Influencer platforms
Asked as “influencer marketing platform”, and as “creator and influencer management tool”, on behalf of a mid-market B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
23%
Contested · Afluencer 18%
23Favikon18Afluencer11GRIN48others
23% of first choices, contested.
Since September 2026▼−8Since September 2026: 27% → 18%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Favikon held the lead, −8 points on 27%, 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
Favikon43%Clear leader▲+9Since September 2026: 31% → 40%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketFavikon23%Contested▼−8Since September 2026: 27% → 18%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageEnterprise
CreatorIQ47%Clear leader▼−4Since September 2026: 53% → 49%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
Favikon43%Clear leader▲+9Since September 2026: 31% → 40%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketFavikon23%Contested▼−8Since September 2026: 27% → 18%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageEnterpriseCreatorIQ47%Clear leader▼−4Since September 2026: 53% → 49%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 September 2026
01Favikon23%0%21accepted challenger▼−8Since September 2026: 27% → 18%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.27% → 18%
Favikon23%0%21accepted challenger▼−8Since September 2026: 27% → 18%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.27% → 18%02
Afluencer18%0%15accepted challenger▲+6Since September 2026: 12% → 18%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.12% → 18%
Afluencer18%0%15accepted challenger▲+6Since September 2026: 12% → 18%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.12% → 18%03
GRIN11%12%43accepted challenger=heldSince September 2026: 10% → 10%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 10%
GRIN11%12%43accepted challenger=heldSince September 2026: 10% → 10%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 10%04
Shopify Collabs9%7%15accepted challenger▲+8Since September 2026: 0% → 8%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 8%
Shopify Collabs9%7%15accepted challenger▲+8Since September 2026: 0% → 8%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 8%05
Influencity7%0%12accepted challenger▲+6Since September 2026: 2% → 8%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 8%
Influencity7%0%12accepted challenger▲+6Since September 2026: 2% → 8%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 8%06CreatorIQ5%11%27accepted challenger▼−2Since September 2026: 8% → 6%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 6%
CreatorIQ5%11%27accepted challenger▼−2Since September 2026: 8% → 6%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 6%07
Upfluence5%21%34accepted challenger▲+4Since September 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 6%
Upfluence5%21%34accepted challenger▲+4Since September 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 6%08
Traackr5%23%30accepted challenger▲+4Since September 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 6%
Traackr5%23%30accepted challenger▲+4Since September 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 6%09
Modash4%4%27accepted challenger=heldSince September 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 4%
Modash4%4%27accepted challenger=heldSince September 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 4%10
Aspire2%7%30accepted challenger▼−4Since September 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 2%
Aspire2%7%30accepted challenger▼−4Since September 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 2%Show the two products at 0%, ordered by negative rate
12
HypeAuditor0%18%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
HypeAuditor0%18%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%11
Heepsy0%7%14accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Heepsy0%7%14accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 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.
All twenty-eight head-to-head pages: the top eight products, each against each
Favikon vs InfluencityFavikon vs CreatorIQFavikon vs UpfluenceFavikon vs TraackrAfluencer vs GRINAfluencer vs Shopify CollabsAfluencer vs InfluencityAfluencer vs CreatorIQAfluencer vs UpfluenceAfluencer vs TraackrGRIN vs Shopify CollabsGRIN vs InfluencityGRIN vs CreatorIQGRIN vs UpfluenceGRIN vs TraackrShopify Collabs vs InfluencityShopify Collabs vs CreatorIQShopify Collabs vs UpfluenceShopify Collabs vs TraackrInfluencity vs CreatorIQInfluencity vs UpfluenceInfluencity vs TraackrCreatorIQ vs UpfluenceCreatorIQ vs TraackrUpfluence vs Traackr
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 →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Favikon23%
Favikon23%02Afluencer18%
Afluencer18%03GRIN11%
GRIN11%04Shopify Collabs9%
Shopify Collabs9%05Influencity7%
Influencity7%06CreatorIQ5%
CreatorIQ5%07Upfluence5%
Upfluence5%08Traackr5%
Traackr5%09Modash4%
Modash4%10Aspire2%
Aspire2%11Heepsy0%
Heepsy0%12HypeAuditor0%
HypeAuditor0%What they warned about
Three of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 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.
Traackr23%
7 of 30 labels negative · 7 of 14 models · 1 hard negative
“**Why to avoid:** One of the most expensive influencer marketing platforms on the market” GLM 4.7 FlashX, negative prompt
Ainfluencer71%
5 of 7 labels negative · 5 of 14 models · 3 hard negative
“Platforms to Avoid or Approach with Extreme Caution: 1. **Ainfluencer.com**” Grok 4.1 Fast, negative prompt
Upfluence21%
7 of 34 labels negative · 5 of 14 models · 2 hard negative
“**Be very cautious:** Upfluence (poor ROI, data quality issues)” DeepSeek V4 Flash, negative prompt
Collabor8
100%
3 of 3 labels negative · 3 of 14 models · 3 hard negative
“This platform has already shut down, so it's no longer an option for new users or campaigns.” Mistral Small, 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. 990 links across 223 sites, every framing counted. Ranked by the number of answers carrying the site or page. 5 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.
vendor site · Guideflow32 answers · 33 citations · 11 models
vendor site · Favikon27 answers · 35 citations · 11 models
vendor site · Archive27 answers · 31 citations · 12 models
27 answers · 27 citations · 8 models
vendor site · Dash Social26 answers · 28 citations · 10 models
25 answers · 31 citations · 10 models
vendor site · InfluenceFlow22 answers · 29 citations · 11 models
20 answers · 24 citations · 12 models
vendor site · Shopify20 answers · 24 citations · 12 models
19 answers · 28 citations · 10 models
vendor site · Modash18 answers · 19 citations · 11 models
vendor site · Influee17 answers · 20 citations · 9 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
27 answers · 8 models
22 answers · 9 models
20 answers · 10 models
16 answers · 10 models
15 answers · 7 models
15 answers · 10 models
14 answers · 10 models
14 answers · 9 models
14 answers · 10 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 influencer marketing platform”, “influencer marketing platform”. 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 |
|---|---|---|---|---|---|---|---|---|
| Favikon favikon.com | 23% | 55 | 1,000 | 22 | 39,307 | 1 | ||
| Afluencer afluencer.com | 18% | 56 | 1,300 | 4 | 23,337 | |||
| GRIN grin.co | 11% | 102 | 49,500 | 3,380 | 24,819 | 2 | ||
| Shopify Collabs shopify.com | 9% | 41 | 5,400 | 78 | 3,486,997 | $3,351 | 110 | 3 |
| Influencity influencity.com | 7% | 24 | 720 | 99,306 | 14,112 | $217 | 5 | |
| CreatorIQ creatoriq.com | 5% | 110 | 8,100 | 82 | 7,166 | $144 | 23 | |
| Upfluence upfluence.com | 5% | 82 | 6,600 | 68 | 64,237 | $492 | 54 | 1 |
| Traackr traackr.com | 5% | 95 | 1,600 | 33 | 3,383 | 0 | ||
| Modash modash.io | 4% | 61 | 6,600 | 55 | 83,523 | $477 | 10 | |
| Ainfluencer ainfluencer.com | 4% | 17 | 390 | 0 | 8,022 |
Google's top ten for the two searches hold 16 sites; 4 of them are among the sites the models cited here (archive.com, g2.com, influencermarketinghub.com, shopify.com). The first result for “best influencer marketing platform” is upfluence.com.
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 influencer marketing platform for a mid-market B2B company?”Paraphrase“Which creator and influencer management tool would you recommend to a mid-sized B2B company?”Comparative“What are the top influencer marketing platforms and how do they differ?”Budget-constrained“What is the best influencer marketing platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an influencer marketing platform. What should we look at?”Negative“Which influencer marketing platforms should I avoid or be cautious about?”
Claude Haiku 4.5FavikonFavikonHeldno first choiceno first choiceno first choiceagainst: Brandwatch Influence, GRIN, Resonate, Shoutcart, Viral Nation
Two alternatives
KALO IQ, ModashThree alternatives
CreatorIQ, Kolsquare, Later InfluenceSeven alternatives
Aspire, Creator.co, GRIN, HypeAuditor, Influee, Instagram, UpfluenceGPT-5.4 miniSprout Social Influencer Marketing, impact.comCreatorIQChangedno first choiceAfluencer, Shopify Collabsagainst: Sprout Social Influencer Marketingno first choicenothing named
Three alternatives
CreatorIQ, GRIN, Later InfluenceTwo alternatives
GRIN, impact.comSeven alternatives
Aspire, CreatorIQ, GRIN, Modash, Sprout Social Influencer Marketing, Upfluence, impact.comOne alternative
InfluencityGemini 3.5 FlashLimelightagainst: CreatorIQ, GRIN, Onalytica, UpfluencePassionfrootChangedGRINAinfluenceragainst: Aspire, GRIN, TraackrAspireagainst: GRIN, Upfluence
Two alternatives
Favikon, TokstaTwo alternatives
Favikon, TokstaSix alternatives
CreatorIQ, Favikon, Influee, Influencer Hero, Modash, UpfluenceFive alternatives
Collabstr, Favikon, Shopify Collabs, Social Cat, Stack InfluenceFour alternatives
CreatorIQ, GRIN, HypeAuditor, ModashPerplexity SonarInfluencityTraackrChangedno first choiceAfluencer, Shopify Collabsno first choicenothing named
Three alternatives
Later, Modash, impact.comTwo alternatives
BuzzSumo, MeltwaterOne alternative
ModashGrok 4.1 FastTraackrFavikonChangedno first choiceagainst: Shopify CollabsAfluenceragainst: Creator.coCreatorIQ, GRIN, Upfluenceagainst: Ainfluencer, Aspire, Howl.link, Intellifluence, Shoutcart.com, Traackr, Upfluence
Three alternatives
Favikon, GRIN, UpfluenceThree alternatives
GRIN, Meltwater, TraackrSix alternatives
Aspire, CreatorIQ, GRIN, Later, Traackr, UpfluenceOne alternative
Shopify CollabsMistral SmallInfluencity, ModashGRINChangedno first choiceAfluencerno first choiceagainst: Collabor8, Octoly
Two alternatives
Favikon, SkrappTwo alternatives
Heepsy, Sprout SocialDeepSeek V4 FlashFavikonagainst: Traackr, UpfluenceFavikonHeldagainst: BuzzSumo, CreatorIQ, Modashno first choiceAfluencerCreatorIQagainst: Ainfluencer, NinjaOutreach, Upfluence
Two alternatives
Aspire, InfluencityTwo alternatives
GRIN, TraackrThree alternatives
Heepsy, Scrumball, Shopify CollabsTwo alternatives
Aspire, impact.comLlama 4 MaverickFavikonUpfluenceChangedno first choiceAfluencerno first choiceagainst: AspireIQ, Collabor8, Klear, Octoly, Traackr
Four alternatives
Guideflow, Influencity, Limelight, SkrappThree alternatives
Influence.co, Shopify Collabs, ShoutcartQwen 3.7 FlashInfluencityFavikon, GRINChangedno first choiceAfluencerno first choiceagainst: Social Bladeagainst: Ainfluencer, Collabor8, Octoly, Traackr
Four alternatives
Brandwatch Influence, Favikon, Meltwater, ModashSeven alternatives
Aspire, CreatorIQ, GRIN, HypeAuditor, Influence.co, Traackr, UpfluenceTwo alternatives
Heepsy, Shopify CollabsKimi K2Modash, UpfluenceGRINChangedno first choiceAinfluencer, Shopify Collabsagainst: Influence.cono first choiceagainst: Ainfluencer, Creator.co, Heepsy, Upfluence
Two alternatives
Onalytica, TraackrTwo alternatives
CreatorIQ, UpfluenceEight alternatives
AspireIQ, CreatorIQ, GRIN, Influencer Hero, Later, Modash, Sprout Social, UpfluenceTwo alternatives
Afluencer, HeepsyGLM 4.7 FlashXTraackragainst: CreatorIQGRINChangedCreatorIQAfluencer, Shopify Collabsno first choiceagainst: HypeAuditor, Traackr
Two alternatives
Aspire, UpfluenceOne alternative
KolsquareSeven alternatives
Aspire, Influencer Hero, Modash, Qoruz, Traackr, Upfluence, inBeatThree alternatives
Heepsy, Modash, TrendHeroMiniMax M2.5FavikonFavikon, InfluencityChangedno first choiceAfluencerno first choicenothing named
One alternative
InfluencityTwo alternatives
GRIN, UpfluenceTwo alternatives
Heepsy, Social CatGPT-6 LunaFavikonFavikonHeldno first choiceShopify Collabsno first choicenothing named
One alternative
OnalyticaThree alternatives
CreatorIQ, LinkedIn's Creator Marketplace, TraackrSeven alternatives
Aspire, CreatorIQ, GRIN, Modash, Traackr, Upfluence, impact.comOne alternative
ModashMuse Glimmer 30BFavikonagainst: Onalytica, TraackrFavikon, GRINChangedno first choiceAfluencerno first choiceagainst: Ainfluencer, GRIN, HypeAuditor, Upfluence
Three alternatives
Influencity, Modash, SkrappFour alternatives
Aspire, Onalytica, Traackr, UpfluenceEight alternatives
Aspire, CreatorIQ, Dash Social, GRIN, LTK, Later Influence, Traackr, UpfluenceTwo alternatives
Heepsy, Shopify CollabsBold 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 | 2026-10-01 08:11 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:15 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:24 | yes | 19 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:45 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:55 | yes | 23 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:58 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:33 | yes | 22 | 19 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 14:08 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:09 | yes | 5 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:26 | yes | 10 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:35 | yes | 10 | 107 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:31 | yes | 14 | 29 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 14:12 | yes | 2 | 21 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:49 | yes | 10 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:56 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:33 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:35 | yes | 19 | 60 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 13:03 | yes | 20 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:23 | yes | 23 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:49 | yes | 5 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:43 | yes | 24 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:50 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:14 | yes | 5 | 15 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:34 | yes | 20 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:26 | yes | 20 | 126 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:11 | yes | 13 | 24 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:19 | yes | 3 | 25 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:54 | yes | 14 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:38 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:24 | yes | 4 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:17 | yes | 9 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 13:02 | yes | 18 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:41 | yes | 20 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:51 | yes | 7 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:34 | yes | 24 | 43 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:14 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 14:11 | no | 0 | 26 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:22 | yes | 15 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:34 | yes | 14 | 57 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:56 | yes | 9 | 16 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:53 | yes | 7 | 16 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:31 | yes | 14 | 35 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:40 | no | 0 | 4 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:56 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:09 | yes | 16 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 11:08 | yes | 28 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:32 | yes | 19 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:44 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:56 | yes | 14 | 17 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:40 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:35 | yes | 5 | 44 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 14:13 | yes | 13 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:31 | yes | 13 | 30 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:58 | yes | 13 | 38 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:09 | yes | 2 | 7 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:34 | yes | 13 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:11 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:00 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:48 | yes | 10 | 29 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 08:17 | yes | 20 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:40 | yes | 15 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:10 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:06 | yes | 21 | 70 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:46 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:32 | no | 0 | 39 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:04 | yes | 15 | 15 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:46 | yes | 13 | 45 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:26 | no | 0 | 48 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:37 | yes | 3 | 23 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:57 | yes | 15 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:43 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:47 | yes | 5 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:47 | yes | 22 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 13:24 | yes | 29 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:12 | yes | 21 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:18 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:35 | yes | 23 | 38 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:49 | yes | 7 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:54 | yes | 10 | 16 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:46 | yes | 18 | 23 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:26 | yes | 23 | 31 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:09 | yes | 25 | 26 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:45 | yes | 1 | 12 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:02 | yes | 22 | 33 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
Brandwatch read as Brandwatch Influence
Unresolved, counted raw
Click Analytic
Howl.link
Hypefy
MightyScout
NinjaOutreach
Qoruz
Shoutcart.com
Viral Nation
Discontinued, still offered
No shut-down product was recommended here.