Influencer platforms for small business buyers
Asked as “influencer marketing platform”, and as “creator and influencer management tool”, on behalf of a small B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
43%
Clear leader
43Favikon18Afluencer04Modash35others
43% of first choices, clear leader.
Since September 2026▲+9Since September 2026: 31% → 40%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Favikon held the lead, +9 points on 31%, 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.This pageMid-marketFavikon23%Contested▼−8Since September 2026: 27% → 18%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
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.This pageMid-marketFavikon23%Contested▼−8Since September 2026: 27% → 18%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseCreatorIQ47%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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Favikon43%0%24endorsed leader▲+9Since September 2026: 31% → 40%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.31% → 40%
Favikon43%0%24endorsed leader▲+9Since September 2026: 31% → 40%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.31% → 40%02
Afluencer18%0%41accepted challenger▲+9Since September 2026: 6% → 16%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 16%
Afluencer18%0%41accepted challenger▲+9Since September 2026: 6% → 16%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 16%03
Modash4%11%27accepted challenger▼−12Since September 2026: 16% → 4%, −12 points. Past the 11-point floor: movement. Read over the models both editions asked.16% → 4%
Modash4%11%27accepted challenger▼−12Since September 2026: 16% → 4%, −12 points. Past the 11-point floor: movement. Read over the models both editions asked.16% → 4%04
Shopify Collabs4%6%18accepted challenger=heldSince September 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 4%
Shopify Collabs4%6%18accepted challenger=heldSince September 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 4%05
Heepsy2%0%24accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Heepsy2%0%24accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%06
GRIN2%43%35criticized challenger▼−6Since September 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 2%
GRIN2%43%35criticized challenger▼−6Since September 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 2%07
Aspire2%53%19criticized challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 2%
Aspire2%53%19criticized challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 2%Show the six products at 0%, ordered by negative rate
13
Traackr0%90%21criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Traackr0%90%21criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%12CreatorIQ0%84%19criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
CreatorIQ0%84%19criticized 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
Upfluence0%57%21criticized challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%
Upfluence0%57%21criticized challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%10
HypeAuditor0%31%13criticized 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%31%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%09
Collabstr0%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%
Collabstr0%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%08
Creator.co0%0%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Creator.co0%0%10accepted 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 →
01020304050607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Favikon43%
Favikon43%02Afluencer18%
Afluencer18%03Modash4%
Modash4%04Shopify Collabs4%
Shopify Collabs4%05Heepsy2%
Heepsy2%06GRIN2%
GRIN2%07Aspire2%
Aspire2%08Creator.co0%
Creator.co0%09Collabstr0%
Collabstr0%10HypeAuditor0%
HypeAuditor0%11Upfluence0%
Upfluence0%12CreatorIQ0%
CreatorIQ0%13Traackr0%
Traackr0%What they warned about
Seven of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash 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.
Traackr90%
19 of 21 labels negative · 10 of 14 models · 8 hard negative
“**Why avoid:** Traackr is one of the most expensive platforms, with annual commitments often starting at $20,000 or more.” Mistral Small, negative prompt
CreatorIQ84%
16 of 19 labels negative · 9 of 14 models · 5 hard negative
“often require $15,000 to $30,000+ annual contracts upfront. Unless influencer marketing is your primary customer acquisition channel, avoid these.” Gemini 3.5 Flash, scale prompt
Upfluence57%
12 of 21 labels negative · 9 of 14 models · 4 hard negative
“Frequently criticized by small businesses for being unsuitable—reviews highlight inaccurate/lagging data, buggy integrations, unhelpful support, and aggressive sales tactics” Grok 4.1 Fast, negative prompt
GRIN43%
15 of 35 labels negative · 7 of 14 models · 7 hard negative
“**Why avoid:** While GRIN offers robust features, its pricing starts at $999 per month, which is out of reach for most small businesses.” 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. 1022 links across 190 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.
38 answers · 49 citations · 12 models
vendor site · Favikon31 answers · 55 citations · 12 models
vendor site · Shopify31 answers · 36 citations · 11 models
vendor site · Dash Social29 answers · 34 citations · 10 models
28 answers · 36 citations · 11 models
28 answers · 28 citations · 8 models
vendor site · Guideflow26 answers · 26 citations · 10 models
vendor site · Archive25 answers · 34 citations · 12 models
vendor site · InfluenceFlow22 answers · 42 citations · 9 models
vendor site · Modash21 answers · 33 citations · 11 models
20 answers · 24 citations · 10 models
vendor site · Afluencer19 answers · 29 citations · 10 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.
28 answers · 8 models
27 answers · 9 models
27 answers · 11 models
24 answers · 10 models
24 answers · 9 models
22 answers · 9 models
21 answers · 12 models
19 answers · 10 models
17 answers · 12 models
16 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 | 43% | 55 | 1,000 | 22 | 39,307 | 1 | ||
| Afluencer afluencer.com | 18% | 56 | 1,300 | 4 | 23,337 | |||
| Modash modash.io | 4% | 61 | 6,600 | 55 | 83,523 | $477 | 10 | |
| Shopify Collabs shopify.com | 4% | 41 | 5,400 | 78 | 3,486,997 | $3,351 | 110 | 3 |
| PartnerStack partnerstack.com | 4% | 395 | 4,400 | 68 | 27,495 | 16 | ||
| Oktopost oktopost.com | 4% | 158 | 1,000 | 11 | 7,471 | 6 | ||
| Heepsy heepsy.com | 2% | 40 | 1,000 | 1 | 16,674 | 2 | ||
| InfluenceFlow influenceflow.io | 2% | 11 | ||||||
| Shoutcart | 2% | |||||||
| Insense insense.pro | 2% | 9 |
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 small B2B company?”Paraphrase“Which creator and influencer management tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top influencer marketing platforms for a small team and how do they differ?”Budget-constrained“What is the best influencer marketing platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an influencer marketing platform. What should we look at?”Negative“Which influencer marketing platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Favikon, NaanoFavikonChangedAfluencer, HeepsyAinfluencerno first choiceagainst: Brandwatch Influence, CreatorIQ, Klear
One alternative
GoBylineThree alternatives
GRIN, GoByline, PartnerStackFive alternatives
Later Influence, Modash, Scoop, Shopify Collabs, UpfluenceThree alternatives
Elev8or, Heepsy, Shopify CollabsGPT-5.4 miniPartnerStackimpact.comChangedModashagainst: CreatorIQHeepsyno first choicenothing named
Four alternatives
Afluencer, Sprout Social Influencer Marketing, Tracknow, impact.comThree alternatives
Afluencer, GRIN, inBeatTwo alternatives
GRIN, UpfluenceOne alternative
SurgeGemini 3.5 FlashFavikonagainst: Brandwatch Influence, CreatorIQ, Shopify Collabs, Sprout Social, TaggerFavikonHeldagainst: CreatorIQ, Modash, Tagger, UpfluenceShopify Collabsagainst: CreatorIQ, GRINAfluencer, Shopify Collabsagainst: Aspire, GRIN, UpfluenceModash, Shopify Collabsagainst: CreatorIQ, GRIN, Traackragainst: Aspire, CreatorIQ, GRIN, Traackr
Four alternatives
Afluencer, LinkedIn Search, Skrapp.io, TokstaThree alternatives
SparkToro, Thinkers360, TokstaFour alternatives
Archive, Collabstr, Influencer Hero, ModashTwo alternatives
Heepsy, SocialBookFour alternatives
Favikon, HypeAuditor, Influencer Hero, SARALPerplexity SonarFavikonPartnerStackChangedAfluencer, Shopify CollabsAfluencerno first choiceagainst: Billo, Collabstr, Insense
Three alternatives
Afluencer, BuzzSumo, CollabstrThree alternatives
Afluencer, Creator.co, inBeatSeven alternatives
Creator.co, HypeAuditor, Insense, SocialBook, Tracknow, Upfluence, inBeatOne alternative
Shopify CollabsGrok 4.1 FastFavikonagainst: Traackr, UpfluenceFavikonHeldAfluenceragainst: HypeAuditor, InsenseAfluenceragainst: Aspire, CreatorIQno first choiceagainst: Ainfluencer, Aspire, Meltwater, NeoReach, Traackr, Upfluence
Two alternatives
Afluencer, GRINFive alternatives
Afluencer, Aspire, GRIN, InfluenceFlow, UpfluenceTwo alternatives
Heepsy, Shopify CollabsThree alternatives
GRIN, Heepsy, Shopify CollabsTwo alternatives
Afluencer, UpfluenceMistral SmallFavikonagainst: Brandwatch Influence, GRIN, MeltwaterOktopostChangedAfluencer, Later Influenceagainst: Sprout Social, impact.comAfluencerno first choiceagainst: GRIN, HypeAuditor, Izea, Traackr, Upfluence
Two alternatives
Dash Social, FavikonFour alternatives
Collabstr, Heepsy, Influence.co, ShoutcartTwo alternatives
Heepsy, ShoutcartDeepSeek V4 FlashFavikonagainst: GRIN, Influence.co, Shoutcart, Tagger, Traackr, UpfluenceFavikonHeldagainst: Brandwatch Influence, Meltwater, Traackr, UpfluenceAfluencer, CollabstrAfluenceragainst: Aspire, GRINno first choiceagainst: CreatorIQ, GRIN, Traackragainst: Ainfluencer, Aspire, Collabstr, CreatorIQ, GRIN, Influencity, Traackr
Four alternatives
Afluencer, LinkedIn Search, Modash, SkrappTwo alternatives
Afluencer, ModashFive alternatives
GRIN, Heepsy, Later Influence, Modash, inBeatThree alternatives
Heepsy, Scrumball, Shopify CollabsFive alternatives
Afluencer, Collabstr, Elev8or, Influee, UpfluenceLlama 4 MaverickFavikonOktopostChangedHeepsyShoutcartno first choiceagainst: Modash, NeoReach, Traackr
Two alternatives
Brandwatch Influence, MeltwaterNine alternatives
Afluencer, Aspire, CreatorIQ, Dash Social, GRIN, Heepsy, Later Influence, Traackr, UpfluenceTwo alternatives
Afluencer, Sprout SocialTwo alternatives
Afluencer, HeepsyQwen 3.7 FlashFavikonAspireChangedInsenseBilloagainst: CreatorIQ, Traackr, Upfluenceno first choiceagainst: CreatorIQ, Fiverr, GRIN, Klear, Shoutcart, Traackr, Upwork
One alternative
AfluencerTwo alternatives
Collabstr, ModashFour alternatives
Aspire, Collabstr, Creator.co, ModashThree alternatives
Heepsy, Insense, ModashKimi K2Favikonagainst: AspireIQ, GRIN, Julius, Klear, Meltwater, TraackrFavikonHeldagainst: Aspire, CreatorIQ, Traackr, UpfluenceHeepsyagainst: Aspire, GRINInfluenceFlowGRIN, Insense, Modash, Storikaagainst: AspireIQ, CreatorIQ, Traackragainst: Ainfluencer, AspireIQ, Fiverr, Influencity, Traackr
Four alternatives
Afluencer, Archive, HypeAuditor, InfluencityOne alternative
ModashTwo alternatives
Creator.co, InfluencityFour alternatives
Ainfluencer, Creator.co, Social Cat, inBeatGLM 4.7 FlashXFavikonFavikonHeldAfluencer, Heepsyagainst: Influencer Hero, Later InfluenceAfluencerno first choiceagainst: Ainfluencer, GRIN, HypeAuditor, Influish, Traackr
Two alternatives
Afluencer, GRINOne alternative
LimelightTwo alternatives
Creator.co, GRINFour alternatives
Heepsy, HypeAuditor, Influence.co, Shopify CollabsMiniMax M2.5FavikonFavikon, OnalyticaChangedAfluencer, HeepsyAfluencerno first choiceagainst: Ainfluencer, HypeAuditor, NeoReach, Stack Influence, Traackr, Upfluence
Three alternatives
Brandwatch Influence, GRIN, MeltwaterTwo alternatives
Mention-me, OktopostTwo alternatives
GRIN, Influence.coTwo alternatives
Creator.co, HeepsyTwo alternatives
HypeAuditor, IQFluenceGPT-6 LunaFavikonFavikonHeldModash, Shopify Collabsagainst: SARALAfluencerno first choiceagainst: Aspire, CreatorIQ, GRIN, Modash, Upfluence
One alternative
LinkedIn's Creator MarketplaceTwo alternatives
LinkedIn's own Creator Marketplace, ModashTwo alternatives
Aspire, Influencer HeroTwo alternatives
Shopify Collabs, TikTok’s Creator MarketplaceMuse Glimmer 30BFavikonagainst: Julius, Meltwater, TraackrFavikonHeldAfluencer, HeepsyAfluencerno first choiceagainst: Aspire, CreatorIQ, Insense, Upfluence, ainfluencer.com marketplace
One alternative
AfluencerOne alternative
AspireTwo alternatives
Influence.co, Shopify CollabsThree alternatives
GRIN, Shopify Collabs, ShoutcartBold 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 09:29 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:14 | yes | 1 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:50 | yes | 15 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:57 | yes | 18 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:02 | yes | 22 | 6 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:56 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:29 | yes | 24 | 33 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:57 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:18 | yes | 8 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:29 | yes | 15 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:02 | yes | 20 | 116 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:32 | yes | 10 | 24 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:06 | yes | 2 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:40 | yes | 19 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:47 | yes | 16 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:01 | yes | 3 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:25 | yes | 22 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:15 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:13 | yes | 21 | 5 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:58 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:28 | yes | 24 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:26 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:43 | yes | 11 | 83 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:16 | yes | 17 | 17 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:46 | yes | 19 | 28 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:09 | yes | 10 | 21 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:59 | yes | 3 | 18 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:07 | yes | 11 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:26 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:45 | yes | 4 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:42 | yes | 19 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 12:08 | yes | 14 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:07 | yes | 22 | 7 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:37 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:28 | yes | 21 | 35 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:11 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:42 | no | 0 | 41 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:06 | yes | 15 | 24 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:31 | yes | 23 | 79 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:13 | yes | 15 | 25 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:17 | yes | 5 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:41 | yes | 12 | 22 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:56 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:47 | yes | 2 | 8 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:57 | yes | 13 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 14:08 | yes | 12 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:13 | yes | 21 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:25 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:27 | yes | 14 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:38 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:16 | no | 0 | 25 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:43 | yes | 7 | 12 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:46 | yes | 10 | 35 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:33 | yes | 20 | 21 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:01 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:01 | yes | 14 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:28 | no | 0 | 4 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:04 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:57 | yes | 16 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:13 | yes | 20 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:59 | yes | 17 | 6 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:02 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:18 | yes | 25 | 50 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:08 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:28 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:56 | yes | 19 | 18 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:18 | yes | 15 | 34 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:07 | yes | 5 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 14:07 | yes | 1 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:35 | yes | 15 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:27 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:19 | yes | 6 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:30 | yes | 15 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:56 | yes | 29 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:54 | yes | 22 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:00 | yes | 11 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:50 | yes | 24 | 24 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:58 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:55 | no | 0 | 28 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:39 | yes | 24 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:35 | yes | 25 | 49 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:35 | yes | 14 | 37 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:28 | yes | 5 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:08 | yes | 23 | 47 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
Unresolved, counted raw
Glewee
IQFluence
Influish
Izea
LinkedIn's own Creator Marketplace
Mention-me
Scoop
Sprout Social Influencer
Storika
Surge
TikTok’s Creator Marketplace
ainfluencer.com marketplace
Discontinued, still offered
No shut-down product was recommended here.