Competitive intelligence tools
Asked as “competitive intelligence tool”, and as “competitor tracking platform for product marketing”, on behalf of a mid-market B2B company. 50 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
38%
Contested · Klue 26%
38Kompyte26Klue12Crayon24others
38% of first choices, contested.
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 a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
06
Google Alerts Lab in the set4%7%14accepted challengernewNew since September 2026: not ranked then, 4% now.
Google Alerts Lab in the set4%7%14accepted challengernewNew since September 2026: not ranked then, 4% now.Show the five products at 0%, ordered by negative rate
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 Alerts 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.
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
0506O07
08
09
10
11
12Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Kompyte38%
Kompyte38%02Klue26%
Klue26%03Crayon12%
Crayon12%04SpyFu6%
SpyFu6%05Visualping4%
Visualping4%06Google Alerts4%
Google Alerts4%07Owler2%
08Similarweb0%
Similarweb0%09Semrush0%
Semrush0%10AlphaSense0%
AlphaSense0%11Contify0%
Contify0%12Ahrefs0%
Ahrefs0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Grok 4.1 Fast, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, 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.
Crayon24%
13 of 55 labels negative · 7 of 14 models · 2 hard negative
“**Enterprise tools** (Crayon, Klue) typically start at $25K+/year — avoid these on a limited budget” Kimi K2, budget prompt
Klue16%
9 of 55 labels negative · 7 of 14 models · 2 hard negative
“**Enterprise tools** (Crayon, Klue) typically start at $25K+/year — avoid these on a limited budget” Kimi K2, budget prompt
Semrush20%
8 of 41 labels negative · 7 of 14 models
“While slightly pricier, it offers a comprehensive suite of tools that can be worth the investment. However, if budget is truly limited, SpyFu might be a better choice.” MiniMax M2.5, budget prompt
Contify23%
5 of 22 labels negative · 5 of 14 models · 2 hard negative
“Avoid unless you have a large enterprise IT budget and a dedicated analyst” DeepSeek V4 Flash, 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
77 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. 1047 links across 246 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 · ZoomInfo38 answers · 49 citations · 10 models
vendor site · Klue34 answers · 40 citations · 13 models
vendor site · Contify33 answers · 46 citations · 14 models
vendor site · Improvado31 answers · 34 citations · 11 models
29 answers · 30 citations · 11 models
vendor site · Copy.ai28 answers · 41 citations · 9 models
vendor site · Kompyte24 answers · 32 citations · 11 models
21 answers · 23 citations · 10 models
vendor site · Hootsuite20 answers · 20 citations · 10 models
18 answers · 21 citations · 11 models
vendor site · Prospeo17 answers · 21 citations · 9 models
16 answers · 31 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.
30 answers · 11 models
30 answers · 10 models
28 answers · 10 models
26 answers · 8 models
23 answers · 10 models
20 answers · 10 models
19 answers · 10 models
19 answers · 10 models
13 answers · 9 models
13 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 |
|---|---|---|---|---|---|---|---|---|
| Kompyte kompyte.com | 38% | 167 | 320 | 5 | 4,269 | |||
| Klue klue.com | 26% | 288 | 2,900 | 168 | 10,357 | 5 | 1 | |
| Crayon crayon.co | 12% | 291 | 90,500 | 38,108 | 8,355 | |||
| SpyFu spyfu.com | 6% | 72 | 8,100 | 160 | 87,009 | 36 | ||
| Visualping visualping.io | 4% | 98 | 6,600 | 120 | 76,126 | 2 | 9 | |
| Google parent site Google Alerts 4%, Google Ads Transparency Center 0% | 4% | 122 | 74,000 | 2,448 | ||||
| Owler | 2% | 1,300 | 9 | |||||
| ZoomInfo zoominfo.com | 2% | 846 | 135,000 | 1,810 | 6,376,738 | $1,140 | 120 | |
| Competitors App | 2% | |||||||
| Cotera cotera.co | 2% | 6 |
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 a mid-market B2B company?”Paraphrase“Which competitor tracking platform for product marketing would you recommend to a mid-sized B2B company?”Comparative“What are the top competitive intelligence tools and how do they differ?”Budget-constrained“What is the best competitive intelligence tool for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a competitive intelligence tool. What should we look at?”Negative“Which competitive intelligence tools should I avoid or be cautious about?”
Claude Haiku 4.5KlueCrayonChangedKlueagainst: Cloro, SpyFuGoogle Alertsno first choicenothing named
Two alternatives
Crayon, KompyteTwo alternatives
Brand24, KlueFive alternatives
Autobound, Crayon, Kompyte, Semrush, SimilarwebTwo alternatives
SEMrush Free Version, SimilarwebGPT-5.4 miniKompyteKlueChangedCrayon, KompyteGoogle Alerts, SE Rankingno first choicenothing named
Three alternatives
Crayon, Klue, SimilarwebOne alternative
CrayonFour alternatives
AlphaSense, CB Insights, Contify, SimilarwebOne alternative
AhrefsGemini 3.5 FlashKlueKlueHeldCrayon, KlueCoteraagainst: Ahrefs, Contify, Crayon, Klue, Semrushno first choiceagainst: Cendyn/Rainmaker, ChatGPT, Claude, Gemini, RealPage
Three alternatives
BattleReady, Crayon, KompyteFour alternatives
Competely, Crayon, Kompyte, Rival RadarEight alternatives
AIclicks, AlphaSense, ClientCues, Kompyte, RivalSignal, Semrush, Similarweb, VisualpingEleven alternatives
Capterra, Competely, Crunchbase, G2 Buyer Intent, Google Ads Transparency Center, Google Alerts, Meta Ad Library, Owler, SpyFu, Trustpilot, VisualpingPerplexity SonarKompyteKompyteHeldContify, CrayonVisualpingno first choiceagainst: Ahrefs, AlphaSense, Brandwatch, CB Insights, Crayon, Klue, Kompyte, Mention, Semrush, SpyFu
Three alternatives
Crayon, Similarweb, ZoomInfoTwo alternatives
Crayon, KlueTwo alternatives
Klue, SimilarwebTwo alternatives
Kompyte, SpyFuGrok 4.1 FastKompyteagainst: Crayon, KlueKlueChangedagainst: Competely, Contify, Semrushno first choiceVisualpingagainst: Crayon, KlueKlueagainst: Ahrefs, Crayon, Kompyte, Moz, Semrush, SpyFu
One alternative
SemrushOne alternative
CrayonFour alternatives
Kompyte, Owler, Semrush, SimilarwebThree alternatives
AlphaSense, Contify, CrayonMistral SmallKlue, KompyteCrayon, KlueChangedCrayonOwlerno first choiceagainst: AlphaSense
One alternative
KompyteEight alternatives
Brandwatch, Contify, Klue, Owler, Semrush, Similarweb, SpyFu, TalkwalkerTwo alternatives
Kompyte, VisualpingDeepSeek V4 FlashKompyteagainst: CrayonKompyteHeldCrayon, KlueSpyFuagainst: Ahrefs, SemrushCrayonagainst: Kompyteagainst: Contify, Crayon, Klue, Kompyte, SE Ranking, Similarweb
One alternative
KlueTwo alternatives
Crayon, KlueSix alternatives
AlphaSense, Contify, Kompyte, Semrush, Similarweb, SpyFuFive alternatives
Google Alerts, Kompyte, Meta Ad Library, Owler, VisualpingThree alternatives
AlphaSense, Klue, SimilarwebLlama 4 MaverickKompyteCrayon, KlueChangedno first choiceKompyteno first choicenothing named
One alternative
SimilarwebThree alternatives
Feedly, LinkedIn Sales Navigator, ProspeoQwen 3.7 FlashKlueKompyteChangedagainst: CrayonClozd, KlueKompyteno first choiceagainst: Contify, Crayon, Google Alerts, Hootsuite, Klue, Kompyte, Owler, Visualping
Six alternatives
Ahrefs, Clutch, Crayon, G2 Buyer Intent, Kompyte, SemrushOne alternative
KlueFour alternatives
CB Insights, Crush Analytics, Quid, SemrushEleven alternatives
Ahrefs, Crunchbase, Feedly, Google Ads Transparency Center, Google Alerts, Meta Ad Library, Owler, SimilarWeb Free Extension, Social Status, SpyFu, VisualpingKimi K2Kompyteagainst: CrayonKompyteHeldCrayon, KlueKompyteagainst: Crayon, Klueno first choiceagainst: Ahrefs, Contify, Crayon, Klue, Kompyte, Semrush, Similarweb
Two alternatives
Klue, SemrushTwo alternatives
Crayon, KlueSeven alternatives
Ahrefs, Kompyte, Owler, Semrush, Similarweb, Sprout Social, SpyFuThree alternatives
Google Alerts, Similarweb, VisualpingFive alternatives
AlphaSense, Contify, Crayon, Klue, KompyteGLM 4.7 FlashXKompyteKlueChangedAhrefs, SemrushKompyteCrayon, Klueagainst: Similarweb, SpyFu
Two alternatives
Crayon, KlueTwo alternatives
Crayon, KompyteFive alternatives
AlphaSense, Crayon, Klue, Kompyte, SimilarwebSeven alternatives
Google Ads Transparency, Google Alerts, Meta Ad Library, Owler, Semrush Free Tier, SpyFu, VisualpingFive alternatives
AlphaSense, Contify, Kompyte, Semrush, SimilarwebMiniMax M2.5ZoomInfoKompyteChangedno first choiceSpyFuagainst: Semrushno first choicenothing named
Three alternatives
Google Alerts, Mention, SemrushOne alternative
KlueOne alternative
OwlerGPT-6 LunaKlueCrayonChangedCrayon, KlueSpyFuagainst: Semrushno first choiceagainst: Similarweb
One alternative
CrayonTwo alternatives
Klue, KompyteSeven alternatives
Ahrefs, AlphaSense, Brandwatch, Contify, Kompyte, Semrush, SimilarwebOne alternative
VisualpingMuse Glimmer 30BKompyteKompyteHeldCrayon, KlueCompetitors Appno first choiceagainst: Crayon, Klueagainst: ChatGPT, Claude
Two alternatives
Crayon, KlueTwo alternatives
Crayon, KlueFive alternatives
AlphaSense, Contify, Kompyte, Semrush, SimilarwebSix alternatives
Google Alerts, Owler, PageCrawl, SnitchFeed, Visualping, WappalyzerTwo alternatives
AlphaSense, ContifyBold 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 | 2026-10-05 00:17 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:36 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:16 | yes | 15 | 28 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:38 | yes | 20 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:41 | yes | 22 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:23 | yes | 15 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:52 | yes | 14 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:43 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:53 | no | 0 | 23 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:03 | yes | 11 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:28 | yes | 23 | 22 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:50 | no | 0 | 9 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:31 | yes | 2 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:43 | yes | 13 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:39 | yes | 9 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:04 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:10 | yes | 18 | 29 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:35 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:44 | yes | 21 | 14 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:32 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:00 | yes | 23 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:22 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:39 | yes | 10 | 40 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:37 | yes | 18 | 16 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:32 | yes | 17 | 96 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:40 | yes | 14 | 32 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:29 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:01 | yes | 12 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:01 | yes | 10 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:53 | yes | 5 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:28 | yes | 20 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 23:14 | yes | 19 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:55 | yes | 20 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:10 | yes | 10 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:52 | yes | 24 | 54 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:25 | yes | 5 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:55 | yes | 9 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:14 | yes | 19 | 47 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:07 | yes | 25 | 37 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:29 | yes | 10 | 25 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:48 | yes | 8 | 33 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:52 | yes | 22 | 37 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:40 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:06 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:36 | yes | 7 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:53 | yes | 19 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:13 | yes | 23 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:10 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:33 | yes | 19 | 107 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:28 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:53 | yes | 10 | 36 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:12 | yes | 13 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:02 | yes | 20 | 23 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:11 | yes | 5 | 15 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:42 | yes | 3 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:28 | yes | 24 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:03 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:54 | no | 0 | 4 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:52 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:59 | yes | 20 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:10 | yes | 14 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:43 | yes | 10 | 12 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:12 | yes | 24 | 45 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:16 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:40 | no | 0 | 23 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:27 | yes | 21 | 29 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:03 | yes | 16 | 29 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:48 | yes | 8 | 19 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:28 | yes | 2 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:09 | yes | 13 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:48 | yes | 16 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:59 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:21 | yes | 25 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:38 | yes | 20 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:47 | yes | 23 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:45 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:24 | yes | 23 | 44 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:09 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:11 | yes | 20 | 69 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:40 | yes | 23 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:17 | yes | 19 | 21 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:20 | yes | 14 | 36 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:58 | yes | 3 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:36 | yes | 23 | 26 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
BattleReady
Cendyn/Rainmaker
ClientCues
Crush Analytics (formerly Crayon)
DoubleCheck
Gemni / CompTIA
Google Ads Transparency
Google's Ads Transparency Center
HubSpot's grader
LinkedIn
RivalSignal
SEMrush Free Version
Semrush Free Tier
SimilarWeb Free Extension
SnitchFeed
WideNarrow
Discontinued, still offered
No shut-down product was recommended here.