Employee advocacy platforms for small business buyers
Asked as “employee advocacy platform”, and as “tool for employees to share company content on social”, on behalf of a small B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
31%
Contested · Postiv 15%
31Vulse15Postiv12Clearview Social42others
31% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Vulse (31%) replaces EveryoneSocial (15% then, 10% now), 21 points clear, past the 11-point floor.Vulse leads at 31%, replacing EveryoneSocial, which led at 15% and stands at 10% now: 21 points clear, 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
Vulse31%Contested↗new leaderNew leader since October 2026: Vulse (31%) replaces EveryoneSocial (15% then, 10% now), 21 points clear, past the 11-point floor.This pageMid-market
Oktopost31%Contested↗new leaderNew leader since October 2026: Oktopost (31%) replaces DSMN8 (21% then, 8% now), 23 points clear, past the 11-point floor.Standing →Enterprise
EveryoneSocial39%Contested▼−3Since October 2026: 42% → 39%, −3 points. Inside the 11-point floor: within noise.Standing →
Vulse31%Contested↗new leaderNew leader since October 2026: Vulse (31%) replaces EveryoneSocial (15% then, 10% now), 21 points clear, past the 11-point floor.This pageMid-marketOktopost31%Contested↗new leaderNew leader since October 2026: Oktopost (31%) replaces DSMN8 (21% then, 8% now), 23 points clear, past the 11-point floor.Standing →EnterpriseEveryoneSocial39%Contested▼−3Since October 2026: 42% → 39%, −3 points. Inside the 11-point floor: within noise.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
01Vulse31%0%42endorsed leader▲+24Since October 2026: 7% → 31%, +24 points. Past the 11-point floor: movement.7% → 31%
Vulse31%0%42endorsed leader▲+24Since October 2026: 7% → 31%, +24 points. Past the 11-point floor: movement.7% → 31%03
Clearview Social12%11%45accepted challenger▼−2Since October 2026: 14% → 12%, −2 points. Inside the 11-point floor: within noise.14% → 12%
Clearview Social12%11%45accepted challenger▼−2Since October 2026: 14% → 12%, −2 points. Inside the 11-point floor: within noise.14% → 12%04EveryoneSocial10%44%48criticized challenger▼−5Since October 2026: 15% → 10%, −5 points. Inside the 11-point floor: within noise.15% → 10%
EveryoneSocial10%44%48criticized challenger▼−5Since October 2026: 15% → 10%, −5 points. Inside the 11-point floor: within noise.15% → 10%05
SocialToaster4%5%21accepted challenger▲+1Since October 2026: 3% → 4%, +1 point. Inside the 11-point floor: within noise.3% → 4%
SocialToaster4%5%21accepted challenger▲+1Since October 2026: 3% → 4%, +1 point. Inside the 11-point floor: within noise.3% → 4%06
Taplio4%0%12accepted challenger▼−8Since October 2026: 12% → 4%, −8 points. Inside the 11-point floor: within noise.12% → 4%
Taplio4%0%12accepted challenger▼−8Since October 2026: 12% → 4%, −8 points. Inside the 11-point floor: within noise.12% → 4%07
GaggleAMP4%48%42criticized challenger▲+1Since October 2026: 3% → 4%, +1 point. Inside the 11-point floor: within noise.3% → 4%
GaggleAMP4%48%42criticized challenger▲+1Since October 2026: 3% → 4%, +1 point. Inside the 11-point floor: within noise.3% → 4%08
Sociuu2%0%16accepted challenger▼−12Since October 2026: 14% → 2%, −12 points. Past the 11-point floor: movement.14% → 2%
Sociuu2%0%16accepted challenger▼−12Since October 2026: 14% → 2%, −12 points. Past the 11-point floor: movement.14% → 2%09
Vista Social2%10%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Vista Social2%10%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%10
DSMN82%62%39criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
DSMN82%62%39criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the six products at 0%, ordered by negative rate
16
Haiilo0%85%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Haiilo0%85%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%15
Sociabble0%81%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Sociabble0%81%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13
PostBeyond0%67%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
PostBeyond0%67%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Sprout Social Employee Advocacy0%67%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Sprout Social Employee Advocacy0%67%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%14Oktopost0%64%22criticized challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 0%
Oktopost0%64%22criticized challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 0%12
Hootsuite Amplify0%58%19criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Hootsuite Amplify0%58%19criticized 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
Oktopost vs PostivOktopost vs SharebeeOktopost vs SociabbleOktopost vs VulseEveryoneSocial vs DSMN8EveryoneSocial vs Clearview SocialEveryoneSocial vs PostivEveryoneSocial vs SharebeeEveryoneSocial vs SociabbleEveryoneSocial vs VulseDSMN8 vs Clearview SocialDSMN8 vs PostivDSMN8 vs SharebeeDSMN8 vs SociabbleDSMN8 vs VulseClearview Social vs PostivClearview Social vs SharebeeClearview Social vs SociabbleClearview Social vs VulsePostiv vs SharebeePostiv vs SociabblePostiv vs VulseSharebee vs SociabbleSharebee vs VulseSociabble vs Vulse
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 →
01P02
0304050607080910111213141516Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Vulse31%
Vulse31%02Postiv15%
03Clearview Social12%
Clearview Social12%04EveryoneSocial10%
EveryoneSocial10%05SocialToaster4%
SocialToaster4%06Taplio4%
Taplio4%07GaggleAMP4%
GaggleAMP4%08Sociuu2%
Sociuu2%09Vista Social2%
Vista Social2%10DSMN82%
DSMN82%11Sprout Social Employee Advocacy0%
Sprout Social Employee Advocacy0%12Hootsuite Amplify0%
Hootsuite Amplify0%13PostBeyond0%
PostBeyond0%14Oktopost0%
Oktopost0%15Sociabble0%
Sociabble0%16Haiilo0%
Haiilo0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX 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.
Haiilo85%
23 of 27 labels negative · 14 of 14 models · 12 hard negative
“Avoid tools built for Enterprise Frontline Workers: Platforms like Haiilo or Sociabble are great, but they are weighted heavily toward internal communications” Gemini 3.5 Flash, direct prompt
Sociabble81%
22 of 27 labels negative · 13 of 14 models · 12 hard negative
“excluding enterprise-heavy tools like Sociabble, EveryoneSocial, or Hootsuite Parliament (which often require custom quotes and scale better for larger orgs)” Grok 4.20, comparative prompt
GaggleAMP48%
20 of 42 labels negative · 13 of 14 models · 7 hard negative
“Received criticism, particularly regarding its gamification-driven programs and negative feedback in small business contexts.” Mistral Small, negative prompt
EveryoneSocial44%
21 of 48 labels negative · 12 of 14 models · 7 hard negative
“Avoid or be extremely cautious with: EveryoneSocial, PostBeyond, GaggleAMP, DSMN8, and Haiilo” Kimi K2, 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
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. 906 links across 139 sites, every framing counted. Ranked by the number of answers carrying the site or page. 47 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 · Hootsuite49 answers · 52 citations · 14 models
vendor site · Capterra46 answers · 102 citations · 10 models
34 answers · 62 citations · 12 models
vendor site · Vulse30 answers · 61 citations · 9 models
29 answers · 40 citations · 9 models
vendor site · Postiv24 answers · 39 citations · 10 models
vendor site · Sharebee20 answers · 20 citations · 9 models
publisher (Gane)19 answers · 26 citations · 10 models
vendor site · MagicPost19 answers · 21 citations · 9 models
vendor site · Guideflow17 answers · 19 citations · 7 models
15 answers · 16 citations · 8 models
15 answers · 15 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.
48 answers · 14 models
38 answers · 9 models
35 answers · 9 models
24 answers · 10 models
21 answers · 9 models
19 answers · 10 models
19 answers · 8 models
19 answers · 8 models
16 answers · 9 models
15 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 employee advocacy platform”, “employee advocacy 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 | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|
| Vulse vulse.co | 31% | 65 | 260 | 0 | 273 | 0 | |
| Postiv postiv.ai | 15% | 32 | |||||
| Clearview Social clearviewsocial.com | 12% | 74 | 260 | 0 | 745 | ||
| EveryoneSocial everyonesocial.com | 10% | 159 | 880 | 8 | 18,478 | ||
| SocialToaster socialtoaster.com | 4% | 26 | 1,300 | 15 | 5,062 | 5 | |
| Taplio taplio.com | 4% | 19 | 2,400 | 36 | 12,312 | 2 | |
| Sharebee sharebee.pl | 4% | 29 | |||||
| GaggleAMP gaggleamp.com | 4% | 113 | 480 | 0 | 2,583 | 3 | |
| Sociuu sociuu.com | 2% | 24 | 40 | 0 | 119 | ||
| Postfox postfox.ai | 2% | 9 |
Google's top ten for the two searches hold 17 sites; 1 of them are among the sites the models cited here (magicpost.in). The first result for “best employee advocacy platform” is marketbeam.io.
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 employee advocacy platform for a small B2B company?”Paraphrase“Which tool for employees to share company content on social would you recommend to a small business that sells to other businesses?”Comparative“What are the top employee advocacy platforms for a small team and how do they differ?”Budget-constrained“What is the best employee advocacy platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an employee advocacy platform. What should we look at?”Negative“Which employee advocacy platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5TaplioLinkedInChangedClearview Social, SocialToasterEveryoneSocial, Social Champno first choiceagainst: Haiilo, Hootsuite Amplify, Sociabble, Sprout Social Employee Advocacy
Four alternatives
Hootsuite Amplify, Sharebee, Sociuu, Vista SocialTwo alternatives
Buffer, HootsuiteThree alternatives
GaggleAMP, Hootsuite Amplify, SociabbleFour alternatives
AuthoredUp, Clearview Social, LinkedIn's native "My Company" tab, TaplioGPT-5.4 miniClearview SocialClearview SocialHeldagainst: OktopostEveryoneSocial, Vista Socialagainst: DSMN8EveryoneSocialno first choiceagainst: DSMN8, EveryoneSocial, GaggleAMP, Haiilo, Oktopost, Poppulo, PostBeyond, Sociabble
Two alternatives
DSMN8, OktopostOne alternative
Hootsuite AmplifyThree alternatives
Hootsuite Amplify, Oktopost, SociabbleTwo alternatives
DSMN8, Hootsuite AmplifyGemini 3.5 FlashEveryoneSocialagainst: Haiilo, SociabbleSupergrow, TaplioChangedagainst: DSMN8, EveryoneSocialEveryoneSocialEveryoneSocialagainst: DSMN8, GaggleAMP, SociabbleGaggleAMPagainst: EveryoneSocial, Sprout Social Employee Advocacyagainst: DSMN8, Firstup, GaggleAMP, Haiilo, Hootsuite Amplify/Parliament, PostBeyond, Sociabble, Sprout Social Employee Advocacy
Five alternatives
Clearview Social, GaggleAMP, Oktopost, Taplio, VulseThree alternatives
Clearview Social, GaggleAMP, Vista SocialFour alternatives
DSMN8, GaggleAMP, Sociuu, TaplioFour alternatives
Authira, LinkedIn’s Native "My Company" Tab, Social Champ, SociuuThree alternatives
Buffer, DSMN8, HootsuitePerplexity SonarPostivagainst: DSMN8, EveryoneSocialClearview SocialChangedagainst: PostBeyond, Sociabble, Sprinklr AdvocacyClearview Socialagainst: DSMN8, GaggleAMPSociuuagainst: Clearview Socialno first choiceagainst: Bambu, DSMN8, EveryoneSocial, GaggleAMP, Haiilo, Hootsuite Amplify, PostBeyond, Sociabble, Sprout Social Employee Advocacy
Four alternatives
Clearview Social, Sharebee, Taplio, VulseTwo alternatives
AuthoredUp, BufferFive alternatives
Postiv, Postomator, Sociuu, Taplio, Vista SocialTwo alternatives
AuthoredUp, Social ChampGrok 4.20Postivagainst: Haiilo, Hootsuite Amplify, Oktopost, SociabbleVulseChangedagainst: HootsuiteVulseagainst: EveryoneSocial, GaggleAMP, Haiilo, Hootsuite Parliament, Sociabble, Sprout Social Employee AdvocacyVulseagainst: Hootsuite AmplifyGaggleAMPagainst: DSMN8, Haiilo, Hootsuite Amplify/Parliament, Sprinklr Advocacy, Sprout Social Employee Advocacyagainst: Clearview Social, DSMN8, EveryoneSocial, GaggleAMP, Haiilo, Hootsuite Amplify/Parliament, Oktopost, PostBeyond, Sociabble
Two alternatives
DSMN8, EveryoneSocialTwo alternatives
DSMN8, EveryoneSocialFour alternatives
Clearview Social, Postfox, SocialToaster, TeamPostTwo alternatives
Clearview Social, GaggleAMPFive alternatives
Clearview Social, EveryoneSocial, Sociabble, SocialToaster, VulseMistral SmallDSMN8, VulseSharebeeChangedClearview Social, SocialToasterClearview Social, SocialToasterno first choiceagainst: DSMN8, GaggleAMP, Haiilo, Hootsuite Amplify, PostBeyond, Sociabble
Two alternatives
Clearview Social, SocialToasterThree alternatives
Clearview Social, SocialToaster, VulseFour alternatives
EveryoneSocial, GaggleAMP, Postiv, VulseTwo alternatives
EveryoneSocial, VulseDeepSeek V4 FlashVulseagainst: DSMN8, EveryoneSocial, GaggleAMP, OktopostVulseHeldagainst: Clearview Social, DSMN8, Haiilo, Hootsuite Parliament, Sociabble, Sprinklr AdvocacyVulseVulseagainst: DSMN8, Haiilo, Hootsuite, Sociabble, Sprinklr Advocacyno first choiceagainst: Clearview Social, DSMN8, EveryoneSocial, GaggleAMP, Haiilo, Oktopost, SocialToaster
Two alternatives
Clearview Social, PostfoxOne alternative
OktopostFour alternatives
Clearview Social, EveryoneSocial, GaggleAMP, SocialToasterTwo alternatives
GaggleAMP, PostBeyondFive alternatives
Empanada, Heyoo, Postfox, TeamPost, VulseLlama 4 MaverickPostivno first choiceChangedClearview Social, SocialToasterClearview Socialno first choiceagainst: EveryoneSocial, GaggleAMP, Haiilo, Oktopost, Sociabble
Three alternatives
Rocksalt, Sharebee, VulseThree alternatives
Heyoo.ai, Postiv, VulseThree alternatives
AuthoredUp, BeAmbassador, SocialToasterQwen 3.7 FlashPostivagainst: DSMN8, Hootsuite Parliament, OktopostSharebeeChangedagainst: Hootsuite AmplifyEveryoneSocialEveryoneSocialno first choiceagainst: DSMN8, EveryoneSocial, GaggleAMP, Haiilo, Hootsuite Amplify, Oktopost, PostBeyond, Sociabble, Sprinklr Advocacy
Two alternatives
Clearview Social, SharebeeOne alternative
VulseThree alternatives
CaptivateIQ, Smarp, YervanaThree alternatives
Clearview Social, Postiv, SocialToasterKimi K2Vulseagainst: EveryoneSocialVulseHeldVulseagainst: GaggleAMPVulseagainst: DSMN8, EveryoneSocial, GaggleAMP, Hootsuite Parliament, PostBeyond, SociabblePostfox, Vulseagainst: DSMN8, EveryoneSocial, GaggleAMP, Haiilo, Hootsuite Parliament, Oktopost, Sociabble, Sprinklr Advocacyagainst: DSMN8, EveryoneSocial, GaggleAMP, Haiilo, Hootsuite Amplify, PostBeyond, Sprout Social Employee Advocacy
Two alternatives
Clearview Social, PostfoxTwo alternatives
Clearview Social, GaggleAMPFour alternatives
Clearview Social, MagicPost, Postfox, SocialToasterOne alternative
MagicPostThree alternatives
Clearview Social, Heyoo, PostivGLM 4.7 FlashXVulsePostivChangedagainst: Sprinklr AdvocacySharebee, VulseHootsuite, SocialToasterno first choiceagainst: Clearview Socialagainst: EveryoneSocial, GaggleAMP, Haiilo, Hootsuite Amplify, Oktopost, PostBeyond, Sociabble, Vista Social
Two alternatives
Ambassify, Clearview SocialTwo alternatives
Clearview Social, EveryoneSocialSix alternatives
Ambassify, Apostle Social, BeAmbassador, Clearview Social, DSMN8, SocialToasterOne alternative
Clearview SocialOne alternative
EveryoneSocialMiniMax M2.5VulseVulseHeldPostfox, Vulseagainst: Hootsuite AmplifyVista Socialagainst: HootsuiteVulseagainst: EveryoneSocial, GaggleAMP, Haiilo, Oktopost, Sociabble
Two alternatives
DSMN8, TaplioOne alternative
PostivTwo alternatives
Clearview Social, SocialToasterTwo alternatives
MagicPost, VulseFour alternatives
Clearview Social, EveryoneSocial, GaggleAMP, SocialToasterGPT-6 LunaClearview SocialVulseChangedVista Socialagainst: DSMN8, EveryoneSocial, Parliament, Sprout Social Employee AdvocacyKeepface Employee Advocacyno first choiceagainst: EveryoneSocial, GaggleAMP, Haiilo
One alternative
Vista SocialOne alternative
GaggleAMPOne alternative
VulseMuse Glimmer 30BPostivagainst: DSMN8, EveryoneSocial, Haiilo, Hootsuite Parliament, Oktopost, SociabblePostivHeldPostivPostivagainst: DSMN8, Haiilo, Parliament, PostBeyond, SociabbleVulseagainst: DSMN8, EveryoneSocial, GaggleAMP, Haiilo, Hootsuite Amplify, Hootsuite Parliament, Oktopost, PostBeyond, Sociabble
Five alternatives
Clearview Social, GetViews.AI, SocialToaster, Sociuu, VulseOne alternative
VulseFour alternatives
DSMN8, GaggleAMP, PostBeyond, VulseOne alternative
MagicPostOne alternative
PostfoxBold 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 10:16 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:12 | yes | 3 | 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 15:38 | yes | 13 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:19 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:55 | yes | 19 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:50 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:53 | yes | 22 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:24 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:00 | yes | 9 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:43 | yes | 15 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:47 | yes | 22 | 24 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:43 | yes | 20 | 58 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:31 | yes | 2 | 10 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:56 | yes | 12 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:39 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:13 | 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 10:55 | yes | 9 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 14:16 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:19 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:32 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:23 | yes | 24 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:22 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:48 | yes | 5 | 24 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:39 | yes | 10 | 13 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:14 | yes | 24 | 49 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:49 | yes | 9 | 56 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:57 | yes | 2 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:23 | yes | 18 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:59 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:58 | yes | 2 | 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 17:04 | yes | 14 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 16:29 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:49 | yes | 9 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:17 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:37 | yes | 20 | 28 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:39 | yes | 8 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:34 | no | 0 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:30 | yes | 13 | 40 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:02 | yes | 15 | 35 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:32 | yes | 12 | 27 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:46 | yes | 6 | 18 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:01 | yes | 22 | 38 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:08 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:34 | 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 12:23 | yes | 9 | 16 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 16:54 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:04 | yes | 23 | 17 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:21 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:50 | yes | 22 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:50 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:54 | yes | 10 | 33 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:21 | yes | 16 | 58 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:15 | yes | 22 | 495 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:51 | yes | 12 | 36 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:35 | yes | 3 | 17 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:44 | yes | 19 | 25 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:04 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:22 | 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 14:21 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:45 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:14 | yes | 13 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:58 | no | 0 | 11 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:51 | yes | 20 | 44 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:23 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:47 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:19 | yes | 9 | 54 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:55 | yes | 15 | 77 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:08 | yes | 9 | 43 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:27 | yes | 3 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:04 | yes | 13 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:59 | yes | 16 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:47 | yes | 7 | 5 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 13:55 | yes | 8 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 17:04 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:32 | yes | 17 | 19 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:38 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:11 | yes | 23 | 30 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:00 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:51 | yes | 14 | 60 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:40 | yes | 24 | 37 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:50 | yes | 23 | 25 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:59 | yes | 23 | 60 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:27 | yes | 4 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:07 | yes | 22 | 38 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
Sprinklr read as Sprinklr Advocacy
Sprout Social read as Sprout Social Employee Advocacy
Sprout Social (Advocacy Add-on) read as Sprout Social Employee Advocacy
Sprout Social (Advocacy add-on) read as Sprout Social Employee Advocacy
Sprout Social Advocacy read as Sprout Social Employee Advocacy
Unresolved, counted raw
Amplify/Bambu by Sprout
Apostle Social
Hootsuite's free plan
LinkedIn
LinkedIn’s Native "My Company" Tab
Postomator
Sociabble now the Poppulo Experience Platform
Yervana
Discontinued, still offered
No shut-down product was recommended here.