Competitive intelligence tools for small business buyers
Asked as “competitive intelligence tool”, and as “competitor tracking platform for product marketing”, on behalf of a small B2B company. 58 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
26%
Contested · Visualping 16%
26Kompyte16Visualping12SpyFu47others
26% 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the five products 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.
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
03O04
05
06
07
08
09
10
11
12
13
14
15Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Kompyte26%
Kompyte26%02Visualping16%
Visualping16%03SpyFu12%
SpyFu12%04Owler9%
05Semrush5%
Semrush5%06Google Alerts3%
Google Alerts3%07Similarweb3%
Similarweb3%08Brand242%
Brand242%09Klue2%
Klue2%10Crayon2%
Crayon2%11Mention0%
Mention0%12Prisync0%
Prisync0%13Ahrefs0%
Ahrefs0%14AlphaSense0%
AlphaSense0%15Contify0%
Contify0%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, DeepSeek V4 Flash, Llama 4 Maverick, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 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.
Crayon70%
40 of 57 labels negative · 13 of 14 models · 12 hard negative
“jumping straight to enterprise tools like Crayon or Klue — they're excellent products, but wildly overkill (and overpriced)” DeepSeek V4 Flash, budget prompt
Klue67%
37 of 55 labels negative · 12 of 14 models · 13 hard negative
“Enterprise suites like Crayon and Klue run roughly $15,000 to $100,000 a year and assume a dedicated analyst, a mismatch for almost every small business.” Muse Glimmer 30B, negative prompt
Semrush22%
13 of 60 labels negative · 11 of 14 models · 1 hard negative
“Tools like **Semrush** (starting ~$139–$499/month) have been flagged by small business users on G2 for being: **Expensive** for their use case” DeepSeek V4 Flash, negative prompt
Kompyte17%
10 of 58 labels negative · 8 of 14 models · 4 hard negative
“Tools to Generally **Avoid** ... Enterprise-Grade Platforms (Crayon, Klue, Kompyte, Contify)” 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
76 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. 1011 links across 212 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 · Contify38 answers · 46 citations · 12 models
37 answers · 46 citations · 12 models
vendor site · ZoomInfo36 answers · 47 citations · 10 models
vendor site · Copy.ai34 answers · 46 citations · 11 models
vendor site · Improvado33 answers · 34 citations · 11 models
vendor site · Hootsuite33 answers · 33 citations · 11 models
vendor site · Visualping22 answers · 29 citations · 11 models
20 answers · 27 citations · 8 models
20 answers · 20 citations · 8 models
20 answers · 20 citations · 8 models
vendor site · Miniloop20 answers · 20 citations · 9 models
20 answers · 20 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.
36 answers · 10 models
34 answers · 11 models
33 answers · 11 models
31 answers · 11 models
30 answers · 11 models
24 answers · 11 models
21 answers · 12 models
20 answers · 8 models
20 answers · 9 models
17 answers · 8 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 | 26% | 167 | 320 | 5 | 4,269 | |||
| Visualping visualping.io | 16% | 98 | 6,600 | 120 | 76,126 | 2 | 9 | |
| SpyFu spyfu.com | 12% | 72 | 8,100 | 160 | 87,009 | 36 | ||
| Owler | 9% | 1,300 | 9 | |||||
| Semrush semrush.com | 5% | 378 | 90,500 | 2,055 | 2,885,637 | $1,727 | 103 | |
| Google parent site Google Alerts 3%, Google Trends 0% | 3% | 122 | 368,000 | 1,458 | ||||
| Similarweb similarweb.com | 3% | 208 | 49,500 | 616 | 1,862,043 | 117 | 2 | |
| Meta parent site Meta Ad Library 3% | 3% | 13 | ||||||
| Competely competely.ai | 3% | 12 | 4 | |||||
| Panoramata panoramata.co | 3% | 2 |
Google's top ten for the two searches hold 16 sites; 2 of them are among the sites the models cited here (copy.ai, visualping.io). 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 small B2B company?”Paraphrase“Which competitor tracking platform for product marketing would you recommend to a small business that sells to other businesses?”Comparative“What are the top competitive intelligence tools for a small team and how do they differ?”Budget-constrained“What is the best competitive intelligence tool for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a competitive intelligence tool. What should we look at?”Negative“Which competitive intelligence tools should a small business avoid or be cautious about?”
Claude Haiku 4.5KompyteBrand24, SpyFuChangedagainst: CrayonKompyteKompyteno first choiceagainst: Feedly, Google Alerts, RivalSense
Four alternatives
Crayon, Klue, Owler, SemrushOne alternative
VisualpingNine alternatives
Ahrefs, Brand24, BuiltWith, BuzzSumo, Competitors App, Feedly, Semrush, Similarweb, VisualpingThree alternatives
LinkedIn Sales Navigator, SpyFu, VisualpingGPT-5.4 miniSemrushKompyteChangedagainst: KlueAhrefs, Semrushagainst: Crayon, Klue, KompyteSE Rankingagainst: Contifyno first choicenothing named
Two alternatives
Crayon, KlueOne alternative
CrayonThree alternatives
Brand24, Similarweb, VisualpingGemini 3.5 FlashRivalSenseagainst: Crayon, KlueRivalSenseHeldagainst: Crayon, KlueSpyFu, Visualpingagainst: Crayon, Klue, SemrushCompetelyagainst: Ahrefs, Crayon, Klue, Kompyte, SemrushVisualpingagainst: Crayon, Klueagainst: Brandwatch, BrightEdge, Conductor, Crayon, Klue, Kompyte, Meltwater, Similarweb, Talkwalker
Six alternatives
AIclicks, Ahrefs, Kompyte, Rival Radar, Semrush, VisualpingFive alternatives
Kompyte, PageCrawl.io, Semrush, SpyFu, VisualpingFive alternatives
Awario, Competely, Competitors App, Mention, PrisyncFour alternatives
Competitors App, Google Alerts, SpyFu, VisualpingFour alternatives
Ahrefs, Anatole, Kompyte, SemrushPerplexity SonarKompyteagainst: ContifyKompyteHeldagainst: CrayonSemrushSpyFuagainst: Owlerno first choiceagainst: Ahrefs, AlphaSense, CB Insights, Crayon, Gartner, Klue, Kompyte, Moz, Semrush, Similarweb
Two alternatives
Meltwater, SpyFuOne alternative
Competitors AppSix alternatives
Brand24, Crayon, Klue, Moz, Similarweb, VisualpingOne alternative
KompyteGrok 4.1 FastOwleragainst: Crayon, KlueVisualpingChangedagainst: Crayon, KlueKompyteagainst: Crayon, KlueVisualpingagainst: Ahrefs, Crayon, Klue, SemrushOwleragainst: AlphaSense, Contify, Crayon, Klue
Three alternatives
Kompyte, Semrush, SpyFuOne alternative
KompyteThree alternatives
Semrush, Similarweb, SpyFuFive alternatives
Awario, Feedly, Google Alerts, Owler, SpyFuSeven alternatives
AlphaSense, Contify, Crayon, Klue, Kompyte, Semrush, SimilarwebMistral SmallKompyteCrayonChangedSemrush, Similarwebagainst: CrayonGoogle Alerts, Meta Ad Library, PageCrawl, Visualpingagainst: Semrushno first choiceagainst: AlphaSense, Cipher, Crayon, Klue, PatSnap
Two alternatives
Owler, SemrushOne alternative
Brand24Four alternatives
Brand24, Klue, Kompyte, OwlerThree alternatives
Google Ads Transparency Center, Kompyte, SpyFuDeepSeek V4 FlashKompyteagainst: Crayon, KlueKompyte, SemrushChangedagainst: Brand24, Contify, Crayon, KlueKompyteagainst: Crayon, KlueOwleragainst: Crayon, KlueKompyte, Owleragainst: AlphaSense, Contify, Crayon, Klueagainst: Contify, Crayon, Klue, Kompyte, Semrush, Similarweb
Four alternatives
Google Alerts, LinkedIn Sales Navigator, Owler, SemrushFour alternatives
Similarweb, SpyFu, Visualping, WacheteThree alternatives
Owler, Semrush, VisualpingThree alternatives
Google Alerts, Kompyte, VisualpingTwo alternatives
Semrush, VisualpingLlama 4 Maverickno first choiceKlueChangedBrand24Visualpingno first choiceagainst: Kompyte, Owletter, Semrush, Similarweb
Four alternatives
Competitors App, Crayon, RivalSense, Scrapps.aiThree alternatives
Google Alerts, Semrush, SpyFuFour alternatives
Google Alerts, Miniloop, Prisync, SpyFuOne alternative
KompyteQwen 3.7 FlashKompyteKompyteHeldagainst: Crayon, KlueSemrushagainst: Crayon, TableauUbersuggestagainst: Semrushno first choiceagainst: Ahrefs, Crayon, Klue, Kompyte, Semrush
Two alternatives
Owler, SemrushThree alternatives
Feedly, Semrush, VisualpingFive alternatives
Ahrefs, BuzzSumo, Clay, Klue, SimilarwebFive alternatives
BuiltWith, Google Alerts, Meta Ad Library, Similarweb, TikTok Creative CenterKimi K2Semrush, Similarwebagainst: Ahrefs, KluePanoramataChangedagainst: Crayon, Klue, KompyteSemrush, SpyFuagainst: Crayon, KlueCompetitors App, Google Alerts, Meta Ad Library, Visualpingno first choiceagainst: AlphaSense, Contify, Crayon, Klue, Kompyte, Semrush, Similarweb
Four alternatives
Google Alerts, Kompyte, SpyFu, VisualpingFour alternatives
Mention, Semrush, Similarweb, SpyFuFour alternatives
Kompyte, LinkedIn Sales Navigator, Mention, PrisyncTwo alternatives
Ahrefs, SpyFuThree alternatives
Crayon, Klue, KompyteGLM 4.7 FlashXSpyFuagainst: Crayon, KlueCompetelyChangedagainst: Brandwatch, Crayon, Klue, KompyteKompyteSpyFuno first choiceagainst: Ahrefs, AlphaSense, Brandwatch, Cipher, Contify, Crayon, Crunchbase, Google Alerts, Google Analytics 4, Klue, Lumen, Moz, Owler, PatSnap, Quid, Semrush, Similarweb
Two alternatives
Ahrefs, SemrushOne alternative
SemrushThree alternatives
Owler, Semrush, VisualpingTwo alternatives
Owler, VisualpingMiniMax M2.5Kompyte, OwlerPanoramata, SpyFuChangedKompyteSpyFuno first choiceagainst: Ahrefs, AlphaSense, CB Insights, Cipher, Crayon, Gartner, Klue, PatSnap, Semrush, Similarweb
Two alternatives
Crayon, SemrushTwo alternatives
Ahrefs, SemrushFive alternatives
Competely, Crayon, Klue, Owler, SpyFuTwo alternatives
Google Alerts, VisualpingGPT-6 LunaVisualpingVisualpingHeldDistill.io, Visualpingagainst: CrayonVisualpingno first choiceagainst: Ahrefs, Crayon, Klue, Semrush, Similarweb, SpyFu
Three alternatives
Crayon, Klue, SimilarwebThree alternatives
Crayon, Klue, KompyteFour alternatives
Klue, Kompyte, Semrush Traffic & Market, SimilarwebTwo alternatives
Google Alerts, SpyFuMuse Glimmer 30BKompyteagainst: Crayon, KlueKompyteHeldagainst: Crayon, KlueKompyte, RivalBeamagainst: Crayon, KlueSimilarweb, SpyFuKompyteagainst: Crayon, Klueagainst: AlphaSense, Contify, Crayon, Google Alerts, Klue, Meta Ad Library, Tegus, Visualping
One alternative
SpyFuTwo alternatives
Semrush, SpyFuFour alternatives
Owler, Semrush, Similarweb, VisualpingTwo alternatives
Majestic, SemrushTwo alternatives
LinkedIn Sales Navigator, SemrushBold 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 00:39 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:14 | yes | 5 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:16 | yes | 13 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 01:03 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:57 | yes | 23 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:26 | yes | 12 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:15 | yes | 19 | 31 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:51 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:47 | yes | 9 | 22 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:04 | yes | 9 | 35 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:31 | yes | 14 | 66 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:09 | yes | 8 | 17 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:28 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:44 | yes | 13 | 12 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:58 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:27 | yes | 5 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:26 | yes | 15 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:15 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:18 | yes | 20 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:55 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:45 | yes | 23 | 52 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:41 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:15 | yes | 22 | 41 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:10 | yes | 13 | 18 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:20 | yes | 25 | 29 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:10 | yes | 19 | 49 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:59 | yes | 3 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:39 | yes | 22 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:31 | yes | 16 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:59 | yes | 6 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:44 | yes | 7 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 23:22 | yes | 20 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:34 | yes | 19 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:17 | yes | 11 | 26 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:40 | yes | 24 | 62 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:42 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:22 | no | 0 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:24 | yes | 9 | 17 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:56 | yes | 24 | 65 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:46 | yes | 14 | 25 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:15 | yes | 7 | 33 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:48 | yes | 22 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:04 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:38 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:55 | yes | 20 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:23 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:59 | yes | 24 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:23 | yes | 14 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:24 | yes | 25 | 37 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:41 | yes | 6 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:28 | no | 0 | 27 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:45 | yes | 8 | 14 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:47 | yes | 10 | 83 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:53 | yes | 10 | 18 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:33 | yes | 3 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:25 | yes | 15 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:48 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:23 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:15 | yes | 13 | 29 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:12 | yes | 20 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:42 | yes | 16 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:43 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:23 | yes | 15 | 61 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:34 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:35 | no | 0 | 23 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:48 | no | 0 | 36 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:40 | yes | 18 | 174 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:13 | no | 0 | 8 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:13 | yes | 2 | 24 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:25 | yes | 15 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:29 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:13 | yes | 4 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:32 | yes | 18 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:17 | yes | 17 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:13 | yes | 20 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:31 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:18 | yes | 20 | 44 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:11 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:11 | yes | 10 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:37 | yes | 14 | 38 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:29 | yes | 17 | 87 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:14 | yes | 19 | 46 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:43 | yes | 4 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:35 | yes | 17 | 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
AdSpyder
Anatole
ChangeTower
Distill.io
Gartner
Google Ads Auction Insights
KeystoneIQ
LinkedIn Company Pages
Mentions
PageCrawl.io
RivalBeam
Scrapps.ai
Semrush Traffic & Market
TikTok Creative Center
Wayback Machine
Discontinued, still offered
No shut-down product was recommended here.