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. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
36%
Contested · Afluencer 13%
36Favikon13Afluencer09Shopify Collabs42others
36% of first choices, contested.
Since October 2026▼−7Since October 2026: 43% → 36%, −7 points. Inside the 11-point floor: within noise.Favikon held the lead, −7 points on 43%, 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.This pageMid-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.Standing →
Favikon36%Contested▼−7Since October 2026: 43% → 36%, −7 points. Inside the 11-point floor: within noise.This pageMid-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.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 October 2026
01Favikon36%0%25endorsed leader▼−7Since October 2026: 43% → 36%, −7 points. Inside the 11-point floor: within noise.43% → 36%
Favikon36%0%25endorsed leader▼−7Since October 2026: 43% → 36%, −7 points. Inside the 11-point floor: within noise.43% → 36%02
Afluencer13%0%24accepted challenger▼−5Since October 2026: 18% → 13%, −5 points. Inside the 11-point floor: within noise.18% → 13%
Afluencer13%0%24accepted challenger▼−5Since October 2026: 18% → 13%, −5 points. Inside the 11-point floor: within noise.18% → 13%03
Shopify Collabs9%9%33accepted challenger▲+5Since October 2026: 4% → 9%, +5 points. Inside the 11-point floor: within noise.4% → 9%
Shopify Collabs9%9%33accepted challenger▲+5Since October 2026: 4% → 9%, +5 points. Inside the 11-point floor: within noise.4% → 9%04
Modash6%7%30accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%
Modash6%7%30accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%05
Collabstr4%0%15accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
Collabstr4%0%15accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%06
Upfluence4%47%38criticized challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
Upfluence4%47%38criticized challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%07
Heepsy2%0%17accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Heepsy2%0%17accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%08
HypeAuditor2%23%13accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
HypeAuditor2%23%13accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%09
GRIN2%41%34criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
GRIN2%41%34criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%10
Aspire2%60%25criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Aspire2%60%25criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%11
Traackr2%78%23criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Traackr2%78%23criticized 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
15CreatorIQ0%92%26criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
CreatorIQ0%92%26criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%14
impact.com0%42%12criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
impact.com0%42%12criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%13Shoutcart0%8%13accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
12
Influence.co0%6%18accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Influence.co0%6%18accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.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 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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 →
010203040506070809101112S13
1415Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Favikon36%
Favikon36%02Afluencer13%
Afluencer13%03Shopify Collabs9%
Shopify Collabs9%04Modash6%
Modash6%05Collabstr4%
Collabstr4%06Upfluence4%
Upfluence4%07Heepsy2%
Heepsy2%08HypeAuditor2%
HypeAuditor2%09GRIN2%
GRIN2%10Aspire2%
Aspire2%11Traackr2%
Traackr2%12Influence.co0%
Influence.co0%13Shoutcart0%
14impact.com0%
impact.com0%15CreatorIQ0%
CreatorIQ0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
CreatorIQ92%
24 of 26 labels negative · 11 of 14 models · 12 hard negative
“CreatorIQ can present smaller teams with a steep learning curve, longer implementation, and higher ownership cost, and community feedback has raised speed and buggy-performance concerns.” Claude Haiku 4.5, negative prompt
Upfluence47%
18 of 38 labels negative · 10 of 14 models · 6 hard negative
“What to Avoid: GRIN, Aspire, Upfluence, CreatorIQ: These are powerful but built for DTC e-commerce brands with larger budgets.” Kimi K2, paraphrase prompt
Traackr78%
18 of 23 labels negative · 9 of 14 models · 9 hard negative
“Often a poor fit for tight budgets because of high pricing, limited discovery relative to broader tools, and a less intuitive interface.” Perplexity Sonar, negative prompt
Aspire60%
15 of 25 labels negative · 9 of 14 models · 3 hard negative
“TrustRadius includes accusations of it feeling like a "scam" for not delivering results” Grok 4.20, 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
75 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. 797 links across 196 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 · Shopify36 answers · 58 citations · 12 models
31 answers · 44 citations · 10 models
vendor site · Reddit20 answers · 34 citations · 11 models
vendor site · Favikon19 answers · 29 citations · 10 models
publisher (Gane)17 answers · 17 citations · 8 models
vendor site · topYappers16 answers · 20 citations · 8 models
vendor site · Modash14 answers · 20 citations · 9 models
14 answers · 16 citations · 7 models
vendor site · Spotsaas14 answers · 15 citations · 8 models
vendor site · Flinque13 answers · 18 citations · 8 models
vendor site · LinkedIn13 answers · 14 citations · 8 models
vendor site · Archive12 answers · 14 citations · 8 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
27 answers · 10 models
17 answers · 8 models
16 answers · 8 models
11 answers · 6 models
10 answers · 6 models
10 answers · 7 models
10 answers · 8 models
9 answers · 7 models
9 answers · 8 models
9 answers · 6 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 | 36% | 58 | 1,000 | 22 | 39,307 | 1 | ||
| Afluencer afluencer.com | 13% | 40 | 1,300 | 4 | 23,337 | |||
| Shopify Collabs shopify.com | 9% | 72 | 5,400 | 78 | 3,486,997 | $3,351 | 110 | 3 |
| Modash modash.io | 6% | 62 | 6,600 | 55 | 83,523 | $477 | 10 | |
| Collabstr collabstr.com | 4% | 28 | 8,100 | 71 | 387,539 | $652 | 80 | 2 |
| LinkedIn parent site LinkedIn Creator Marketplace 4% | 4% | 8 | 11,100,000 | 77,031 | ||||
| Ainfluencer ainfluencer.com | 4% | 20 | 390 | 0 | 8,022 | |||
| Upfluence upfluence.com | 4% | 112 | 6,600 | 68 | 64,237 | $492 | 54 | 1 |
| LinkedIn linkedin.com LinkedIn Sales Navigator 2%, LinkedIn 2% | 4% | 147 | 11,100,000 | 77,031 | 331,033,472 company | $1,032 | 113 | 7 |
| Heepsy heepsy.com | 2% | 32 | 1,000 | 1 | 16,674 | 2 |
Google's top ten for the two searches hold 16 sites; 5 of them are among the sites the models cited here (archive.com, g2.com, linkedin.com, reddit.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 4.5FavikonHubSpot, LinkedIn Sales NavigatorChangedInfluence.coAfluencer, Ainfluencerno first choiceagainst: CreatorIQ, Upfluence
Two alternatives
Afluencer, UpfluenceThree alternatives
AspireIQ, Influee, Sprout SocialFive alternatives
Afluencer, Heepsy, Modash, Sprout Social, UpfluenceTwo alternatives
Elev8or, HeepsyGPT-5.4 miniModashagainst: CreatorIQ, impact.comSARALChangedModashAfluencer, Shopify Collabsagainst: HypeAuditorno first choicenothing named
Three alternatives
Afluencer, SARAL, TracknowTwo alternatives
Current, impact.comFive alternatives
Aspire, Heepsy, HypeAuditor, Later Influence, UpfluenceOne alternative
TracknowGemini 3.5 FlashFavikonagainst: Aspire, GRIN, Onalytica, Shopify Collabs, Sprout SocialFavikonHeldagainst: Aspire, GRIN, PartnerStack, UpfluenceModashagainst: CreatorIQ, GRIN, TraackrCollabstragainst: GRIN, Upfluenceno first choiceagainst: CreatorIQ, GRIN, Sprout Social, Tagger, Traackr, Upfluence
Four alternatives
Modash, Passionfroot, SparkToro, Thinkers360Four alternatives
Airtable, Folk.app, Rewardful, SparkToroFive alternatives
Influencity, Insense, SARAL, Shopify Collabs, UpfluenceFive alternatives
Afluencer, Ainfluencer, Heepsy, Modash, Shopify CollabsPerplexity SonarFavikonagainst: CreatorIQ, Meltwater, TraackrHypeAuditorChangedagainst: GRIN, Shopify Collabs, UpfluenceAfluencer, HeepsyAfluencerno first choiceagainst: Aspire, CreatorIQ, GRIN, Shoutcart, Traackr, Upfluence
Three alternatives
BuzzSumo, Influence.co, UpfluenceOne alternative
Influence.coFive alternatives
Aspire, Insense, Modash, Shopify Collabs, UpfluenceThree alternatives
Influence.co, Shopify Collabs, ShoutcartGrok 4.20Favikonagainst: CreatorIQ, TraackrAspireChangedagainst: CreatorIQ, Traackr, UpfluenceCollabstr, HypeAuditoragainst: CreatorIQAfluencer, Shopify Collabsagainst: Aspire, CreatorIQ, GRIN, NeoReach, Traackr, Upfluenceno first choiceagainst: Ainfluencer, Aspire, CreatorIQ, Influence.co, Traackr, Upfluence, impact.com
Five alternatives
BuzzSumo, Heepsy, LinkedIn Creator Marketplace, Modash, topYappersFour alternatives
Favikon, GRIN, LinkedIn Creator Marketplace, ModashFour alternatives
Aspire, GRIN, Upfluence, impact.comFour alternatives
HypeAuditor, Influence.co, Modash, ShoutcartMistral SmallFavikonUpfluenceChangedUpfluenceElev8orno first choiceagainst: CreatorIQ, HypeAuditor, Insense, Traackr, Upfluence
Two alternatives
GRIN, KALO IQTwo alternatives
Favikon, impact.comSeven alternatives
Afluencer, GRIN, Influence.co, Insense, Later Influence, Shopify Collabs, ShoutcartTwo alternatives
Collabstr, Shopify CollabsDeepSeek V4 FlashHeepsyagainst: #paid, Aspire, CreatorIQ, GRIN, Modash, Onalytica, Traackr, UpPromoteFavikonChangedagainst: CreatorIQKALO IQagainst: CreatorIQ, GRIN, Modash, UpfluenceCollabstrno first choiceagainst: Aspire, CreatorIQ, Traackragainst: Ainfluencer, Aspire, Creator IQ, NinjaOutreach, Shopify Collabs, Upfluence, impact.com
Two alternatives
Favikon, PassionfrootTwo alternatives
GRIN, KALO IQFour alternatives
Afluencer, Collabstr, Heepsy, Shopify CollabsThree alternatives
Heepsy, Shopify Collabs, topYappersEight alternatives
Favikon, GRIN, HypeAuditor, Insense, Modash, Shopify Collabs, Upfluence, topYappersLlama 4 MaverickFavikonFavikonHeldUpfluenceAfluencerno first choiceagainst: GRIN, Traackr
Three alternatives
Julius, Meltwater, TraackrFour alternatives
Creator.co, GRIN, GoByline, UpfluenceThree alternatives
Aggero, MyInfluencer, SwipeMagicThree alternatives
Ainfluencer, Collabstr, Shopify CollabsQwen 3.7 FlashFavikonagainst: CreatorIQ, TraackrFavikonHeldUpfluenceShopify Collabsagainst: CreatorIQ, Influencer Hero, NeoReachGRIN, Modash, Traackr, Upfluenceagainst: Aspire, Creator IQ, Salesforce, Sprinklragainst: Ainfluencer, Aspire, JoinBrands, Social Cat, Traackr, Upfluence
Three alternatives
KALO IQ, LinkedIn Sales Navigator, SkrappTwo alternatives
Collabstr, impact.comFive alternatives
Aspire, GRIN, Influence.co, Shopify Collabs, ShoutcartThree alternatives
Afluencer, Shoutcart, topYappersKimi K2LinkedIn Creator Marketplaceagainst: AspireIQ, CreatorIQ, Traackr, UpfluenceFavikonChangedagainst: Aspire, CreatorIQ, GRIN, HypeAuditor, Traackr, UpfluenceCollabstr, Flinque, Modashagainst: Upfluence, impact.comAfluencerImpulze.ai, Modashagainst: Aspire, CreatorIQ, GRIN, Partipost
Three alternatives
Afluencer, Favikon, Influence.coTwo alternatives
Heepsy, ModashTwo alternatives
Ainfluencer, InsenseFour alternatives
Influence.co, InfluenceFlow, Shopify Collabs, ShoutcartThree alternatives
GRIN, Influencer Hero, Shopify CollabsGLM 4.7 FlashXFavikon, LinkedIn Creator MarketplaceFavikonChangedagainst: CreatorIQ, impact.comAfluencerAinfluencerno first choicenothing named
Two alternatives
Afluencer, KALO IQOne alternative
PartnerStackSix alternatives
GRIN, Heepsy, Influence.co, Modash, Shopify Collabs, impact.comTwo alternatives
Heepsy, Shopify CollabsMiniMax M2.5LinkedInFavikonChangedModashagainst: Aspire, UpfluenceShopify Collabsno first choicenothing named
Four alternatives
BrandRefer, Heepsy, influData for LinkedIn, topYappersThree alternatives
Collabstr, Upfluence, impact.comFive alternatives
Ainfluencer, GRIN, Influence.co, Shopify Collabs, ShoutcartThree alternatives
Influence.co, Shoutcart, topYappersGPT-6 LunaFavikonFavikonHeldShopify CollabsAfluencerno first choiceagainst: Aspire, GRIN
One alternative
LinkedIn Creator MarketplaceOne alternative
ModashFour alternatives
Collabstr, GRIN, Insense, ModashTwo alternatives
Collabstr, Shopify CollabsMuse Glimmer 30BFavikonFavikonHeldShopify Collabs, topYappersagainst: Aspire, CreatorIQ, Influencer Hero, TraackrShopify Collabsno first choiceagainst: CreatorIQ, Hypefy, Sprinklr, Traackr, Upfluence
One alternative
KALO IQTwo alternatives
Archive, GoBylineThree alternatives
Influence.co, Modash, UpfluenceFive alternatives
Afluencer, Collabstr, Heepsy, Influence.co, 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.
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 12:34 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:19 | 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 16:13 | yes | 10 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 17:28 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:42 | yes | 23 | 16 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:28 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:53 | yes | 24 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:33 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:45 | yes | 14 | 55 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:09 | yes | 20 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:34 | yes | 15 | 22 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:12 | yes | 10 | 31 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:19 | yes | 2 | 19 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:02 | yes | 12 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:40 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:54 | yes | 4 | 5 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 16:01 | yes | 5 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:59 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:06 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:53 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:32 | yes | 25 | 17 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:35 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:06 | yes | 10 | 46 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:35 | yes | 25 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:22 | yes | 10 | 18 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:26 | yes | 5 | 40 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:17 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:27 | yes | 11 | 13 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:19 | yes | 10 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:54 | yes | 6 | 8 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 09:44 | no | 0 | 17 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 14:46 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:34 | yes | 5 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:00 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:25 | yes | 24 | 32 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:52 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:36 | yes | 5 | 23 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:24 | yes | 15 | 34 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:31 | yes | 24 | 71 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:50 | yes | 10 | 46 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:20 | yes | 5 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:29 | yes | 14 | 35 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:23 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:03 | yes | 1 | 6 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 10:18 | yes | 7 | 15 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:22 | yes | 7 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:12 | yes | 5 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:34 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:57 | yes | 22 | 31 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:13 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:13 | yes | 5 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:27 | yes | 10 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:16 | yes | 13 | 60 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:51 | yes | 5 | 37 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:52 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:07 | yes | 13 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:21 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:47 | no | 0 | 6 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 11:55 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:15 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:25 | yes | 5 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:39 | no | 0 | 4 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:55 | yes | 25 | 25 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:11 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:25 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:26 | yes | 15 | 42 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:43 | yes | 10 | 68 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:23 | no | 0 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:34 | yes | 2 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:35 | yes | 14 | 17 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:58 | yes | 19 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:09 | yes | 6 | 7 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 10:14 | yes | 10 | 18 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:02 | yes | 10 | 3 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:23 | yes | 22 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:25 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:57 | yes | 24 | 48 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:35 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:16 | yes | 10 | 28 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:47 | yes | 24 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:51 | yes | 25 | 67 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:33 | no | 0 | 23 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:18 | yes | 4 | 29 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:49 | yes | 14 | 24 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
None. Every name in this category resolved on its own.
Unresolved, counted raw
Afluenter
Aggero
BrandRefer
Current
Folk.app
Hollyfy
Hypefy
Later’s Influencer product
LinkedIn
MyInfluencer
NinjaOutreach
Salesforce
SwipeMagic
influData for LinkedIn
Discontinued, still offered
No shut-down product was recommended here.