Competitive intelligence tools
Asked as “competitive intelligence tool”, and as “competitor tracking platform for product marketing”, on behalf of a mid-market B2B company. 53 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
40%
Contested · Klue 25%
40Kompyte25Klue23Crayon13others
40% of first choices, contested.
Since October 2026▲+2Since October 2026: 38% → 40%, +2 points. Inside the 11-point floor: within noise.Kompyte held the lead, +2 points on 38%, 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.This pageEnterprise
Crayon54%Clear leader▲+10Since October 2026: 44% → 54%, +10 points. Inside the 11-point floor: within noise.Standing →
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.This pageEnterpriseCrayon54%Clear leader▲+10Since October 2026: 44% → 54%, +10 points. Inside the 11-point floor: within noise.Standing →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 October 2026
01Kompyte40%10%52endorsed leader▲+2Since October 2026: 38% → 40%, +2 points. Inside the 11-point floor: within noise.38% → 40%
Kompyte40%10%52endorsed leader▲+2Since October 2026: 38% → 40%, +2 points. Inside the 11-point floor: within noise.38% → 40%02
Klue25%19%62accepted challenger▼−1Since October 2026: 26% → 25%, −1 point. Inside the 11-point floor: within noise.26% → 25%
Klue25%19%62accepted challenger▼−1Since October 2026: 26% → 25%, −1 point. Inside the 11-point floor: within noise.26% → 25%03Crayon23%22%63accepted challenger▲+11Since October 2026: 12% → 23%, +11 points. Inside the 11-point floor: within noise.12% → 23%
Crayon23%22%63accepted challenger▲+11Since October 2026: 12% → 23%, +11 points. Inside the 11-point floor: within noise.12% → 23%04
Visualping4%4%27accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
Visualping4%4%27accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%05
Semrush2%17%58accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Semrush2%17%58accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%06Owler2%0%18accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
07
Google Alerts Lab in the set2%9%11accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Google Alerts Lab in the set2%9%11accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%Show the five products at 0%, ordered by negative rate
12
Ahrefs0%28%25criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Ahrefs0%28%25criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Similarweb0%19%52accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Similarweb0%19%52accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
SpyFu0%18%22accepted challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise.6% → 0%
SpyFu0%18%22accepted challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise.6% → 0%09
Contify0%17%23accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Contify0%17%23accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
AlphaSense0%15%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
AlphaSense0%15%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
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 one time of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
For buyers
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 →
0102030405O06
070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Kompyte40%
Kompyte40%02Klue25%
Klue25%03Crayon23%
Crayon23%04Visualping4%
Visualping4%05Semrush2%
Semrush2%06Owler2%
07Google Alerts2%
Google Alerts2%08Similarweb0%
Similarweb0%09Contify0%
Contify0%10AlphaSense0%
AlphaSense0%11SpyFu0%
SpyFu0%12Ahrefs0%
Ahrefs0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Grok 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, 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.
Similarweb19%
10 of 52 labels negative · 10 of 14 models · 1 hard negative
“Avoid enterprise tools like Klue, Crayon, Contify, and Similarweb (full versions)” DeepSeek V4 Flash, budget prompt
Klue19%
12 of 62 labels negative · 9 of 14 models · 3 hard negative
“flagged by AI models as something to avoid for enterprise use due to its high negative share and cost” Mistral Small, negative prompt
Crayon22%
14 of 63 labels negative · 9 of 14 models · 2 hard negative
“Avoid enterprise tools like Klue, Crayon, Contify, and Similarweb (full versions)” DeepSeek V4 Flash, budget prompt
Semrush17%
10 of 58 labels negative · 8 of 14 models
“Expensive (especially for small teams; complaints about hidden fees, trials turning into charges, and hard cancellations). Steep learning curve.” 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
71 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. 757 links across 225 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.
22 answers · 39 citations · 11 models
19 answers · 24 citations · 10 models
vendor site · Prospeo17 answers · 25 citations · 9 models
15 answers · 18 citations · 8 models
14 answers · 14 citations · 8 models
vendor site · SyncGTM14 answers · 14 citations · 8 models
vendor site · Contify13 answers · 16 citations · 9 models
vendor site · Klue13 answers · 14 citations · 8 models
vendor site · Software Advice13 answers · 14 citations · 8 models
vendor site · GetApp13 answers · 13 citations · 7 models
11 answers · 11 citations · 5 models
11 answers · 11 citations · 6 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
15 answers · 8 models
14 answers · 8 models
14 answers · 8 models
12 answers · 8 models
11 answers · 5 models
11 answers · 6 models
11 answers · 8 models
10 answers · 9 models
10 answers · 6 models
10 answers · 7 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 | 40% | 156 | 320 | 5 | 4,269 | |||
| Klue klue.com | 25% | 284 | 2,900 | 168 | 10,357 | 5 | 1 | |
| Crayon crayon.co | 23% | 297 | 90,500 | 38,108 | 8,355 | |||
| Visualping visualping.io | 4% | 92 | 6,600 | 120 | 76,126 | 2 | 9 | |
| Semrush semrush.com | 2% | 316 | 90,500 | 2,055 | 2,885,637 | $1,727 | 103 | |
| Owler | 2% | 1,300 | 9 | |||||
| Google parent site Google Alerts 2% | 2% | 137 | 74,000 | 2,448 | ||||
| SE Ranking seranking.com | 2% | 88 | 8,100 | 207 | 309,691 | $2,632 | 50 | |
| Analook analook.com | 2% | 1 | ||||||
| Similarweb similarweb.com | 0% | 254 | 49,500 | 616 | 1,862,043 | 117 | 2 |
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 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 4.5Kompyteagainst: CrayonCrayonChangedCrayonagainst: SpyFuKompyteno first choiceagainst: Apify, Crayon, Similarweb, SpyFu
Two alternatives
KeepTabz, KlueTwo alternatives
Brand24, KlueSix alternatives
Ahrefs, AlphaSense, Contify, Klue, Semrush, SimilarwebTwo alternatives
Semrush, SpyFuGPT-5.4 miniKlueKlueHeldno first choiceSE Rankingagainst: Semrushno first choicenothing named
Two alternatives
Crayon, KompyteTwo alternatives
Crayon, KompyteTen alternatives
Ahrefs, Contify, Crayon, Klue, SE Ranking, Semrush, Serpstat, Similarweb, SocialPeta, VisualpingOne alternative
SimilarwebGemini 3.5 FlashKlueKlueHeldCrayon, KlueVisualpingagainst: Contify, Crayon, Klueno first choiceagainst: Alexa.com, AlphaSense, ChatGPT, Claude, Crayon, Klue
Three alternatives
Contify, Crayon, KompyteTwo alternatives
Crayon, KompyteSix alternatives
AlphaSense, Contify, Kompyte, Semrush, Similarweb, VisualpingSeventeen alternatives
BuiltWith, Capterra, Cotera, Distill.io, Feedly, G2 Buyer Intent, Google Ads Transparency Center, Google Alerts, Meta Ad Library, Owler, Playwise HQ, RivalSense, Similarweb, SpyFu, Trustpilot, Ubersuggest, WappalyzerPerplexity SonarKompyteKompyteHeldCrayonagainst: BuzzSumoOwlerno first choiceagainst: Ahrefs, Moz, Semrush, Similarweb
Two alternatives
Crayon, KlueFour alternatives
Crayon, Klue, Semrush, SimilarwebTen alternatives
AlphaSense, Brandwatch, Contify, Klue, Meltwater, Semrush, Sensor Tower, Similarweb, Visualping, data.aiFive alternatives
Kompyte, Semrush, Similarweb, Social Status, SpyFuGrok 4.20Crayonagainst: AlphaSense, Brand24, Kompyte, MeltwaterKlueChangedagainst: Ahrefs, Brand24CrayonKompyteagainst: Crayon, KlueCrayon, Klueagainst: Ahrefs, Brand24, Contify, Crayon, Klue, Kompyte, Semrush, Similarweb, Talkwalker
Three alternatives
Klue, Semrush, SimilarwebFour alternatives
Contify, Crayon, Semrush, SimilarwebSeven alternatives
Ahrefs, Contify, Klue, Lumen, Semrush, Similarweb, WatchMyCompetitorFive alternatives
Competitors App, Google Alerts, Semrush, SpyFu, VisualpingTwo alternatives
Semrush, SimilarwebMistral SmallCrayon, KlueCrayonChangedno first choiceKompyteagainst: Semrushno first choiceagainst: Ahrefs, AnswerThePublic, Brand24, Klue, Moz, Rank Ranger, Semrush, Similarweb, SpyFu
Four alternatives
IndustryLens, Kompyte, Semrush, SyncGTMThree alternatives
Klue, Kompyte, SyncGTMThree alternatives
Crunchbase, Owler, VisualpingDeepSeek V4 FlashKompyteKompyteHeldCrayon, KlueAnalookagainst: Contify, Crayon, Klue, SimilarwebCrayon, Klueagainst: ChangeTower, Crayon, Klue, Kompyte, Visualping
Two alternatives
Crayon, KlueTwo alternatives
Crayon, KlueNine alternatives
Ahrefs, AlphaSense, Brand24, Competera, Contify, Kompyte, PriceShape, Semrush, SimilarwebFour alternatives
Google Alerts, Owler, SpyFu, VisualpingFive alternatives
AlphaSense, Clozd, Contify, Kompyte, SimilarwebLlama 4 MaverickKompyteCrayonChangedno first choiceKompyteno first choiceagainst: Contify, Crayon, Klue
Five alternatives
Crayon, IndustryLens, Klue, Semrush, SyncGTMTwo alternatives
Klue, KompyteTwo alternatives
LinkedIn Sales Navigator, SemrushQwen 3.7 FlashCrayon, KlueKompyteChangedCrayon, KlueKompyteKlueagainst: Kompyteagainst: Ahrefs, Crayon, Klue, Kompyte, Moz, Semrush, Similarweb, SpyFu
Four alternatives
Kompyte, Owler, Similarweb, SyncGTMThree alternatives
Crayon, SalesIntel, SemrushFour alternatives
AlphaSense, Kompyte, Semrush, SimilarwebFour alternatives
Linkeddit, Seamless AI, SpyFu, VisualpingThree alternatives
Contify, Crayon, SemrushKimi K2Crayon, KlueKompyteChangedagainst: Crayon, KlueCrayon, KlueKompyteCrayonagainst: AlphaSenseagainst: Ahrefs, Semrush, Similarweb
Four alternatives
Feedly, Kompyte, Semrush, VisualpingFour alternatives
Google Alerts, Semrush, Similarweb, VisualpingSix alternatives
Ahrefs, AlphaSense, Contify, Kompyte, Semrush, SimilarwebSix alternatives
Google Alerts, Meta Ad Library, Prisync, Semrush, Similarweb, SpyFuFour alternatives
Feedly, Klue, Kompyte, VisualpingGLM 4.7 FlashXKompyteKompyteHeldagainst: Crayon, KlueKlueKompyteagainst: Semrushno first choiceagainst: Ahrefs, ChatGPT, Claude, Copilot, Gemini, Google Alerts, Semrush, Similarweb
Six alternatives
AlphaSense, Crayon, Klue, Owler, Semrush, SimilarwebTwo alternatives
Semrush, SimilarwebSeven alternatives
Ahrefs, AlphaSense, Crayon, Kompyte, Semrush, Similarweb, VisualpingFour alternatives
ClientCues, Google Alerts, LinkedIn Sales Navigator, OwlerMiniMax M2.5KlueKompyteChangedno first choiceGoogle Alerts, Semrushno first choicenothing named
Four alternatives
Crayon, Owler, Semrush, SpyFuSix alternatives
Ahrefs, Crayon, Owler, Price2Spy, Prisync, SemrushSeven alternatives
Ahrefs, Crunchbase, HubSpot Breeze Intelligence, Mention, Owler, Similarweb, SocialinsiderGPT-6 LunaKlueCrayonChangedCrayon, KlueVisualpingno first choiceagainst: Similarweb
One alternative
CrayonOne alternative
KlueFive alternatives
Ahrefs, AlphaSense, Contify, Semrush, SimilarwebOne alternative
SimilarwebMuse Glimmer 30BCrayon, KompyteKompyteChangedno first choiceKompyteagainst: Crayon, Klueno first choiceagainst: Crayon, Semrush, Similarweb
One alternative
KlueTwo alternatives
Crayon, KlueFive alternatives
Crayon, Klue, Meltwater, Semrush, SimilarwebSix alternatives
ClientCues, LinkedIn Sales Navigator, Linkeddit Compete, Owler, Semrush, VisualpingSix alternatives
Contify, Crayon, Klue, Kompyte, Semrush, 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 12:36 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:54 | yes | 1 | 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 12:37 | yes | 11 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 14:34 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:56 | yes | 5 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:48 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:49 | yes | 19 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:45 | yes | 5 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:45 | yes | 5 | 39 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:15 | yes | 14 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:27 | yes | 14 | 22 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:37 | no | 0 | 102 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:11 | yes | 4 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:34 | yes | 13 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:16 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:55 | 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 16:47 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:48 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:52 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:58 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:19 | yes | 23 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:14 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:01 | no | 0 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:12 | yes | 19 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:54 | yes | 19 | 78 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:16 | no | 0 | 67 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:32 | yes | 3 | 18 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:31 | yes | 14 | 27 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:52 | yes | 17 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:56 | yes | 3 | 11 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 12:59 | yes | 8 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:30 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:21 | yes | 5 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:11 | yes | 5 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:34 | yes | 23 | 33 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:39 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:34 | yes | 5 | 19 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:22 | yes | 20 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:20 | yes | 23 | 34 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:54 | yes | 23 | 36 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:24 | yes | 7 | 29 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:40 | yes | 13 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:01 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:17 | yes | 2 | 7 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 14:36 | yes | 10 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 13:31 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:46 | yes | 5 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:53 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:29 | yes | 19 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:50 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:47 | yes | 5 | 19 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:15 | yes | 8 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:40 | yes | 10 | 15 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:51 | no | 0 | 67 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:37 | yes | 2 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:32 | yes | 14 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:35 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:46 | no | 0 | 8 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 14:35 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:07 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:12 | yes | 10 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:30 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:04 | yes | 23 | 32 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:38 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:35 | yes | 9 | 20 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:42 | yes | 8 | 77 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:49 | no | 0 | 54 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:51 | no | 0 | 22 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:49 | yes | 3 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:13 | yes | 15 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:13 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:58 | yes | 6 | 5 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 11:02 | no | 0 | 16 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 14:53 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:52 | yes | 15 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:19 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:59 | yes | 24 | 39 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:27 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:12 | yes | 10 | 59 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:37 | yes | 24 | 30 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:28 | yes | 24 | 110 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:11 | no | 0 | 21 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:12 | yes | 3 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:26 | yes | 25 | 32 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
None. Every name in this category resolved on its own.
Unresolved, counted raw
Alexa.com (Alexa Internet)
Analook
Apteo
Cikisi WMT
Crawl4AI
Crimson Hexagon
Flares
Gartner
Grepsr
Levellr
Linkeddit (Compete Module)
Playwise HQ
Seamless AI
SendView
SocialPeta
Veridion
Web CEO
Discontinued, still offered
No shut-down product was recommended here.