Competitive intelligence tools for enterprise buyers
Asked as “competitive intelligence tool”, and as “competitor tracking platform for product marketing”, on behalf of an enterprise B2B company. 62 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
44%
Clear leader
44Crayon35Klue10Contify11others
44% of first choices, clear leader.
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.
The 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 rateLabelsQuadrant
Show the one product at 0%, ordered by negative rate
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.
Head to head
All twenty-one head-to-head pages: the top seven products, each against each
Kompyte vs VisualpingKompyte vs Google AlertsKompyte vs OwlerKlue vs CrayonKlue vs SpyFuKlue vs VisualpingKlue vs Google AlertsKlue vs OwlerCrayon vs SpyFuCrayon vs VisualpingCrayon vs Google AlertsCrayon vs OwlerSpyFu vs VisualpingSpyFu vs Google AlertsSpyFu vs OwlerVisualping vs Google AlertsVisualping vs OwlerGoogle Alerts vs Owler
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 →
01
02
03
04
05
06
07Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Crayon44%
Crayon44%02Klue35%
Klue35%03Contify10%
Contify10%04AlphaSense2%
AlphaSense2%05Kompyte2%
Kompyte2%06Semrush2%
Semrush2%07Similarweb0%
Similarweb0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, 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 and GPT-6 Luna changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Klue22%
15 of 68 labels negative · 10 of 14 models · 1 hard negative
“avoid enterprise-priced suites like Crayon, Klue, or Kompyte until you truly need scale” MiniMax M2.5, negative prompt
Crayon17%
12 of 69 labels negative · 9 of 14 models · 1 hard negative
“avoid enterprise-priced suites like Crayon, Klue, or Kompyte until you truly need scale” MiniMax M2.5, negative prompt
Kompyte29%
10 of 35 labels negative · 8 of 14 models · 1 hard negative
“avoid enterprise-priced suites like Crayon, Klue, or Kompyte until you truly need scale” MiniMax M2.5, negative prompt
AlphaSense25%
9 of 36 labels negative · 7 of 14 models · 2 hard negative
“**avoid** platforms with per-user or per-seat pricing like AlphaSense” Claude Haiku 4.5, budget 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
81 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. 1131 links across 279 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Contify53 answers · 77 citations · 14 models
vendor site · Klue44 answers · 55 citations · 13 models
vendor site · ZoomInfo35 answers · 58 citations · 10 models
26 answers · 31 citations · 11 models
vendor site · Improvado26 answers · 28 citations · 11 models
vendor site · Hootsuite25 answers · 26 citations · 10 models
24 answers · 47 citations · 12 models
24 answers · 34 citations · 12 models
vendor site · Copy.ai24 answers · 27 citations · 8 models
23 answers · 23 citations · 8 models
vendor site · Guideflow22 answers · 26 citations · 11 models
vendor site · Autobound21 answers · 21 citations · 10 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.
37 answers · 11 models
32 answers · 10 models
25 answers · 11 models
24 answers · 10 models
23 answers · 8 models
22 answers · 8 models
22 answers · 11 models
21 answers · 10 models
21 answers · 8 models
21 answers · 9 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 competitive intelligence tool”, “competitive intelligence tool”. 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 |
|---|---|---|---|---|---|---|---|---|
| Crayon crayon.co | 44% | 291 | 90,500 | 38,108 | 8,355 | |||
| Klue klue.com | 35% | 288 | 2,900 | 168 | 10,357 | 5 | 1 | |
| Contify contify.com | 10% | 130 | 320 | 16 | 8,138 | |||
| CompeteIQ competeiq.io | 5% | 4 | ||||||
| AlphaSense alpha-sense.com | 2% | 169 | 40,500 | 530 | 94,848 | $73 | 118 | |
| Kompyte kompyte.com | 2% | 167 | 320 | 5 | 4,269 | |||
| Semrush semrush.com | 2% | 378 | 90,500 | 2,055 | 2,885,637 | $1,727 | 103 | |
| Nodify | 2% | |||||||
| Similarweb similarweb.com | 0% | 208 | 49,500 | 616 | 1,862,043 | 117 | 2 | |
| Valona Intelligence valonaintelligence.com | 0% | 14 |
Google's top ten for the two searches hold 16 sites; 2 of them are among the sites the models cited here (copy.ai, klue.com). The first result for “best competitive intelligence tool” is optimizegeo.ai.
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 competitive intelligence tool for an enterprise B2B company?”Paraphrase“Which competitor tracking platform for product marketing would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade competitive intelligence tools and how do they differ?”Budget-constrained“What is the best competitive intelligence tool 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 a competitive intelligence tool. What should we look at?”Negative“Which competitive intelligence tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceCrayonChangedCrayon, KlueKlueagainst: 6sense, AlphaSenseno first choiceagainst: Google Alerts
Two alternatives
Contify, KlueThree alternatives
6sense, AlphaSense, ZoomInfoOne alternative
CrayonGPT-5.4 miniKlueCrayonChangedAlphaSenseagainst: SemrushKlueagainst: Kompyteno first choiceagainst: Crayon
Two alternatives
AlphaSense, CrayonOne alternative
KlueFour alternatives
Contify, Crayon, Klue, SimilarwebOne alternative
CrayonGemini 3.5 FlashCrayon, KlueKlueChangedKlueContify, Crayonagainst: KlueCrayon, Klueagainst: Ahrefs, Distill, Feedly, Google Alerts, Hexowatch, Klue, Semrush, Similarweb, Visualping, Zapier
Four alternatives
AlphaSense, Contify, Semrush, SimilarwebTwo alternatives
Contify, CrayonFive alternatives
AlphaSense, Contify, Crayon, Kompyte, Valona IntelligencePerplexity SonarCrayonCrayonHeldno first choiceagainst: SemrushKlueno first choiceagainst: Feedly, Semrush, SpyFu, Visualping
Three alternatives
Contify, Klue, KompyteTwo alternatives
Contify, KlueOne alternative
AlphaSenseGrok 4.1 FastCrayon, KlueKlueChangedagainst: Kompyteno first choiceAlphaSenseagainst: Contify, Crayon, Klue, Kompyte, Semrush, Similarwebno first choiceagainst: Ahrefs, AlphaSense, Brandwatch, Crayon, Google Alerts, Kompyte, Mention, Semrush, Similarweb, Tegus
Three alternatives
AlphaSense, Kompyte, SemrushTwo alternatives
Contify, CrayonMistral SmallCrayon, KlueContifyChangedCrayonContify, Crayon, Klueno first choiceagainst: AlphaSense, CB Insights, Crayon, Gartner, Klue, Kompyte
Two alternatives
Guideflow, SemrushFour alternatives
Contify, Klue, Semrush, SimilarwebOne alternative
LumenDeepSeek V4 FlashCrayon, KlueKlueChangedagainst: AlphaSense, Contify, Kompyte, Semrush, SimilarwebKlueKlueagainst: AlphaSenseCrayon, Klueagainst: AlphaSense, CB Insights, Crayon, Klue, Mention, Owler
One alternative
KompyteOne alternative
CrayonFive alternatives
AlphaSense, Contify, Crayon, Semrush, SimilarwebTwo alternatives
Crayon, KompyteOne alternative
Northern LightLlama 4 MaverickCrayon, KlueContifyChangedno first choiceSemrushno first choiceagainst: AlphaSense, Crayon, Klue
One alternative
ContifyQwen 3.7 FlashCrayon, KlueContify, CrayonChangedagainst: KlueContifyCompeteIQagainst: Crayon, Klueno first choicenothing named
Two alternatives
AlphaSense, SimilarwebThree alternatives
Crayon, Klue, KompyteTwo alternatives
Highspot, SeismicKimi K2KlueCrayonChangedCrayonCompeteIQagainst: Crayon, Klue, Kompyteno first choiceagainst: Crayon, Klue
Two alternatives
Crayon, KompyteTwo alternatives
Contify, KlueFive alternatives
AlphaSense, Cipher, Contify, Klue, KompyteGLM 4.7 FlashXCrayon, KlueCrayonChangedCrayon, KlueKlueno first choiceagainst: Kompyte, Owler, Similarweb, SpyFu
One alternative
ContifyOne alternative
KlueFive alternatives
AlphaSense, Clozd, Contify, Semrush, SimilarwebOne alternative
CrayonMiniMax M2.5Contify, CrayonCrayonChangedCrayonCompeteIQagainst: AlphaSense, Crayon, KlueCrayonagainst: Crayon, Klue, Kompyte
Two alternatives
Kompyte, SemrushThree alternatives
Brand24, Klue, Valona IntelligenceFour alternatives
AlphaSense, Contify, Klue, SimilarwebTwo alternatives
Klue, PerplexityGPT-6 LunaKlueagainst: SimilarwebCrayonChangedno first choiceCrayonagainst: KlueCrayonagainst: Kluenothing named
One alternative
CrayonTwo alternatives
Klue, KompyteEight alternatives
AlphaSense, Contify, Crayon, Klue, Kompyte, Northern Light, Similarweb, ValonaOne alternative
KompyteOne alternative
AlphaSenseMuse Glimmer 30BCrayonCrayonHeldagainst: Distill Intelligence, KompyteCrayonKompyte, Nodifyagainst: AlphaSense, Contify, Crayon, KlueCrayon, Klueagainst: ChatGPT, Visualping
One alternative
KlueOne alternative
KlueThree alternatives
Contify, Klue, KompyteBold 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 | 2026-10-04 22:12 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:26 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:19 | yes | 18 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:14 | yes | 20 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:07 | yes | 22 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:33 | yes | 20 | 10 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:46 | yes | 24 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:58 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:11 | yes | 19 | 45 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:47 | yes | 10 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:54 | yes | 13 | 23 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:18 | yes | 5 | 17 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:55 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:38 | yes | 14 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:57 | yes | 17 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:42 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:36 | yes | 19 | 32 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:18 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:16 | yes | 22 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:15 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:24 | yes | 24 | 51 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:11 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:21 | yes | 5 | 21 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:46 | yes | 23 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:44 | yes | 22 | 20 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:22 | yes | 7 | 20 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:10 | yes | 3 | 24 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:28 | yes | 13 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:56 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:47 | yes | 7 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:42 | yes | 17 | 30 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:24 | yes | 20 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:27 | yes | 21 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:57 | yes | 11 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:04 | yes | 22 | 45 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:39 | yes | 5 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:24 | yes | 15 | 41 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:27 | yes | 16 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:52 | yes | 16 | 57 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:33 | yes | 13 | 19 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:41 | yes | 10 | 30 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:25 | yes | 14 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:38 | yes | 15 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:57 | yes | 6 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:41 | yes | 16 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 23:19 | yes | 20 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:11 | yes | 17 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:19 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:49 | yes | 22 | 51 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:45 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:13 | yes | 18 | 79 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:34 | yes | 19 | 44 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:30 | yes | 21 | 93 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:47 | yes | 22 | 41 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:14 | yes | 2 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:09 | yes | 23 | 32 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:42 | yes | 19 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:48 | yes | 1 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:32 | yes | 3 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:13 | yes | 20 | 10 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:03 | yes | 19 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:22 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:18 | yes | 25 | 82 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:58 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:55 | yes | 5 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:48 | no | 0 | 38 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:15 | yes | 15 | 76 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:21 | yes | 5 | 21 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:53 | yes | 2 | 24 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:22 | yes | 15 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:15 | yes | 19 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:29 | yes | 4 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:46 | yes | 21 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 22:18 | yes | 20 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:11 | yes | 24 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:43 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:15 | yes | 24 | 47 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:33 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:37 | yes | 19 | 56 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:43 | yes | 19 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:25 | yes | 23 | 34 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:24 | yes | 15 | 41 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:14 | yes | 5 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:40 | yes | 23 | 29 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
None. Every name in this category resolved on its own.
Unresolved, counted raw
Distill
Distill Intelligence
Gartner
Nodify
Pathmatics/Skai
Smartproxy
Unkover
Discontinued, still offered
No shut-down product was recommended here.