirOps, seoClarityQwen 3.7 FlashConductoragainst: BotifySemrushChangedno first choiceDragon Metricsagainst: Ahrefs, BrightEdge, Conductor, Semrushno first choiceagainst: Ahrefs, Moz, Semrush
Three alternatives
Ahrefs, BrightEdge, SemrushThree alternatives
Clearscope, ContentKing, Surfer SEOThree alternatives
Ahrefs, Conductor, seoClarityOne alternative
Advanced Web RankingKimi K2Conductoragainst: ClearscopeClearscopeChangedBrightEdge, Conductoragainst: LumarseoClarityagainst: BrightEdge, Conductorno first choiceagainst: BrightEdge, Clearscope, Moz, Surfer SEO, seoClarity
Two alternatives
BrightEdge, MarketMuseTwo alternatives
BrightEdge, ConductorFour alternatives
Ahrefs, Botify, Searchmetrics, SemrushThree alternatives
Clearscope, MarketMuse, Surfer SEOGLM 4.7 FlashXBrightEdge, seoClarityBrightEdgeChangedConductorSemrushagainst: Mozno first choiceagainst: Ahrefs, Botify, BrightEdge, Conductor, HubSpot Content Hub, MarketMuse, Moz, Screaming Frog, Siteimprove, Surfer SEO, seoClarity
Six alternatives
Ahrefs, AthenaHQ, Clearscope, Conductor, MarketMuse, SemrushOne alternative
seoClaritySeven alternatives
Ahrefs, Botify, BrightEdge, Clearscope, Semrush, Surfer SEO, seoClarityTwo alternatives
Conductor, seoClarityMiniMax M2.5ConductorBrightEdge, SemrushChangedAhrefs, SemrushseoClarityagainst: BrightEdgeno first choiceagainst: Adobe Marketo Engage SEO, BrightEdge, Clearscope, Frase, Long Tail Pro, Lorelight, Surfer SEO
Four alternatives
BrightEdge, Clearscope, Semrush, Surfer SEOTwo alternatives
Ahrefs, ConductorFour alternatives
BrightEdge, Clearscope, MarketMuse, Surfer SEOOne alternative
ConductorGPT-6 LunaConductorConductorHeldConductor, Semrush for EnterpriseseoClarityagainst: ConductorConductor, seoClarityagainst: Ahrefs, Semrush, Surfer SEO
Three alternatives
BrightEdge, Semrush, seoClarityOne alternative
ClearscopeFive alternatives
Ahrefs, BrightEdge, Clearscope, MarketMuse, seoClarityOne alternative
BrightEdgeMuse Glimmer 30BClearscope, MarketMuseMarketMuseChangedConductorConductorno first choiceagainst: BrightEdge, Conductor, Searchmetrics, Surfer SEO
Three alternatives
BrightEdge, Conductor, seoClarityTwo alternatives
Clearscope, Surfer SEOFive alternatives
BrightEdge, Clearscope, MarketMuse, Surfer SEO, seoClarityOne alternative
SEOcrawl AIBold 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 08:54 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:55 | yes | 2 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:45 | yes | 12 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:22 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:32 | yes | 25 | 15 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:07 | yes | 15 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:04 | yes | 23 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:40 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:10 | yes | 9 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:34 | yes | 15 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:04 | yes | 23 | 65 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:45 | yes | 14 | 14 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:41 | yes | 4 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:15 | yes | 22 | 31 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:54 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:02 | yes | 5 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:13 | yes | 16 | 28 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:23 | yes | 20 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:02 | yes | 22 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:32 | yes | 5 | 10 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:26 | yes | 23 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:47 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:55 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:46 | yes | 15 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 14:17 | yes | 22 | 76 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:46 | yes | 8 | 21 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:53 | yes | 2 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:32 | yes | 22 | 28 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:50 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:03 | yes | 4 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:49 | yes | 15 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:20 | yes | 17 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:25 | yes | 20 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:37 | yes | 10 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:11 | yes | 24 | 53 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 14:05 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:08 | yes | 9 | 43 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:29 | yes | 19 | 27 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:05 | yes | 22 | 43 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:38 | yes | 15 | 29 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:54 | yes | 7 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:52 | yes | 22 | 47 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:14 | yes | 18 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:08 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:19 | yes | 20 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 13:04 | yes | 20 | 5 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:31 | yes | 23 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:39 | yes | 13 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:33 | yes | 21 | 31 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:26 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:59 | yes | 10 | 65 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:08 | yes | 24 | 28 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:00 | yes | 21 | 29 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:29 | yes | 21 | 29 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:33 | yes | 3 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:50 | yes | 21 | 39 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:11 | yes | 17 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:11 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:47 | yes | 17 | 30 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 09:10 | yes | 20 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:13 | yes | 14 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:23 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:51 | yes | 23 | 56 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:33 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:52 | no | 0 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:27 | yes | 22 | 33 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:56 | no | 0 | 37 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:00 | yes | 5 | 19 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:15 | yes | 1 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:56 | yes | 12 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:38 | yes | 23 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:08 | yes | 0 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:12 | yes | 11 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:50 | yes | 20 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:33 | yes | 24 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:03 | yes | 17 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:49 | yes | 24 | 44 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:11 | yes | 5 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:27 | yes | 23 | 94 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:51 | yes | 25 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:21 | yes | 24 | 155 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:43 | yes | 22 | 40 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 14:13 | yes | 4 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:19 | yes | 25 | 31 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
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