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. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
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.
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 September 2026
Show the five products at 0%, ordered by negative rate
11
Hootsuite Amplify0%31%29criticized challengernewNew since September 2026: not ranked then, 0% now.
Hootsuite Amplify0%31%29criticized challengernewNew since September 2026: not ranked then, 0% now.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-one head-to-head pages: the top seven products, each against each
DSMN8 vs GaggleAMPDSMN8 vs SociuuDSMN8 vs PostBeyondOktopost vs EveryoneSocialOktopost vs TaplioOktopost vs GaggleAMPOktopost vs SociuuOktopost vs PostBeyondEveryoneSocial vs TaplioEveryoneSocial vs GaggleAMPEveryoneSocial vs SociuuEveryoneSocial vs PostBeyondTaplio vs GaggleAMPTaplio vs SociuuTaplio vs PostBeyondGaggleAMP vs SociuuGaggleAMP vs PostBeyondSociuu vs PostBeyond
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 →
01
02
03
04
05
06
07
08
09
1011
12Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01DSMN821%
DSMN821%02Oktopost21%
Oktopost21%03EveryoneSocial17%
EveryoneSocial17%04Taplio8%
Taplio8%05GaggleAMP4%
GaggleAMP4%06Sociuu4%
Sociuu4%07PostBeyond4%
PostBeyond4%08Sociabble0%
Sociabble0%09Supergrow0%
Supergrow0%10Clearview Social0%
Clearview Social0%11Hootsuite Amplify0%
Hootsuite Amplify0%12Haiilo0%
Haiilo0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, MiniMax M2.5, 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.
EveryoneSocial25%
13 of 53 labels negative · 8 of 14 models · 3 hard negative
“criticized for turning employees into unpaid marketing channels on their personal accounts include PostBeyond, Sprout Social, EveryoneSocial, DSMN8, Bambu, and Hootsuite Amplify” Llama 4 Maverick, negative prompt
Hootsuite Amplify31%
9 of 29 labels negative · 7 of 14 models · 4 hard negative
“criticized for turning employees into unpaid marketing channels on their personal accounts include PostBeyond, Sprout Social, EveryoneSocial, DSMN8, Bambu, and Hootsuite Amplify” Llama 4 Maverick, negative prompt
Sociabble16%
5 of 31 labels negative · 5 of 14 models · 1 hard negative
“Options to Avoid on a Tight Budget: ... **Sociabble/PostBeyond/EveryoneSocial:** Quote-based, generally enterprise pricing” DeepSeek V4 Flash, budget prompt
Haiilo35%
6 of 17 labels negative · 5 of 14 models
“Check total cost and configuration flexibility if you only need a lightweight advocacy tool. G2 reviewers mention extra costs for some features and limited customization” GPT-6 Luna, 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
79 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. 1074 links across 166 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Guideflow49 answers · 56 citations · 12 models
vendor site · Hootsuite46 answers · 54 citations · 12 models
vendor site · DSMN840 answers · 56 citations · 13 models
37 answers · 79 citations · 13 models
vendor site · Taplio34 answers · 40 citations · 12 models
vendor site · Supergrow32 answers · 36 citations · 12 models
32 answers · 34 citations · 12 models
vendor site · MagicPost30 answers · 35 citations · 11 models
vendor site · Hey Sid26 answers · 26 citations · 11 models
vendor site · Sprout Social24 answers · 26 citations · 11 models
24 answers · 24 citations · 11 models
vendor site · Referral Rock23 answers · 23 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.
45 answers · 12 models
43 answers · 11 models
37 answers · 11 models
34 answers · 12 models
29 answers · 12 models
29 answers · 12 models
26 answers · 11 models
24 answers · 11 models
24 answers · 11 models
23 answers · 8 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 |
|---|---|---|---|---|---|---|---|
| DSMN8 dsmn8.com | 21% | 120 | 390 | 3 | 1,591 | 23 | 9 |
| Oktopost oktopost.com | 21% | 158 | 1,000 | 11 | 7,471 | 6 | 8 |
| EveryoneSocial everyonesocial.com | 17% | 168 | 880 | 8 | 18,478 | ||
| Taplio taplio.com | 8% | 48 | 2,400 | 36 | 12,312 | 2 | |
| GaggleAMP gaggleamp.com | 4% | 102 | 480 | 0 | 2,583 | 3 | |
| Sociuu sociuu.com | 4% | 41 | 40 | 0 | 119 | ||
| Vista Social vistasocial.com | 4% | 38 | 4,400 | 1,410 | 38,709 | 12 | |
| PostBeyond postbeyond.com | 4% | 39 | 50 | 1 | 804 | ||
| Vulse vulse.co | 2% | 37 | 260 | 0 | 273 | 0 | |
| Social Champ socialchamp.com | 2% | 13 |
Google's top ten for the two searches hold 17 sites; 4 of them are among the sites the models cited here (dsmn8.com, learn.g2.com, magicpost.in, supergrow.ai). 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 4.5PostBeyondOktopostChangedGaggleAMPEveryoneSocialno first choiceagainst: EveryoneSocial, Hootsuite Amplify, PostBeyond, Sociabble
Three alternatives
DSMN8, GaggleAMP, OktopostThree alternatives
GaggleAMP, Sociabble, SupergrowFive alternatives
DSMN8, EveryoneSocial, Hootsuite Amplify, Oktopost, SociabbleThree alternatives
Hootsuite Amplify, LinkedIn's native "My Company" tab, SociuuGPT-5.4 miniOktopostagainst: EveryoneSocial, SprinklrOktopostHeldDSMN8EveryoneSocial, Vista Socialno first choiceagainst: Oktopost, Sprout Social Employee Advocacy
Three alternatives
Hootsuite, Supergrow, TaplioFour alternatives
DSMN8, GaggleAMP, Hootsuite Amplify, Sprout Social Employee AdvocacySix alternatives
GaggleAMP, Hootsuite Amplify, Oktopost, Sharebee, Sociabble, Sprout Social Employee AdvocacyTwo alternatives
Swaybase, VulseGemini 3.5 FlashOktopostOktopostHeldagainst: EveryoneSocialEveryoneSocialVulseagainst: HaiiloDSMN8, EveryoneSocialagainst: Bambu, Firstup, Haiilo, Hootsuite Amplify/Parliament, PostBeyond
Six alternatives
Ambo, EveryoneSocial, GaggleAMP, Hootsuite Amplify, Sprout Social, SupergrowFour alternatives
DSMN8, GaggleAMP, SocialKit, SupergrowTen alternatives
Ambo, DSMN8, GaggleAMP, Haiilo, Hootsuite Parliament, MagicPost, Oktopost, Sociabble, Sprout Social Employee Advocacy, SupergrowThree alternatives
EveryoneSocial, Social Champ, SupergrowFour alternatives
GaggleAMP, Hootsuite Amplify, Sprout Social, VulsePerplexity SonarOktopostSprout SocialChangedno first choiceSocial Champno first choiceagainst: Hootsuite Amplify, Sprout Social advocacy add-on, ViralBrain
Three alternatives
DSMN8, EveryoneSocial, VulseTwo alternatives
Buffer, OktopostTwo alternatives
EveryoneSocial, SociuuGrok 4.1 FastDSMN8EveryoneSocialChangedno first choiceLinkedIn's native "My Company" tabagainst: Agorapulse's Easy AdvocacyEveryoneSocialagainst: GaggleAMP, Hootsuite Amplify, Parliament, Sprinklr, Sprout Social Employee Advocacy, Taplio
Two alternatives
Sharebee, Vista SocialTwo alternatives
DSMN8, OktopostTwo alternatives
Postbeam, SociuuTwo alternatives
Hootsuite Amplify/Parliament, SociabbleMistral SmallDSMN8against: EveryoneSocialOktopostChangedDSMN8Sociuuno first choicenothing named
Two alternatives
Clearview Social, SociabbleTwo alternatives
DSMN8, EveryoneSocialSeven alternatives
EveryoneSocial, GaggleAMP, Haiilo, Hootsuite Amplify, Oktopost, Sociabble, VulseTwo alternatives
Clearview Social, SocialToasterDeepSeek V4 FlashDSMN8OktopostChangedagainst: EveryoneSocialno first choiceTaplioagainst: DSMN8, EveryoneSocial, Hootsuite Amplify, PostBeyond, Sociabble, Sprout Socialno first choiceagainst: DSMN8, EveryoneSocial, Hootsuite Amplify, Influitive, PostBeyond
Four alternatives
EveryoneSocial, GaggleAMP, Oktopost, SociabbleTwo alternatives
DSMN8, GaggleAMPTwo alternatives
Social Champ, SociuuLlama 4 Maverickno first choicePostBeyondChangedno first choiceTapliono first choiceagainst: Bambu, DSMN8, EveryoneSocial, Hootsuite Amplify, PostBeyond, Sprout Social
One alternative
guideflow.comQwen 3.7 FlashEveryoneSocial, PostUpagainst: Hootsuite AmplifyHeySid, TaplioChangedDSMN8Sociuuno first choiceagainst: Hootsuite, Pinnacle, Vouchagainst: Oktopost
One alternative
Sway CloudFour alternatives
Clearview Social, EveryoneSocial, GaggleAMP, OktopostThree alternatives
AuthoredUp, Ordinal, Social ChampFour alternatives
Amplifier, EveryoneSocial, Postive, SociousKimi K2DSMN8OktopostChangedagainst: EveryoneSocialEveryoneSocialEveryoneSocial, Vista Socialagainst: Hootsuite Amplify, Sprout Socialno first choiceagainst: DSMN8, EveryoneSocial, GaggleAMP, Haiilo, Hootsuite Amplify, Sociabble
Four alternatives
EveryoneSocial, Hootsuite Amplify, Oktopost, SociabbleThree alternatives
GaggleAMP, Hootsuite Amplify, LinkedIn ElevateSix alternatives
Clearview Social, DSMN8, Haiilo, Hootsuite Amplify, Sociabble, Sprout SocialTwo alternatives
Sociuu, TaplioGLM 4.7 FlashXDSMN8DSMN8Heldagainst: OktopostDSMN8, EveryoneSocialagainst: Firstup, Haiilono first choiceno first choiceagainst: Hootsuite
Two alternatives
Clearview Social, EveryoneSocialThree alternatives
EveryoneSocial, GaggleAMP, SociabbleFour alternatives
Ambassify, Brand Networks, Hootsuite Amplify, SociabbleMiniMax M2.5DSMN8TaplioChangedagainst: Bambu, Haiilo, Sociabbleno first choiceagainst: LinkedIn ElevateEveryoneSocialno first choicenothing named
One alternative
EveryoneSocialOne alternative
Hootsuite AmplifyFour alternatives
Easy Advocacy, LinkedIn My Company, Sociuu, TaplioGPT-6 LunaGaggleAMPOktopostChangedDSMN8, EveryoneSocialSoworkerno first choiceagainst: Haiilo, Sprout Social Employee Advocacy
Two alternatives
EveryoneSocial, OktopostTwo alternatives
EveryoneSocial, Sprout Social Employee AdvocacyFive alternatives
Haiilo, Hootsuite Parliament, Oktopost, Sociabble, Sprout Social Employee AdvocacyTwo alternatives
Ambassify, GaggleAMPMuse Glimmer 30BDSMN8, GaggleAMPagainst: EveryoneSocialDSMN8Changedagainst: EveryoneSocialEveryoneSocialBambuno first choiceagainst: EveryoneSocial, Native LinkedIn advocacy tools, Sociabble, Vista Social
Three alternatives
GaggleAMP, Sharebee, SupergrowThirteen alternatives
Bambu, DSMN8, Dynamic Signal, GaggleAMP, Haiilo, Hootsuite Amplify/Parliament, Octopost, Oktopost, Sharebee, Smarp, Sociabble, Supergrow, VulseFive alternatives
Clearview Social, EveryoneSocial, LinkedIn's native "My Company" tab, Smarp, SocialToasterBold 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 | 2026-10-04 22:34 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:34 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:31 | yes | 17 | 30 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:23 | yes | 18 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:04 | yes | 22 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:59 | yes | 21 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:02 | yes | 19 | 34 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:09 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:33 | no | 0 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:55 | yes | 11 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:52 | yes | 18 | 24 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:45 | yes | 14 | 20 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:57 | yes | 3 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:26 | yes | 22 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:53 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:51 | yes | 4 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:03 | yes | 11 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:36 | yes | 20 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:14 | yes | 22 | 14 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:44 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:58 | yes | 18 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:59 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:28 | yes | 5 | 15 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:01 | yes | 13 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:59 | yes | 12 | 48 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:18 | yes | 18 | 27 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:47 | yes | 4 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:13 | yes | 15 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:36 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:09 | yes | 7 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:48 | yes | 9 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:14 | yes | 20 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:11 | yes | 19 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:47 | yes | 10 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:32 | yes | 24 | 13 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:28 | yes | 5 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:10 | yes | 9 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:58 | yes | 17 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:59 | yes | 24 | 38 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:54 | yes | 14 | 17 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:01 | yes | 7 | 29 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:59 | yes | 15 | 22 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:44 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:35 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:27 | yes | 19 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:57 | yes | 17 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:04 | yes | 21 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:08 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:56 | yes | 22 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:55 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:44 | yes | 14 | 41 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:38 | yes | 22 | 24 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:52 | yes | 21 | 60 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:34 | yes | 16 | 28 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:25 | yes | 2 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:47 | yes | 15 | 14 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:23 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:54 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:14 | yes | 10 | 30 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 23:33 | yes | 17 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:19 | yes | 16 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:30 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:46 | yes | 25 | 35 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:43 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:18 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:37 | yes | 22 | 27 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:20 | yes | 15 | 62 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:39 | yes | 5 | 14 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:25 | yes | 2 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:48 | yes | 10 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:44 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:42 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:29 | yes | 19 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 22:58 | yes | 19 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:19 | yes | 22 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:59 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:41 | yes | 23 | 52 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:27 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:41 | yes | 15 | 42 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:42 | yes | 25 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:46 | yes | 23 | 64 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:38 | yes | 22 | 29 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:42 | yes | 3 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:36 | yes | 22 | 29 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
Sprout Social Advocacy read as Sprout Social Employee Advocacy
Unresolved, counted raw
Agorapulse's Easy Advocacy
Amplifier
Brand Networks
Easy Advocacy (Agora Pulse)
LinkedIn My Company
LinkedIn SSI / LinkedIn Elevate
Native LinkedIn advocacy tools
Pinnacle
PostUp
Postive
SocialChamp / EveryoneSocial
Socious
Soworker
Sprout Social Amplify
Sprout's Employee Advocacy
Sway Cloud
Vouch
guideflow.com
Discontinued, still offered
No shut-down product was recommended here.