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. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
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
54%
Clear leader
54Crayon29Klue05CompeteIQ12others
54% of first choices, clear leader.
Since October 2026▲+10Since October 2026: 44% → 54%, +10 points. Inside the 11-point floor: within noise.Crayon held the lead, +10 points on 44%, 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
Kompyte37%Contested▲+11Since October 2026: 26% → 37%, +11 points. Past the 11-point floor: movement.Standing →Mid-marketKompyte40%Contested▲+2Since October 2026: 38% → 40%, +2 points. Inside the 11-point floor: within noise.Standing →Enterprise
Crayon54%Clear leader▲+10Since October 2026: 44% → 54%, +10 points. Inside the 11-point floor: within noise.This page
Kompyte37%Contested▲+11Since October 2026: 26% → 37%, +11 points. Past the 11-point floor: movement.Standing →Mid-marketKompyte40%Contested▲+2Since October 2026: 38% → 40%, +2 points. Inside the 11-point floor: within noise.Standing →EnterpriseCrayon54%Clear leader▲+10Since October 2026: 44% → 54%, +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
01Crayon54%18%77endorsed leader▲+10Since October 2026: 44% → 54%, +10 points. Inside the 11-point floor: within noise.44% → 54%
Crayon54%18%77endorsed leader▲+10Since October 2026: 44% → 54%, +10 points. Inside the 11-point floor: within noise.44% → 54%02
Klue29%19%72accepted challenger▼−6Since October 2026: 35% → 29%, −6 points. Inside the 11-point floor: within noise.35% → 29%
Klue29%19%72accepted challenger▼−6Since October 2026: 35% → 29%, −6 points. Inside the 11-point floor: within noise.35% → 29%03
Contify5%2%44accepted challenger▼−5Since October 2026: 10% → 5%, −5 points. Inside the 11-point floor: within noise.10% → 5%
Contify5%2%44accepted challenger▼−5Since October 2026: 10% → 5%, −5 points. Inside the 11-point floor: within noise.10% → 5%04
Similarweb4%17%35accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
Similarweb4%17%35accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%Show the three products at 0%, ordered by negative rate
06Kompyte0%37%35criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Kompyte0%37%35criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%07
Semrush0%36%25criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Semrush0%36%25criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%05
AlphaSense0%10%39accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
AlphaSense0%10%39accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-one head-to-head pages: the top seven products, each against each
Kompyte vs SemrushKompyte vs OwlerKompyte vs Google AlertsKlue vs CrayonKlue vs VisualpingKlue vs SemrushKlue vs OwlerKlue vs Google AlertsCrayon vs VisualpingCrayon vs SemrushCrayon vs OwlerCrayon vs Google AlertsVisualping vs SemrushVisualping vs OwlerVisualping vs Google AlertsSemrush vs OwlerSemrush vs Google AlertsOwler vs Google Alerts
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 →
01020304050607Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01Crayon54%
Crayon54%02Klue29%
Klue29%03Contify5%
Contify5%04Similarweb4%
Similarweb4%05AlphaSense0%
AlphaSense0%06Kompyte0%
Kompyte0%07Semrush0%
Semrush0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Grok 4.20, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Klue19%
14 of 72 labels negative · 11 of 14 models · 4 hard negative
“Avoid if your organization prioritizes ironclad data security; opt for alternatives with better breach track records.” Grok 4.20, negative prompt
Crayon18%
14 of 77 labels negative · 11 of 14 models · 2 hard negative
“recommendations include avoiding "enterprise-priced suites like Crayon, Klue, or Kompyte until you truly need scale."” Grok 4.20, negative prompt
Kompyte37%
13 of 35 labels negative · 10 of 14 models · 3 hard negative
“Start-up-only pricing models that don’t scale | Kompyte, some “budget-friendly” CI platforms.” GLM 4.7 FlashX, negative prompt
Semrush36%
9 of 25 labels negative · 8 of 14 models · 1 hard negative
“criticized for high pricing, navigation limitations, and data inconsistencies... may not scale ethically for large orgs” Grok 4.20, 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
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. 949 links across 303 sites, every framing counted. Ranked by the number of answers carrying the site or page. 38 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.
publisher (Gane)30 answers · 32 citations · 10 models
vendor site · Klue29 answers · 41 citations · 11 models
24 answers · 36 citations · 10 models
23 answers · 42 citations · 12 models
21 answers · 26 citations · 10 models
vendor site · Contify20 answers · 35 citations · 11 models
vendor site · Crayon18 answers · 26 citations · 7 models
vendor site · Miniloop17 answers · 17 citations · 9 models
vendor site · Prospeo15 answers · 17 citations · 8 models
vendor site · Kompyte15 answers · 15 citations · 9 models
vendor site · SyncGTM15 answers · 15 citations · 8 models
vendor site · Hootsuite13 answers · 13 citations · 8 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.
28 answers · 10 models
17 answers · 9 models
17 answers · 9 models
16 answers · 9 models
15 answers · 8 models
15 answers · 10 models
13 answers · 7 models
13 answers · 8 models
12 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 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 | 54% | 297 | 90,500 | 38,108 | 8,355 | |||
| Klue klue.com | 29% | 284 | 2,900 | 168 | 10,357 | 5 | 1 | |
| Contify contify.com | 5% | 129 | 320 | 16 | 8,138 | |||
| CompeteIQ competeiq.io | 5% | 6 | ||||||
| Similarweb similarweb.com | 4% | 254 | 49,500 | 616 | 1,862,043 | 117 | 2 | |
| Northern Light northernlight.com Northern Light SinglePoint 2%, Northern Light 0% | 2% | 17 | 30 | 2 | 202 | 0 | ||
| Awingu | 2% | |||||||
| AlphaSense alpha-sense.com | 0% | 200 | 40,500 | 530 | 94,848 | $73 | 118 | |
| Kompyte kompyte.com | 0% | 156 | 320 | 5 | 4,269 | |||
| Brand24 brand24.com | 0% | 218 | 2,900 | 61 | 28,164 | 67 |
Google's top ten for the two searches hold 16 sites; 1 of them are among the sites the models cited here (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 4.5Crayon, KlueCrayonChangedKlueKlueno first choiceagainst: LocateSmarter LLC, SalesIntel Research, Inc.
Two alternatives
AlphaSense, KompyteTwo alternatives
Contify, KlueSix alternatives
AlphaSense, Brandwatch, Contify, Crayon, Semrush, Valona IntelligenceOne alternative
CrayonGPT-5.4 miniContify, KlueCrayonChangedKlueCompeteIQagainst: Crayon, Klue, Kompyteno first choicenothing named
Two alternatives
AlphaSense, CrayonOne alternative
KlueThree alternatives
AlphaSense, Contify, CrayonGemini 3.5 FlashKlueKlueHeldCrayon, KlueContifyKlueagainst: Kompyte, Semrushnothing named
Four alternatives
AlphaSense, Contify, Crayon, KompyteThree alternatives
Contify, Crayon, Valona IntelligenceThree alternatives
AlphaSense, Contify, SimilarwebThree alternatives
CompeteIQ, Crayon, KlueTwo alternatives
Contify, CrayonPerplexity SonarCrayonCrayonHeldCrayonagainst: VisualpingCrayonno first choiceagainst: Contify, Crayon, Klue, Owler, Semrush, Similarweb, SpyFu, Visualping
Five alternatives
AlphaSense, Contify, Klue, Semrush, SimilarwebOne alternative
KlueEight alternatives
Ahrefs, AlphaSense, Brandwatch, Clozd, Contify, Klue, Semrush, SimilarwebTwo alternatives
AlphaSense, ContifyGrok 4.20KlueCrayonChangedagainst: Ahrefs, SemrushCrayon, Klueagainst: ApifyKlueagainst: Crayonno first choiceagainst: Crayon, Klue, Kompyte, Semrush, Similarweb
Four alternatives
AlphaSense, Crayon, Kompyte, SemrushTwo alternatives
Klue, KompyteThree alternatives
Contify, Semrush, SimilarwebOne alternative
SimilarwebMistral SmallCrayonCrayonHeldSimilarwebCrayon, Klueagainst: Semrushno first choiceagainst: CI Radar, Kompyte, Meltwateragainst: Crayon, Klue, Kompyte
Two alternatives
Klue, SyncGTMOne alternative
KlueFive alternatives
Ahrefs, Crayon, Intelligence Node, Klue, KompyteOne alternative
SimilarwebTwo alternatives
Crayon, KlueDeepSeek V4 FlashCrayon, Klueagainst: SemrushCrayonChangedKlueCrayonno first choiceagainst: AlphaSense, CB Insights, Crayon, Gartner, Klue, Kompyte
Four alternatives
AlphaSense, Contify, Kompyte, SimilarwebThree alternatives
AlphaSense, Contify, KlueFive alternatives
AlphaSense, Contify, Crayon, Kompyte, SimilarwebOne alternative
KlueLlama 4 MaverickCrayonCrayonHeldno first choiceSimilarwebCrayon, Similarwebagainst: AlphaSense, Crayon, Klue, Kompyte
Three alternatives
Klue, Kompyte, SimilarwebFour alternatives
AlphaSense, Contify, Klue, KompyteOne alternative
ContifyThree alternatives
Bigtincan, Profound, ScrunchQwen 3.7 FlashCrayon, KlueCrayonChangedno first choiceAwinguno first choiceagainst: AlphaSense, CB Insights, Crayon, Klue, Owler, Visualping
Three alternatives
AlphaSense, Kompyte, SimilarwebOne alternative
KlueSeven alternatives
AlphaSense, Contify, Crayon, Klue, Semrush, Sensor Tower, SimilarwebTwo alternatives
Contify, CrayonKimi K2KlueCrayonChangedKlueNorthern Light SinglePointagainst: Klueno first choiceagainst: Crayon, Klue, Kompyte, Public ChatGPT, consumer Claude
Three alternatives
AlphaSense, Crayon, KompyteThree alternatives
Contify, Klue, KompyteFour alternatives
AlphaSense, Contify, Crayon, KompyteThree alternatives
Contify, Crayon, StravitoGLM 4.7 FlashXCrayon, KlueCrayonChangedno first choiceCrayonagainst: Kompyte, SimilarwebCrayonagainst: Distill Intelligence, Kompyte, Market Inside, anVendor
Three alternatives
AlphaSense, Contify, SimilarwebOne alternative
KlueOne alternative
KlueThree alternatives
Contify, Klue, KompyteMiniMax M2.5Crayon, KlueCrayonChangedno first choiceCompeteIQagainst: AlphaSense, Crayon, Klue, SimilarwebContifyagainst: Crayonagainst: Ahrefs, Alexa, Brandwatch, ChatGPT, Claude, Crayon, Klue, Kompyte, Moz, Perplexity, RankTrackr, Scrapy, Semrush, Similarweb, Talkwalker, WebCEO
Seven alternatives
Brand24, Cognism, Distill Intelligence, Lumen, Outreach, Semrush, SimilarwebTwo alternatives
AlphaSense, KlueOne alternative
Kompyte Unlimited PlanThree alternatives
AlphaSense, Comintelli, KlueGPT-6 LunaKlueCrayonChangedno first choiceCrayonCrayonagainst: Klueagainst: Crayon, Klue, Semrush, Similarweb
One alternative
CrayonOne alternative
KlueSeven alternatives
AlphaSense, CB Insights, Contify, Crayon, Klue, Kompyte, SimilarwebOne alternative
KompyteOne alternative
Northern Light SinglePointMuse Glimmer 30BCrayon, KlueCrayonChangedagainst: KompyteCrayon, Klueagainst: KompyteCompeteIQagainst: Crayon, Klueno first choiceagainst: Semrushnothing named
One alternative
KlueThree alternatives
AlphaSense, Contify, SimilarwebBold 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 12:46 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:58 | 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 13:58 | yes | 12 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 16:15 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:29 | yes | 5 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:48 | yes | 5 | 25 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:12 | yes | 22 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:50 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:26 | yes | 5 | 23 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:47 | yes | 15 | 32 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:10 | yes | 10 | 28 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:14 | yes | 5 | 34 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:56 | yes | 4 | 19 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:39 | yes | 15 | 13 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:01 | yes | 20 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:12 | yes | 4 | 6 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 13:31 | yes | 8 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 14:26 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:40 | yes | 10 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:26 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:08 | yes | 25 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:56 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:12 | yes | 5 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:51 | yes | 15 | 27 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:52 | yes | 23 | 71 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:47 | yes | 5 | 35 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:02 | yes | 3 | 19 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:19 | yes | 14 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:26 | yes | 10 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:47 | yes | 5 | 9 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 17:18 | no | 0 | 16 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:19 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:47 | yes | 10 | 20 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:29 | yes | 20 | 16 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:58 | yes | 22 | 57 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:55 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:04 | yes | 5 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:03 | yes | 15 | 72 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:33 | yes | 24 | 59 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:33 | yes | 5 | 29 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:42 | yes | 7 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:59 | yes | 13 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:54 | yes | 17 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:09 | yes | 3 | 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 13:28 | yes | 13 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 15:55 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:47 | yes | 9 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:18 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:00 | yes | 21 | 50 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:36 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:35 | no | 0 | 37 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:31 | yes | 25 | 47 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:45 | yes | 22 | 36 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:46 | yes | 18 | 47 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:14 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:59 | yes | 24 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:47 | no | 0 | 9 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:24 | yes | 3 | 9 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 16:27 | no | 0 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 14:44 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:01 | yes | 15 | 17 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:41 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:01 | yes | 24 | 15 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:16 | yes | 5 | 5 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:31 | yes | 5 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:16 | yes | 24 | 32 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:39 | yes | 25 | 21 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:57 | yes | 10 | 26 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:40 | yes | 4 | 26 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:41 | yes | 15 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:46 | yes | 36 | 15 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:54 | yes | 4 | 6 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 14:36 | no | 0 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 14:49 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:37 | yes | 19 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:34 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:56 | yes | 24 | 29 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:45 | yes | 5 | 5 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:29 | yes | 9 | 58 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:18 | yes | 25 | 27 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:56 | yes | 23 | 96 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:59 | yes | 20 | 150 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:29 | yes | 3 | 24 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:30 | yes | 23 | 36 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
Alexa
Awingu
CI Radar
Competely.ai
Gartner
Intellicomp CI
Kompyte Unlimited Plan
Market Inside
Public ChatGPT
RankTrackr
SOMIN
SalesIntel Research, Inc.
Semantic Scholar
anVendor
consumer Claude
Discontinued, still offered
No shut-down product was recommended here.