Influencer platforms for enterprise buyers
Asked as “influencer marketing platform”, and as “creator and influencer management tool”, on behalf of an enterprise B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
65%
Clear leader
65CreatorIQ04Onalytica04Traackr27others
65% of first choices, clear leader.
Since October 2026▲+18Since October 2026: 47% → 65%, +18 points. Past the 11-point floor: movement.CreatorIQ held the lead, +18 points on 47%, past the 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.Standing →Enterprise
CreatorIQ65%Clear leader▲+18Since October 2026: 47% → 65%, +18 points. Past the 11-point floor: movement.This page
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.Standing →EnterpriseCreatorIQ65%Clear leader▲+18Since October 2026: 47% → 65%, +18 points. Past the 11-point floor: movement.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01CreatorIQ65%9%70endorsed leader▲+18Since October 2026: 47% → 65%, +18 points. Past the 11-point floor: movement.47% → 65%
CreatorIQ65%9%70endorsed leader▲+18Since October 2026: 47% → 65%, +18 points. Past the 11-point floor: movement.47% → 65%02
Traackr4%5%58accepted challenger▼−13Since October 2026: 17% → 4%, −13 points. Past the 11-point floor: movement.17% → 4%
Traackr4%5%58accepted challenger▼−13Since October 2026: 17% → 4%, −13 points. Past the 11-point floor: movement.17% → 4%03
impact.com4%16%25accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
impact.com4%16%25accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%04
GRIN2%22%40accepted challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise.8% → 2%
GRIN2%22%40accepted challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise.8% → 2%05
Upfluence2%26%34criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Upfluence2%26%34criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%06
Later Influence2%15%13accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Later Influence2%15%13accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%07Favikon2%10%10accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Favikon2%10%10accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
09
Aspire2%39%28criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Aspire2%39%28criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%10
Modash2%45%11criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Modash2%45%11criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the three products at 0%, ordered by negative rate
13
Brandwatch Influence0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Brandwatch Influence0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Meltwater0%0%12accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Meltwater0%0%12accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%11
Sprout Social Influencer Marketing0%0%11accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Sprout Social Influencer Marketing0%0%11accepted 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
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
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
One product takes 65% of first choices here, so the chart would put twelve markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Three products carry a negative rate above 25% in this category.
What they warned about
Eight of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Qwen 3.7 Flash and GPT-6 Luna 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.
Aspire39%
11 of 28 labels negative · 8 of 14 models · 1 hard negative
“Why I'd avoid per-seat/metered platforms for your use case: Aspire” DeepSeek V4 Flash, budget prompt
Upfluence26%
9 of 34 labels negative · 7 of 14 models · 1 hard negative
“Why I'd avoid per-seat/metered platforms for your use case: ... Traackr and Upfluence” DeepSeek V4 Flash, budget prompt
GRIN22%
9 of 40 labels negative · 7 of 14 models
“GRIN - ⚠️ Limited discovery capabilities – relies on first-party authentication, restricting creator pool” Kimi K2, negative prompt
Collabstr83%
5 of 6 labels negative · 5 of 14 models · 5 hard negative
“not suited for large enterprises due to a lack of advanced approval layers, detailed analytics, CRM, contract management, and multi-market reporting” Llama 4 Maverick, 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
74 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. 881 links across 248 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.
32 answers · 40 citations · 14 models
publisher (Gane)26 answers · 26 citations · 10 models
vendor site · CreatorIQ23 answers · 46 citations · 10 models
vendor site · LinkedIn19 answers · 22 citations · 9 models
vendor site · Upfluence16 answers · 16 citations · 10 models
15 answers · 15 citations · 5 models
15 answers · 15 citations · 8 models
13 answers · 15 citations · 8 models
vendor site · Flinque13 answers · 13 citations · 9 models
12 answers · 12 citations · 8 models
11 answers · 16 citations · 7 models
vendor site · Favikon11 answers · 13 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.
26 answers · 10 models
15 answers · 5 models
15 answers · 8 models
14 answers · 9 models
12 answers · 8 models
11 answers · 7 models
11 answers · 7 models
9 answers · 7 models
8 answers · 4 models
8 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 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 |
|---|---|---|---|---|---|---|---|---|
| CreatorIQ creatoriq.com | 65% | 119 | 8,100 | 82 | 7,166 | $144 | 23 | |
| Traackr traackr.com | 4% | 110 | 1,600 | 33 | 3,383 | 0 | ||
| impact.com impact.com | 4% | 334 | 1,900 | 153 | 111,771 | $3,520 | 117 | 4 |
| Onalytica onalytica.com | 4% | 12 | ||||||
| Later later.com Later Influence 2%, Later 2% | 4% | 63 | 74,000 | 108,083 | 549,193 | 35 | ||
| GRIN grin.co | 2% | 102 | 49,500 | 3,380 | 24,819 | 2 | ||
| Upfluence upfluence.com | 2% | 112 | 6,600 | 68 | 64,237 | $492 | 54 | 1 |
| Favikon favikon.com | 2% | 58 | 1,000 | 22 | 39,307 | 1 | ||
| Kolsquare kolsquare.com | 2% | 9 | ||||||
| Influencer Hero influencer-hero.com | 2% | 12 |
Google's top ten for the two searches hold 16 sites; 3 of them are among the sites the models cited here (g2.com, linkedin.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 an enterprise B2B company?”Paraphrase“Which creator and influencer management tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade influencer marketing platforms and how do they differ?”Budget-constrained“What is the best influencer marketing platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an influencer marketing platform. What should we look at?”Negative“Which influencer marketing platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5LimelightCreatorIQChangedCreatorIQ, TraackrUpfluenceno first choiceagainst: Brandwatch Influence, Julius, Later Influence
Three alternatives
CreatorIQ, Favikon, TraackrThree alternatives
Onalytica, Traackr, UpfluenceFour alternatives
GRIN, Later Influence, Sprout Social Influencer Marketing, UpfluenceTwo alternatives
Brandwatch Influence, CreatorIQGPT-5.4 miniimpact.comCreatorIQChangedagainst: GRINCreatorIQCreatorIQagainst: Later Influenceno first choicenothing named
Two alternatives
CreatorIQ, TraackrThree alternatives
Aspire, Klear, TraackrFour alternatives
GRIN, Later Influence, Sprout Social Influencer Marketing, TraackrOne alternative
Sprout Social Influencer MarketingGemini 3.5 FlashOnalyticaCreatorIQChangedCreatorIQCreatorIQagainst: Aspire, GRIN, ModashCreatorIQagainst: Bounty, Collabstr, Fiverr, Influenster, Tribe, Upwork
Five alternatives
CreatorIQ, Favikon, Sprout Social, Thinkers360, TraackrFive alternatives
EveryoneSocial, Oktopost, Onalytica, PartnerStack, Sprout SocialSix alternatives
Aspire, Captiv8, GRIN, Sprout Social, Traackr, impact.comThree alternatives
Brandwatch Influence, Skeepers, TraackrFour alternatives
Later, Mavrck, Traackr, impact.comPerplexity SonarCreatorIQSprout Social with TaggerChangedCreatorIQInfluencer Herono first choiceagainst: Favikon, Hubfluence, Intellifluence, Modash
Two alternatives
Favikon, LimelightThree alternatives
CreatorIQ, Oktopost, TraackrNine alternatives
Brandwatch Influence, GRIN, Later Influence, Meltwater, NeoReach, Sprout Social Influencer Marketing, Traackr, Upfluence, impact.comTwo alternatives
CreatorIQ, TraackrGrok 4.20CreatorIQagainst: Aspire, Modash, UpfluenceCreatorIQHeldagainst: GRINCreatorIQCreatorIQagainst: Aspire, GRIN, Modash, Upfluence, impact.comCreatorIQagainst: AspireIQ, Collabstr, CreatorIQ, Octoly, Sprout Social, impact.com
Three alternatives
GRIN, Traackr, impact.comTwo alternatives
Archive, TraackrNine alternatives
Aspire, GRIN, HypeAuditor, Influencity, Later Influence, Sprout Social Influencer Marketing, Traackr, Upfluence, impact.comOne alternative
TraackrSix alternatives
Aspire, Captiv8, Influential, Klear, Traackr, UpfluenceMistral SmallCreatorIQCreatorIQHeldCreatorIQimpact.comno first choiceagainst: Aspire, Collabstr, Upfluence
Two alternatives
Traackr, impact.comThree alternatives
GRIN, Traackr, impact.comTwo alternatives
Meltwater, UpfluenceDeepSeek V4 FlashCreatorIQCreatorIQHeldagainst: AspireCreatorIQGRINagainst: Aspire, CreatorIQ, Traackr, Upfluenceno first choiceagainst: Buyplays.co, Buyview.co, Devumi, HypeAuditor, IMAI, Octoly, Social Media Series, Twicsy, TwitterBoost.co, Upfluence, ViralMango, Viralyft
Four alternatives
Favikon, GRIN, LinkedIn Creator Marketplace, TraackrOne alternative
TraackrFive alternatives
Aspire, Brandwatch Influencer Marketing, GRIN, Traackr, UpfluenceOne alternative
impact.comLlama 4 MaverickCreatorIQCreatorIQHeldCreatorIQCreatorIQno first choiceagainst: Aspire, Collabstr, Upfluence
One alternative
Meltwater Influencer MarketingFour alternatives
Brandwatch Influence, GRIN, Traackr, UpfluenceSix alternatives
Aspire, GRIN, Klear, Kolsquare, Traackr, UpfluenceThree alternatives
Traackr, Upfluence, VeelappQwen 3.7 FlashTraackragainst: CreatorIQ, GRINCreatorIQChangedCreatorIQLateragainst: CreatorIQno first choiceagainst: Aspire, Collabstr, Influencemagic, Shoutcart, Upfluence
Four alternatives
Onalytica, PartnerStack, Superops, impact.comFour alternatives
EveryoneSocial, GoByline, Postional, TraackrFour alternatives
GRIN, Traackr, Upfluence, impact.comOne alternative
UpfluenceKimi K2CreatorIQagainst: GRIN, UpfluenceCreatorIQHeldCreatorIQAspire, CreatorIQCreatorIQagainst: Aspire, Captiv8against: Afluencer, Aspire, GRIN, Traackr
Two alternatives
Brandwatch Influence, TraackrOne alternative
TraackrFive alternatives
Aspire, GRIN, Later Influence, Sprout Social Influencer Marketing, TraackrOne alternative
GRINTwo alternatives
Keepface, impact.comGLM 4.7 FlashXCreatorIQCreatorIQHeldCreatorIQKolsquareagainst: CreatorIQ, impact.comno first choicenothing named
One alternative
TraackrFour alternatives
GRIN, GoByline, Traackr, UpfluenceFour alternatives
GRIN, Kolsquare, Traackr, impact.comTwo alternatives
Influencer Hero, ModashMiniMax M2.5CreatorIQCreatorIQHeldCreatorIQCreatorIQ, Traackragainst: GRINno first choicenothing named
Four alternatives
Favikon, Kolsquare, Traackr, UpfluenceFour alternatives
Brandwatch Influence, Traackr, Upfluence, impact.comSeven alternatives
Aspire, Favikon, GRIN, Meltwater, Sprout Social Influencer Marketing, Traackr, impact.comOne alternative
ContentGenZGPT-6 LunaOnalyticaCreatorIQChangedCreatorIQLater Influenceno first choiceagainst: Modash
Two alternatives
CreatorIQ, LinkedIn Creator MarketplaceThree alternatives
DSMN8, Oktopost, TraackrSix alternatives
Aspire, GRIN, Kolsquare, Sprout Social Influencer Marketing, Traackr, impact.comOne alternative
Kyra One EnterpriseMuse Glimmer 30BCreatorIQCreatorIQHeldCreatorIQagainst: AspireFavikon, Modashagainst: CreatorIQ, Klear, Kolsquare, Traackr, Upfluenceno first choiceagainst: Activate, Afluencer, AspireIQ, GRIN, Heepsy, Influence.co, Mavrck, Shopify Collabs, Shoutcart, Skeepers, Socialladder, Tagger, TrendHero, impact.com
Two alternatives
Onalytica, TraackrThree alternatives
Brand Networks / BN Creator Platform, Onalytica, TraackrFour alternatives
Brandwatch Influence, Later Influence, Traackr, impact.com CreatorOne alternative
Influencer HeroBold 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 15:08 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:58 | 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 11:34 | yes | 8 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 13:07 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:20 | yes | 9 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:39 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:03 | yes | 22 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:26 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:32 | no | 0 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:29 | yes | 10 | 32 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:32 | yes | 10 | 41 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:34 | yes | 5 | 23 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:55 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:55 | yes | 13 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:28 | yes | 10 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:17 | no | 0 | 3 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 09:12 | yes | 12 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 17:33 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:22 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:29 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:31 | yes | 24 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:41 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:05 | yes | 9 | 83 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:19 | yes | 9 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:09 | yes | 14 | 76 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:04 | yes | 5 | 31 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:39 | yes | 2 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:35 | yes | 14 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:27 | yes | 10 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:06 | yes | 10 | 10 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 09:59 | yes | 10 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 14:39 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:20 | yes | 5 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:31 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:21 | yes | 23 | 34 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:42 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:03 | yes | 10 | 40 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:35 | yes | 25 | 40 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:13 | yes | 20 | 58 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:07 | yes | 19 | 44 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:07 | yes | 7 | 31 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:20 | yes | 22 | 39 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:12 | yes | 15 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:18 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:41 | yes | 7 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 13:52 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:08 | yes | 23 | 14 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:23 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:23 | yes | 24 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:38 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:40 | yes | 19 | 97 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:27 | yes | 25 | 41 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:09 | yes | 24 | 74 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:17 | yes | 20 | 54 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:35 | yes | 2 | 17 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:40 | yes | 22 | 48 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:48 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:49 | no | 0 | 7 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 08:53 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:45 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:20 | yes | 10 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:24 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:10 | yes | 20 | 35 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:22 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:36 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:05 | yes | 18 | 35 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:19 | yes | 20 | 40 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:11 | no | 0 | 20 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:51 | yes | 3 | 27 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:34 | yes | 13 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:33 | yes | 20 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:01 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:51 | no | 0 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 08:40 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:19 | yes | 15 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:47 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:13 | yes | 25 | 57 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:31 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:11 | yes | 5 | 23 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:33 | yes | 24 | 41 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:58 | yes | 22 | 24 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:46 | no | 0 | 28 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:06 | yes | 3 | 26 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:53 | 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
LinkedIn's Creator Marketplace read as LinkedIn Creator Marketplace
Unresolved, counted raw
Activate
Bounty
Brand Networks / BN Creator Platform
Brandwatch Influencer Marketing
Buyplays.co
Buyview.co
ContentGenZ
HYPR
Hubfluence
IMAI
Influencemagic
Influenster
Kyra One Enterprise
Meltwater Influencer Marketing
Postional
Social Media Series
Socialladder
Sprout Social with Tagger
Sprout Social's Influencer Marketing platform
Statusphere
Superops
Twicsy
TwitterBoost.co
Veel
Veelapp
ViralMango
impact.com Creator
Discontinued, still offered
No shut-down product was recommended here.