Employee advocacy platforms
Asked as “employee advocacy platform”, and as “tool for employees to share company content on social”, on behalf of a mid-market 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 · EveryoneSocial 13%
31Oktopost13EveryoneSocial08Clearview Social48others
31% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Oktopost (31%) replaces DSMN8 (21% then, 8% now), 23 points clear, past the 11-point floor.Oktopost leads at 31%, replacing DSMN8, which led at 21% and stands at 8% now: 23 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.Standing →Mid-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.This pageEnterprise
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.Standing →Mid-marketOktopost31%Contested↗new leaderNew leader since October 2026: Oktopost (31%) replaces DSMN8 (21% then, 8% now), 23 points clear, past the 11-point floor.This pageEnterpriseEveryoneSocial39%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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Oktopost31%10%40endorsed leader▲+10Since October 2026: 21% → 31%, +10 points. Inside the 11-point floor: within noise.21% → 31%
Oktopost31%10%40endorsed leader▲+10Since October 2026: 21% → 31%, +10 points. Inside the 11-point floor: within noise.21% → 31%02EveryoneSocial13%19%57accepted challenger▼−4Since October 2026: 17% → 13%, −4 points. Inside the 11-point floor: within noise.17% → 13%
EveryoneSocial13%19%57accepted challenger▼−4Since October 2026: 17% → 13%, −4 points. Inside the 11-point floor: within noise.17% → 13%03
DSMN88%26%43criticized challenger▼−13Since October 2026: 21% → 8%, −13 points. Past the 11-point floor: movement.21% → 8%
DSMN88%26%43criticized challenger▼−13Since October 2026: 21% → 8%, −13 points. Past the 11-point floor: movement.21% → 8%04
Clearview Social8%9%23accepted challenger▲+8Since October 2026: 0% → 8%, +8 points. Inside the 11-point floor: within noise.0% → 8%
Clearview Social8%9%23accepted challenger▲+8Since October 2026: 0% → 8%, +8 points. Inside the 11-point floor: within noise.0% → 8%06
Sharebee4%0%13accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
Sharebee4%0%13accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%07
Sociabble4%26%38criticized challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
Sociabble4%26%38criticized challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%08Vulse4%0%14accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Vulse4%0%14accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%09
PostBeyond2%44%16criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
PostBeyond2%44%16criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%Show the four products at 0%, ordered by negative rate
13
Hootsuite Amplify0%44%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Hootsuite Amplify0%44%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Sprout Social Employee Advocacy0%26%31criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Sprout Social Employee Advocacy0%26%31criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%12
Haiilo0%24%25accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Haiilo0%24%25accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
GaggleAMP0%24%34accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
GaggleAMP0%24%34accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
All twenty-eight head-to-head pages: the top eight products, each against each
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 →
01020304P05
0607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Oktopost31%
Oktopost31%02EveryoneSocial13%
EveryoneSocial13%03DSMN88%
DSMN88%04Clearview Social8%
Clearview Social8%05Postiv6%
06Sharebee4%
Sharebee4%07Sociabble4%
Sociabble4%08Vulse4%
Vulse4%09PostBeyond2%
PostBeyond2%10GaggleAMP0%
GaggleAMP0%11Sprout Social Employee Advocacy0%
Sprout Social Employee Advocacy0%12Haiilo0%
Haiilo0%13Hootsuite Amplify0%
Hootsuite Amplify0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
DSMN826%
11 of 43 labels negative · 9 of 14 models · 7 hard negative
“What to Avoid - Enterprise-only platforms with no published pricing (Sociabble, Haiilo, DSMN8, etc.)” GLM 4.7 FlashX, budget prompt
Hootsuite Amplify44%
12 of 27 labels negative · 9 of 14 models · 4 hard negative
“Described as an expensive add-on rather than a purpose-built solution, with 34% negative labels in enterprise reviews.” Mistral Small, negative prompt
Sociabble26%
10 of 38 labels negative · 8 of 14 models · 7 hard negative
“Avoid: Platforms like Sociabble, DSMN8, Haiilo, EveryoneSocial, and Oktopost generally don’t publish pricing” Kimi K2, budget prompt
EveryoneSocial19%
11 of 57 labels negative · 8 of 14 models · 4 hard negative
“flagged EveryoneSocial as one of the most common cautionary tales for small businesses... Several AI models consistently recommended avoiding it” DeepSeek V4 Flash, 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
72 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 807 links across 156 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.
33 answers · 65 citations · 12 models
26 answers · 26 citations · 7 models
vendor site · Hootsuite24 answers · 24 citations · 11 models
vendor site · Vulse22 answers · 32 citations · 7 models
vendor site · Capterra21 answers · 32 citations · 7 models
20 answers · 20 citations · 8 models
vendor site · Capterra19 answers · 21 citations · 7 models
vendor site · MarketBeam17 answers · 29 citations · 10 models
vendor site · MagicPost17 answers · 27 citations · 10 models
17 answers · 17 citations · 7 models
vendor site · Guideflow16 answers · 16 citations · 8 models
vendor site · Postiv16 answers · 16 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.
26 answers · 7 models
24 answers · 11 models
20 answers · 8 models
17 answers · 7 models
16 answers · 10 models
15 answers · 9 models
14 answers · 10 models
14 answers · 7 models
14 answers · 8 models
14 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 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 |
|---|---|---|---|---|---|---|---|
| Oktopost oktopost.com | 31% | 167 | 1,000 | 11 | 7,471 | 6 | 8 |
| EveryoneSocial everyonesocial.com | 13% | 159 | 880 | 8 | 18,478 | ||
| DSMN8 dsmn8.com | 8% | 135 | 390 | 3 | 1,591 | 23 | 9 |
| Clearview Social clearviewsocial.com | 8% | 74 | 260 | 0 | 745 | ||
| Postiv postiv.ai | 6% | 32 | |||||
| Sharebee sharebee.pl | 4% | 29 | |||||
| Sociabble sociabble.com | 4% | 111 | 320 | 2 | 24,668 | 1 | 2 |
| Vulse vulse.co | 4% | 65 | 260 | 0 | 273 | 0 | |
| MagicPost magicpost.in | 4% | 10 | 3 | ||||
| Ambassify ambassify.com | 4% | 16 |
Google's top ten for the two searches hold 17 sites; 2 of them are among the sites the models cited here (magicpost.in, marketbeam.io). 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 mid-market B2B company?”Paraphrase“Which tool for employees to share company content on social would you recommend to a mid-sized B2B company?”Comparative“What are the top employee advocacy platforms and how do they differ?”Budget-constrained“What is the best employee advocacy platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an employee advocacy platform. What should we look at?”Negative“Which employee advocacy platforms should I avoid or be cautious about?”
Claude Haiku 4.5PostBeyondOktopostChangedGaggleAMPEveryoneSocial, Sociuuno first choiceagainst: Dynamic Signal, EveryoneSocial, Hootsuite Amplify
Three alternatives
GaggleAMP, Oktopost, TaplioFour alternatives
Clearview Social, DSMN8, EveryoneSocial, GaggleAMPSix alternatives
DSMN8, EveryoneSocial, Hootsuite Amplify, Oktopost, PostBeyond, SociabbleThree alternatives
AuthoredUp, Social Champ, TaplioGPT-5.4 miniOktopostOktopostHeldDSMN8against: InfluitiveEveryoneSocialno first choicenothing named
Three alternatives
DSMN8, Poppulo, SociabbleFour alternatives
DSMN8, EveryoneSocial, Hootsuite Amplify, SociabbleSix alternatives
EveryoneSocial, GaggleAMP, Haiilo, Hootsuite Amplify, Oktopost, SociabbleTwo alternatives
Sprout Social Employee Advocacy, Vista SocialGemini 3.5 FlashDSMN8, OktopostOktopostChangedDSMN8, EveryoneSocialEveryoneSocialagainst: Hootsuite Amplify, Sprout Social Employee Advocacyno first choiceagainst: Bambu, Dynamic Signal, Hootsuite Amplify, Smarp
Three alternatives
EveryoneSocial, GaggleAMP, Sprout Social Employee AdvocacyTwo alternatives
EveryoneSocial, GaggleAMPSeven alternatives
Clearview Social, GaggleAMP, Haiilo, Hootsuite Amplify, Oktopost, Sociabble, Sprout Social Employee AdvocacyFive alternatives
Clearview Social, LinkedIn "My Company" Tab, Postbeam, Sociuu, TaplioPerplexity SonarOktopostOktopostHeldEveryoneSocialEveryoneSocialagainst: Clearview Social, Hootsuite Amplify, Sociabble, Sprout Social Employee Advocacyno first choiceagainst: DSMN8, EveryoneSocial, GaggleAMP, Hootsuite Amplify, Sprout Social Employee Advocacy, Taplio
Four alternatives
DSMN8, EveryoneSocial, Sharebee, SupergrowFour alternatives
EveryoneSocial, GaggleAMP, Hootsuite Amplify, PostBeyondEight alternatives
DSMN8, GaggleAMP, Haiilo, Hootsuite Parliament, Oktopost, Sociabble, Supergrow, VulseThree alternatives
Social Champ, Sociuu, TaplioGrok 4.20Sociabbleagainst: Hootsuite, Sprout Social Employee AdvocacyOktopostChangedDSMN8, SociabbleVulseagainst: DSMN8, EveryoneSocial, GaggleAMP, Haiilo, Hootsuite, Hootsuite Amplify/Parliament, SociabbleSociabbleagainst: Sprinklr Advocacyagainst: Bambu, DSMN8, EveryoneSocial, GaggleAMP, Hootsuite Amplify, PostBeyond, Sociabble, Sprout Social Employee Advocacy
Three alternatives
EveryoneSocial, GaggleAMP, SharebeeThree alternatives
EveryoneSocial, Haiilo, Hootsuite AmplifyFive alternatives
EveryoneSocial, GaggleAMP, Haiilo, Hootsuite Amplify/Parliament, OktopostTwo alternatives
AuthoredUp, MagicPostSix alternatives
DSMN8, GaggleAMP, Haiilo, Oktopost, Parliament, SharebeeMistral SmallClearview SocialOktopostChangedno first choiceClearview Socialno first choiceagainst: DSMN8, EveryoneSocial, GaggleAMP, Haiilo, Hootsuite Amplify, Oktopost, PostBeyond, Sociabble, Sprout Social Employee Advocacy
Three alternatives
DSMN8, Oktopost, SharebeeThree alternatives
DSMN8, EveryoneSocial, PostivTwo alternatives
EveryoneSocial, SocialToasterDeepSeek V4 FlashDSMN8, OktopostDSMN8ChangedEveryoneSocialKeepface Employee Advocacyno first choiceagainst: Bambu, DSMN8, EveryoneSocial, GaggleAMP, Hootsuite Amplify, PostBeyond, Sociabble
Three alternatives
EveryoneSocial, Sociabble, Sprout Social Employee AdvocacyTwo alternatives
Oktopost, Sprout Social Employee AdvocacySeven alternatives
DSMN8, GaggleAMP, Haiilo, Hootsuite Amplify/Parliament, Sociabble, Sprout Social Employee Advocacy, VulseTwo alternatives
EveryoneSocial, GaggleAMPLlama 4 Maverickno first choiceAmbassify, GetViews.AI, PostivChangedno first choiceClearview Socialno first choiceagainst: Bambu, DSMN8, EveryoneSocial, Hootsuite Amplify, PostBeyond, Sprout Social Employee Advocacy
Two alternatives
AuthoredUp, SharebeeQwen 3.7 FlashDSMN8, OktopostEveryoneSocialChangedagainst: Hootsuite AmplifyEveryoneSocialPostivagainst: DSMN8, Haiilo, Hootsuite Parliament, Oktopost, Sociabbleno first choicenothing named
Three alternatives
Clearview Social, Postiv.ai, Sprout Social Employee AdvocacyOne alternative
YerboFour alternatives
Hootsuite Amplify, Lifeworks, Postwire, SmarpThree alternatives
Clearview Social, EveryoneSocial, SocialToasterKimi K2Clearview Socialagainst: EveryoneSocial, GaggleAMP, Haiilo, PostBeyond, SociabbleEveryoneSocial, OktopostChangedagainst: Hootsuite Amplify, LinkedIn ElevateDSMN8MagicPost, Postbeamagainst: DSMN8, EveryoneSocial, Haiilo, Oktopost, Sociabbleno first choiceagainst: Hootsuite Amplify, PostBeyond, Sprout Social Employee Advocacy
Three alternatives
Oktopost, Postiv, VulseThree alternatives
DSMN8, GaggleAMP, SociabbleSix alternatives
Clearview Social, EveryoneSocial, GaggleAMP, Haiilo, Sociabble, Sprout Social Employee AdvocacyTwo alternatives
Heyoo, SharebeeGLM 4.7 FlashXSharebeeEveryoneSocialChangedSociabbleVulseagainst: DSMN8, Haiilo, Sociabbleno first choicenothing named
Two alternatives
DSMN8, VulseOne alternative
OktopostEleven alternatives
Clearview Social, DSMN8, EveryoneSocial, GaggleAMP, Haiilo, Hootsuite Amplify, Oktopost, OnBrand, Sharebee, Sprout Social Employee Advocacy, VulseSix alternatives
Agorapulse Easy Advocacy, Clearview Social, Hootsuite Amplify, MagicPost, Postbeam, SocialToasterMiniMax M2.5OktopostOktopostHeldno first choiceEasy Advocacy by Agora Pulseno first choicenothing named
Three alternatives
DSMN8, Sociabble, Sprout Social Employee AdvocacyThree alternatives
EveryoneSocial, Postiv, SociabbleThree alternatives
AuthoredUp, Keepface Employee Advocacy, PostivGPT-6 LunaOktopostAmbassifyChangedno first choiceVista Socialagainst: GaggleAMPno first choiceagainst: LinkedInagainst: Hootsuite Amplify, now called Parliament, Oktopost
Two alternatives
DSMN8, EveryoneSocialOne alternative
OktopostNine alternatives
DSMN8, EveryoneSocial, GaggleAMP, Haiilo, Hootsuite's Parliament, Oktopost, Sociabble, Sprout Social Employee Advocacy, Vista SocialTwo alternatives
Microsoft Teams, SlackMuse Glimmer 30BPostiv, Sharebeeagainst: DSMN8, EveryoneSocial, GaggleAMP, PostBeyondOktopostChangedDSMN8, EveryoneSocialAuthoredUp, MagicPostagainst: Clearview Social, DSMN8, EveryoneSocial, Hootsuite Parliament, Sociabbleno first choicenothing named
Three alternatives
Clearview Social, Oktopost, VulseThree alternatives
EveryoneSocial, GaggleAMP, PostivSeven alternatives
GaggleAMP, Haiilo, Hootsuite Amplify, LinkedIn Elevate, Sharebee, Sociabble, Sprout Social Employee AdvocacyThree alternatives
DrumUp, Postbeam, VisiblyBold 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 09:44 | yes | 17 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:50 | yes | 2 | 7 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 15:55 | yes | 9 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 16:18 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:31 | yes | 14 | 20 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:13 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:18 | yes | 25 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:56 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:23 | yes | 10 | 33 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:19 | yes | 19 | 30 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:09 | yes | 14 | 35 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:51 | yes | 25 | 57 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:26 | yes | 2 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:08 | yes | 10 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:23 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:48 | yes | 2 | 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 11:06 | no | 0 | 11 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 16:37 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:41 | yes | 5 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:35 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:00 | yes | 24 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:16 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:36 | no | 0 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:12 | yes | 10 | 12 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:36 | yes | 19 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:47 | yes | 5 | 28 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:18 | yes | 2 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:48 | yes | 14 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:43 | yes | 9 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:00 | yes | 7 | 9 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 09:45 | yes | 11 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 16:24 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:05 | yes | 8 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:23 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:20 | yes | 22 | 40 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:32 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:32 | no | 0 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:10 | yes | 18 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:27 | yes | 19 | 35 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:49 | no | 0 | 30 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:22 | yes | 9 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:44 | yes | 13 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:12 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:28 | yes | 2 | 4 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 09:23 | yes | 8 | 15 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:13 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:53 | yes | 21 | 13 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:47 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:34 | yes | 22 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:12 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:28 | yes | 5 | 25 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:34 | yes | 9 | 32 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:10 | yes | 15 | 21 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:28 | yes | 9 | 38 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:48 | yes | 2 | 10 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:04 | yes | 14 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:01 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:55 | no | 0 | 5 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 13:55 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 16:50 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:47 | yes | 15 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:09 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:24 | yes | 23 | 32 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:52 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:40 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:19 | yes | 15 | 44 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:35 | yes | 15 | 59 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:30 | yes | 10 | 30 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:46 | yes | 2 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:03 | no | 0 | 3 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:58 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:51 | yes | 4 | 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 12:55 | yes | 10 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:03 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:12 | yes | 15 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:19 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:05 | yes | 24 | 20 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:55 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:22 | no | 0 | 27 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:44 | yes | 25 | 43 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:55 | yes | 22 | 118 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:49 | no | 0 | 14 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:49 | yes | 1 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:26 | yes | 23 | 32 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 (Bambu) read as Sprout Social Employee Advocacy
Sprout Social Advocacy read as Sprout Social Employee Advocacy
Unresolved, counted raw
Agorapulse Easy Advocacy
Easy Advocacy by Agora Pulse
Elfster
Hootsuite Amplify, now called Parliament
Lifeworks (by Sprinklr)
LinkedIn
LinkedIn "My Company" Tab
LumApps
Nuvi
Postiv.ai
Postwire
Sociabuzz
Sprout Amplify
Visibly
Yerbo
Discontinued, still offered
No shut-down product was recommended here.