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
29%
Contested · Shopify Collabs 12%
29Favikon12Shopify Collabs07Ainfluencer52others
29% of first choices, contested.
Since October 2026▲+6Since October 2026: 23% → 29%, +6 points. Inside the 11-point floor: within noise.Favikon held the lead, +6 points on 23%, 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
Favikon36%Contested▼−7Since October 2026: 43% → 36%, −7 points. Inside the 11-point floor: within noise.Standing →Mid-marketFavikon29%Contested▲+6Since October 2026: 23% → 29%, +6 points. Inside the 11-point floor: within noise.This pageEnterprise
CreatorIQ65%Clear leader▲+18Since October 2026: 47% → 65%, +18 points. Past the 11-point floor: movement.Standing →
Favikon36%Contested▼−7Since October 2026: 43% → 36%, −7 points. Inside the 11-point floor: within noise.Standing →Mid-marketFavikon29%Contested▲+6Since October 2026: 23% → 29%, +6 points. Inside the 11-point floor: within noise.This pageEnterpriseCreatorIQ65%Clear leader▲+18Since October 2026: 47% → 65%, +18 points. Past the 11-point floor: movement.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
01Favikon29%4%23accepted challenger▲+6Since October 2026: 23% → 29%, +6 points. Inside the 11-point floor: within noise.23% → 29%
Favikon29%4%23accepted challenger▲+6Since October 2026: 23% → 29%, +6 points. Inside the 11-point floor: within noise.23% → 29%02
Shopify Collabs12%0%18accepted challenger▲+3Since October 2026: 9% → 12%, +3 points. Inside the 11-point floor: within noise.9% → 12%
Shopify Collabs12%0%18accepted challenger▲+3Since October 2026: 9% → 12%, +3 points. Inside the 11-point floor: within noise.9% → 12%03
Upfluence7%14%44accepted challenger▲+2Since October 2026: 5% → 7%, +2 points. Inside the 11-point floor: within noise.5% → 7%
Upfluence7%14%44accepted challenger▲+2Since October 2026: 5% → 7%, +2 points. Inside the 11-point floor: within noise.5% → 7%04
Ainfluencer7%55%11criticized challenger▲+3Since October 2026: 4% → 7%, +3 points. Inside the 11-point floor: within noise.4% → 7%
Ainfluencer7%55%11criticized challenger▲+3Since October 2026: 4% → 7%, +3 points. Inside the 11-point floor: within noise.4% → 7%05
Afluencer5%0%14accepted challenger▼−13Since October 2026: 18% → 5%, −13 points. Past the 11-point floor: movement.18% → 5%
Afluencer5%0%14accepted challenger▼−13Since October 2026: 18% → 5%, −13 points. Past the 11-point floor: movement.18% → 5%06
GRIN4%14%37accepted challenger▼−7Since October 2026: 11% → 4%, −7 points. Inside the 11-point floor: within noise.11% → 4%
GRIN4%14%37accepted challenger▼−7Since October 2026: 11% → 4%, −7 points. Inside the 11-point floor: within noise.11% → 4%07
Modash4%4%25accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
Modash4%4%25accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%08
Traackr4%26%38criticized challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise.5% → 4%
Traackr4%26%38criticized challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise.5% → 4%09CreatorIQ4%21%29accepted challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise.5% → 4%
CreatorIQ4%21%29accepted challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise.5% → 4%10
Aspire2%19%32accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Aspire2%19%32accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%11
Heepsy2%0%14accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Heepsy2%0%14accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the four products at 0%, ordered by negative rate
15Shoutcart0%18%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
13
HypeAuditor0%13%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
HypeAuditor0%13%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%14
Influencity0%9%11accepted challenger▼−7Since October 2026: 7% → 0%, −7 points. Inside the 11-point floor: within noise.7% → 0%
Influencity0%9%11accepted challenger▼−7Since October 2026: 7% → 0%, −7 points. Inside the 11-point floor: within noise.7% → 0%12
impact.com0%7%15accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
impact.com0%7%15accepted 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.
For buyers
All twenty-eight head-to-head pages: the top eight products, each against each
Favikon vs AfluencerFavikon vs GRINFavikon vs ModashFavikon vs TraackrShopify Collabs vs UpfluenceShopify Collabs vs AinfluencerShopify Collabs vs AfluencerShopify Collabs vs GRINShopify Collabs vs ModashShopify Collabs vs TraackrUpfluence vs AinfluencerUpfluence vs AfluencerUpfluence vs GRINUpfluence vs ModashUpfluence vs TraackrAinfluencer vs AfluencerAinfluencer vs GRINAinfluencer vs ModashAinfluencer vs TraackrAfluencer vs GRINAfluencer vs ModashAfluencer vs TraackrGRIN vs ModashGRIN vs TraackrModash 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 →
0102030405060708091011121314S15
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Favikon29%
Favikon29%02Shopify Collabs12%
Shopify Collabs12%03Upfluence7%
Upfluence7%04Ainfluencer7%
Ainfluencer7%05Afluencer5%
Afluencer5%06GRIN4%
GRIN4%07Modash4%
Modash4%08Traackr4%
Traackr4%09CreatorIQ4%
CreatorIQ4%10Aspire2%
Aspire2%11Heepsy2%
Heepsy2%12impact.com0%
impact.com0%13HypeAuditor0%
HypeAuditor0%14Influencity0%
Influencity0%15Shoutcart0%
What they warned about
Four of fourteen models held their first choice under the paraphrase. Gemini 3.5 Flash, Grok 4.20, Mistral Small, DeepSeek V4 Flash, 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.
Traackr26%
10 of 38 labels negative · 8 of 14 models · 1 hard negative
“with Traackr and Ainfluencer being mentioned as platforms to avoid” Llama 4 Maverick, negative prompt
Ainfluencer55%
6 of 11 labels negative · 6 of 14 models · 5 hard negative
“Platforms with Significant Negative Feedback ... 1. Ainfluencer - Commission Concerns: Users report a 20% commission rate” Qwen 3.7 Flash, negative prompt
Upfluence14%
6 of 44 labels negative · 6 of 14 models · 2 hard negative
“What to Avoid for Mid-Market B2B ... more B2C-oriented; up to 5-6x the cost” DeepSeek V4 Flash, direct prompt
CreatorIQ21%
6 of 29 labels negative · 5 of 14 models · 2 hard negative
“What to Avoid for Mid-Market B2B - CreatorIQ (~$25K+/year) — priced for enterprise” DeepSeek V4 Flash, direct 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. 807 links across 245 sites, every framing counted. Ranked by the number of answers carrying the site or page. 56 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 · Shopify25 answers · 36 citations · 12 models
24 answers · 38 citations · 12 models
19 answers · 19 citations · 11 models
vendor site · Reddit17 answers · 24 citations · 9 models
15 answers · 17 citations · 9 models
vendor site · Favikon14 answers · 22 citations · 9 models
vendor site · KALO IQ13 answers · 16 citations · 10 models
publisher (Gane)13 answers · 15 citations · 8 models
vendor site · Upfluence13 answers · 14 citations · 10 models
vendor site · LinkedIn12 answers · 12 citations · 9 models
vendor site · Skrapp11 answers · 11 citations · 9 models
11 answers · 11 citations · 7 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 · 9 models
14 answers · 10 models
13 answers · 9 models
11 answers · 10 models
11 answers · 9 models
10 answers · 7 models
10 answers · 7 models
9 answers · 7 models
8 answers · 7 models
8 answers · 4 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 | 29% | 58 | 1,000 | 22 | 39,307 | 1 | ||
| Shopify Collabs shopify.com | 12% | 72 | 5,400 | 78 | 3,486,997 | $3,351 | 110 | 3 |
| Upfluence upfluence.com | 7% | 112 | 6,600 | 68 | 64,237 | $492 | 54 | 1 |
| Ainfluencer ainfluencer.com | 7% | 20 | 390 | 0 | 8,022 | |||
| Afluencer afluencer.com | 5% | 40 | 1,300 | 4 | 23,337 | |||
| KALO IQ kaloiq.com | 5% | 16 | ||||||
| GRIN grin.co | 4% | 102 | 49,500 | 3,380 | 24,819 | 2 | ||
| Modash modash.io | 4% | 62 | 6,600 | 55 | 83,523 | $477 | 10 | |
| Traackr traackr.com | 4% | 110 | 1,600 | 33 | 3,383 | 0 | ||
| CreatorIQ creatoriq.com | 4% | 119 | 8,100 | 82 | 7,166 | $144 | 23 |
Google's top ten for the two searches hold 16 sites; 6 of them are among the sites the models cited here (g2.com, influencermarketinghub.com, linkedin.com, reddit.com, shopify.com, upfluence.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 choiceAfluencer, Ainfluencerno first choicenothing named
Three alternatives
Archive, GRIN, LimelightThree alternatives
Influencity, Modash, UpfluenceSix alternatives
Collabstr, Elev8or, Heepsy, Shopify Collabs, Ubiquitous, topYappersGPT-5.4 miniSprout Social Influencer MarketingSprout Social Influencer MarketingHeldno first choiceModashno first choicenothing named
Two alternatives
HypeAuditor, impact.comTwo alternatives
GRIN, impact.comEight alternatives
Aspire, CreatorIQ, GRIN, HypeAuditor, Modash, Traackr, Upfluence, impact.comThree alternatives
Afluencer, Ainfluencer, RefersionGemini 3.5 FlashFavikonagainst: Aspire, CreatorIQ, GRINOnalyticaChangedCreatorIQShopify Collabsagainst: Aspire, GRIN, UpfluenceCreatorIQ, Traackrnothing named
Four alternatives
Onalytica, Passionfroot, SparkToro, Sprout SocialFour alternatives
Favikon, Klear, SparkToro, UpfluenceSix alternatives
Aspire, GRIN, Klear, Modash, Traackr, UpfluenceFive alternatives
Afluencer, Collabstr, Elev8or, Heepsy, Social CatThree alternatives
Aspire, GRIN, impact.comPerplexity SonarFavikonagainst: CreatorIQ, TraackrFavikonHeldGRINagainst: Shoutcart, Sprout Social Influencer MarketingAinfluencerno first choiceagainst: Ainfluencer, Collabor8, Octoly, Popular Pays, Traackr, Upfluence
One alternative
impact.comSix alternatives
Influencity, Later Influence, Limelight, Oktopost, Sprout Social, TraackrEight alternatives
Aspire, CreatorIQ, HypeAuditor, Insense, Modash, Shopify Collabs, Traackr, UpfluenceFour alternatives
Afluencer, Heepsy, Shopify Collabs, ShoutcartGrok 4.20FavikonUpfluenceChangedagainst: Aspire, CreatorIQ, GRINno first choiceShopify Collabsagainst: Aspire, CreatorIQ, GRIN, Traackr, Upfluenceno first choiceagainst: Ainfluencer, EVO, Influence.co, impact.com
Five alternatives
Brandwatch Influence, KALO IQ, Modash, Sprout Social Influencer Marketing, UpfluenceThree alternatives
GoByline, Modash, TraackrNine alternatives
Afluencer, Aspire, CreatorIQ, GRIN, Heepsy, LTK, Later Influence, Traackr, UpfluenceThree alternatives
Afluencer, Heepsy, ShoutcartMistral SmallKALO IQ, UpfluenceFavikonChangedno first choiceShopify Collabsno first choiceagainst: Ainfluencer, Traackr, Upfluence
One alternative
IQFluenceThree alternatives
Onalytica, Upfluence, impact.comTwo alternatives
Afluencer, topYappersDeepSeek V4 FlashFavikonagainst: CreatorIQ, GRIN, HypeAuditor, Traackr, UpfluenceModashChangedagainst: Aspire, TraackrGRINCollabstrno first choiceagainst: Crowd Ignite, Dreaminfluence, Howl, HypeAuditor, Influence.co, The Influence Room
Two alternatives
KALO IQ, ModashThree alternatives
BuzzSumo, Favikon, GoBylineSix alternatives
Aspire, CreatorIQ, HypeAuditor, Later Influence, Upfluence, impact.comFour alternatives
Flinque, Heepsy, Shopify Collabs, TomosonLlama 4 MaverickKALO IQFavikonChangedno first choiceAfluencerno first choiceagainst: Ainfluencer, Traackr
Three alternatives
Favikon, Traackr, UpfluenceThree alternatives
Influencity, Limelight, UpfluenceSix alternatives
HypeAuditor, Influencity, Shopify Collabs, SocialBook, Sprout Social Influencer Marketing, TracknowQwen 3.7 FlashFavikonGoBylineChangedGRINagainst: Brandwatch Influence, Sprout SocialShopify Collabsagainst: Traackrno first choiceagainst: Cision, Muck Rackagainst: Ainfluencer, Influence.co, Social Cat
Three alternatives
Influencity, Modash, TraackrTwo alternatives
Aspire, TraackrEight alternatives
Aria, Aspire, CreatorIQ, HypeAuditor, Shopify Collabs, Upfluence, Winmo, impact.comSix alternatives
Afluencer, Collabstr, Influence.co, Later Influence, Modash, ShoutcartKimi K2Favikon, Later InfluenceAspire, GRINChangedGRINagainst: KlearAinfluencer, Heepsyno first choiceagainst: CreatorIQagainst: Ainfluencer, Fiverr, Glewee, Influence.co, Partipost
Two alternatives
KALO IQ, UpfluenceTwo alternatives
Traackr, UpfluenceFive alternatives
Aspire, CreatorIQ, HypeAuditor, Traackr, UpfluenceThree alternatives
Afluencer, Shopify Collabs, ShoutcartEight alternatives
Aspire, Favikon, GRIN, Heepsy, Insense, Modash, Traackr, UpfluenceGLM 4.7 FlashXFavikonBrandwatch Influence, UpfluenceChangedno first choiceAinfluencer, Shopify Collabsagainst: Favikon, Influencity, ModashCreatorIQ, GRIN, Traackrnothing named
Two alternatives
Traackr, UpfluenceThree alternatives
Creator.co, Modash, TraackrSix alternatives
Collabstr, Heepsy, Scrumball, Shoutcart, SocialBook, TagshopOne alternative
Later InfluenceMiniMax M2.5Favikonagainst: TraackrUpfluenceChangedno first choiceAfluencer, Shopify Collabsno first choicenothing named
Two alternatives
KALO IQ, UpfluenceFour alternatives
Aspire, Creator.co, Favikon, GRINTwo alternatives
Shoutcart, topYappersGPT-6 LunaFavikonFavikonHeldno first choiceCollabstrno first choiceagainst: Snap
Two alternatives
LinkedIn Creator Marketplace, Thinkers360One alternative
CreatorIQSeven alternatives
Aspire, CreatorIQ, GRIN, HypeAuditor, Modash, Sprout Social Influencer Marketing, UpfluenceTwo alternatives
Heepsy, Shopify CollabsMuse Glimmer 30BFavikon, KALO IQGoBylineChangedCreatorIQ, TraackrShopify Collabsno first choiceagainst: Aspire, AspireIQ, Shoutcart, Traackr, Upfluence
Three alternatives
Aspire, GoByline, UpfluenceThree alternatives
Aspire, Favikon, UpfluenceEight alternatives
Aspire, GRIN, Influencer Hero, Modash, NeoReach, REACH, Shopify Collabs, UpfluenceThree alternatives
Afluencer, Collabstr, HeepsyBold 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 11:55 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:47 | yes | 2 | 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 16:08 | yes | 7 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 08:58 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:05 | yes | 18 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:34 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:06 | yes | 21 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:07 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:51 | yes | 9 | 36 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:30 | yes | 10 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:01 | yes | 25 | 35 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:04 | yes | 5 | 28 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:42 | yes | 3 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:41 | yes | 14 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:11 | yes | 19 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:55 | yes | 2 | 4 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 11:58 | yes | 8 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 17:12 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:50 | yes | 13 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:57 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:17 | yes | 25 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:11 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:02 | yes | 15 | 65 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:51 | yes | 14 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:11 | yes | 10 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:24 | yes | 5 | 18 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:13 | yes | 3 | 18 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:10 | yes | 15 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:03 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:06 | yes | 5 | 7 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 15:36 | yes | 7 | 19 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 16:01 | yes | 7 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:33 | yes | 5 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:31 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:34 | yes | 24 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:45 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:22 | yes | 5 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:26 | yes | 15 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:13 | yes | 15 | 50 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:58 | yes | 5 | 15 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:28 | yes | 7 | 18 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:03 | yes | 15 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:12 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:01 | yes | 2 | 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 17:05 | yes | 6 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 14:02 | yes | 5 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:53 | yes | 5 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:05 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:00 | yes | 14 | 30 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:51 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:53 | yes | 5 | 21 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:28 | yes | 10 | 37 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:37 | yes | 25 | 60 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:54 | yes | 5 | 24 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:08 | yes | 3 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:03 | yes | 13 | 14 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:18 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:41 | 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 15:19 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 14:28 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:39 | yes | 14 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:28 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:16 | yes | 18 | 36 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:08 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:43 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:17 | yes | 15 | 78 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:05 | yes | 14 | 84 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:50 | yes | 10 | 19 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:00 | yes | 2 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:21 | yes | 15 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:26 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:07 | yes | 5 | 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 15:10 | yes | 7 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 15:00 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:52 | yes | 9 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:38 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:00 | yes | 22 | 22 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:15 | yes | 10 | 5 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:10 | yes | 10 | 22 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:22 | yes | 25 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:40 | yes | 21 | 64 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:27 | no | 0 | 18 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:31 | yes | 4 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:26 | yes | 23 | 34 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
Brandwatch read as Brandwatch Influence
Brandwatch Influencer Marketing Software read as Brandwatch Influence
Unresolved, counted raw
Aveoreach
Confluencr
CreatorCatalyst
Crowd Ignite
EVO
Glewee
IQFluence
Influencer Gift Form
Mustard.love
Phyllo
Popular Pays
REACH
Snap
The Cirqle
The Influence Room
Tomoson
Ubiquitous
Upfluencer
Winmo
YouTube BrandConnect
Discontinued, still offered
No shut-down product was recommended here.