Index › HR › Onboarding and employee experience › Frontline employee apps › Enterprise · September 2026 Edition
Frontline employee apps for enterprise buyers
Asked as “frontline employee communication app”, and as “deskless workforce app”, on behalf of an enterprise B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
32%
Contested · Blink 21%
32Staffbase21Blink06Microsoft 365 for Frontline Workers40others
32% of first choices, contested.
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 twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
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.
WhatsApp is made by Meta, whose model Llama 4 Maverick is in the set. On the four share prompts that model made it the first choice zero times of 4; the other eleven models zero times of 44. Lab treatment is defined on the method page; the row is marked, not excluded.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-one head-to-head pages: the top seven products, each against each
Connecteam vs MangoAppsConnecteam vs SlingConnecteam vs SlackBlink vs BeekeeperBlink vs StaffbaseBlink vs MangoAppsBlink vs SlingBlink vs SlackBeekeeper vs StaffbaseBeekeeper vs MangoAppsBeekeeper vs SlingBeekeeper vs SlackStaffbase vs MangoAppsStaffbase vs SlingStaffbase vs SlackMangoApps vs SlingMangoApps vs SlackSling vs Slack
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
10
11
12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Staffbase32%
Staffbase32%02Blink21%
Blink21%03Microsoft 365 for Frontline Workers6%
Microsoft 365 for Frontline Workers6%04MangoApps4%
MangoApps4%05WorkJam4%
WorkJam4%06Connecteam4%
Connecteam4%07Beekeeper4%
Beekeeper4%08Flip2%
Flip2%09Workvivo2%
Workvivo2%10Firstup0%
Firstup0%11YOOBIC0%
YOOBIC0%12Slack0%
Slack0%13WhatsApp0%
WhatsApp0%What they warned about
Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, 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.
WhatsApp100%
10 of 10 labels negative · 10 of 12 models · 10 hard negative
“large enterprises should be cautious about using consumer-grade messaging apps like WhatsApp, Signal, and Telegram, as they are not suited for the workplace and can pose security risks” Llama 4 Maverick, negative prompt
Signal
100%
9 of 9 labels negative · 9 of 12 models · 9 hard negative
“consumer-grade messaging apps like WhatsApp, Signal, and Telegram, as they are not suited for the workplace and can pose security risks” Llama 4 Maverick, negative prompt
Telegram100%
8 of 8 labels negative · 8 of 12 models · 8 hard negative
“consumer-grade messaging apps like WhatsApp, Signal, and Telegram, as they are not suited for the workplace and can pose security risks” Llama 4 Maverick, negative prompt
Facebook Messenger100%
6 of 6 labels negative · 6 of 12 models · 6 hard negative
“Historical data flagged apps like WhatsApp Messenger and Facebook Messenger as having high data leakage risks.” Claude Haiku 4.5, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
71 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 1083 links across 292 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · MangoApps50 answers · 94 citations · 12 models
40 answers · 72 citations · 11 models
vendor site · Staffbase32 answers · 46 citations · 12 models
vendor site · Guideflow31 answers · 40 citations · 11 models
vendor site · RedeApp30 answers · 31 citations · 10 models
vendor site · ChangeEngine25 answers · 27 citations · 10 models
20 answers · 22 citations · 9 models
19 answers · 26 citations · 10 models
vendor site · G217 answers · 28 citations · 8 models
16 answers · 17 citations · 9 models
vendor site · Sociabble16 answers · 16 citations · 7 models
15 answers · 15 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.
39 answers · 11 models
29 answers · 10 models
25 answers · 10 models
24 answers · 11 models
24 answers · 11 models
23 answers · 10 models
19 answers · 9 models
17 answers · 10 models
15 answers · 7 models
13 answers · 11 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 frontline employee communication app”, “frontline apps”, “frontline employee communication app”. 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 |
|---|---|---|---|---|---|---|---|---|
| Staffbase staffbase.com | 32% | 184 | 1,900 | 46 | 36,256 | 44 | ||
| Blink joinblink.com | 21% | 173 | 201,000 | 96,479 | 17,400 | 4 | 8 | |
| UKG Workforce Central ukg.com UKG Pro Workforce Management 6%, UKG Workforce Central 2% | 9% | 267 | 720 | 4 | 310,168 | $11,996 | 120 | |
| Microsoft 365 for frontline microsoft.com Microsoft 365 for Frontline Workers 6% | 6% | 85 | 90 | 7 | 145,358,109 | $12,455 | 103 | |
| MangoApps mangoapps.com | 4% | 75 | 720 | 3 | 8,205 | $241 | 22 | |
| WorkJam workjam.com | 4% | 68 | 18,100 | 357 | 12,126 | 3 | ||
| Connecteam connecteam.com | 4% | 693 | 49,500 | 288 | 312,449 | $13,504 | 120 | 2 |
| Beekeeper lumapps.com | 4% | 86 | 74,000 | 10,293 | 26,580 | $158 | 44 | |
| Flip getflip.com | 2% | 21 | 246,000 | 174,035 | 4,011 | $274 | 4 | 3 |
| Workvivo workvivo.com | 2% | 154 | 14,800 | 150 | 18,766 | $549 | 45 | 9 |
Google's top ten for the three searches hold 22 sites; 4 of them are among the sites the models cited here (changeengine.com, getflip.com, joinblink.com, peoplemanagingpeople.com). The first result for “best frontline employee communication app” is peoplemanagingpeople.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 frontline employee communication app for an enterprise B2B company?”Paraphrase“Which deskless workforce app would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade frontline apps and how do they differ?”Budget-constrained“What is the best frontline employee communication app for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a frontline employee communication app. What should we look at?”Negative“Which frontline apps should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Blink, StaffbaseStaffbaseChangedMangoAppsBlinkno first choiceagainst: Microsoft 365 for Frontline Workersagainst: Facebook Messenger, WhatsApp
One alternative
ConnecteamThree alternatives
Blink, Oracle Fusion Deskless Workforce, SAP Deskless Worker ExperienceTwo alternatives
Blink, StaffbaseOne alternative
MangoAppsGPT-5.4 miniStaffbaseMicrosoft 365 for Frontline WorkersChangedMicrosoft 365 for Frontline Workersagainst: ConnecteamStaffbaseno first choicenothing named
One alternative
Microsoft's frontline stackTwo alternatives
Connecteam, Workday FrontlineFive alternatives
Beekeeper, Firstup, Staffbase, UKG Pro Workforce Management, Workday Workforce ManagementTwo alternatives
Firstup, WorkvivoGemini 3.5 FlashBeekeeperMangoApps, WorkJam, WorkvivoChangedagainst: Microsoft 365 for Frontline Workers, SlackBeekeeper, LumAppsagainst: Microsoft 365 for Frontline Workers, SlackFlip, Staffbaseagainst: Slackno first choiceagainst: Signal, Telegram, WeChat, WhatsApp, iMessage
Four alternatives
Blink, MangoApps, Microsoft 365 for Frontline Workers, StaffbaseFive alternatives
Blink, Connecteam, MangoApps, Staffbase, WorkJamFour alternatives
Connecteam, Google Workspace, Microsoft 365 for Frontline Workers, WorkJamPerplexity SonarStaffbaseStaffbaseHeldno first choiceConnecteam, Staffbaseno first choiceagainst: Microsoft 365 for Frontline Workers, Signal, Slack, Telegram, WhatsApp
Three alternatives
Blink, Connecteam, WorkJamThree alternatives
ADP WorkForce Software, Blink, WorkdayOne alternative
BlinkGrok 4.20StaffbaseUKG Pro Workforce ManagementChangedagainst: Blink, Connecteam, Deputy, Oracle HCM Cloud, SkeduloUKG Pro Workforce Management, Workdayagainst: Beekeeper, Connecteam, Workforce.comMicrosoft 365 for Frontline Workersagainst: Beekeeper, Connecteam, LumApps, Slack, Staffbase, Workplace, WorkvivoBlinkagainst: Facebook Messenger, Microsoft 365 for Frontline Workers, Signal, Slack, Telegram, TikTok, WeChat, WhatsApp, iMessage
Two alternatives
Blink, WorkvivoThree alternatives
ADP WorkForce Suite, Quinyx, WorkJamFive alternatives
Dayforce, Oracle HCM Cloud, SAP SuccessFactors, ServiceNow, WorkJamOne alternative
BlinkFour alternatives
Beekeeper, Connecteam, Staffbase, WorkJamMistral SmallBlink, SociabbleADP WorkForce Software, SkeduloChangedStaffbaseagainst: WorkdayBlinkno first choiceagainst: Beekeeper, Blink, Box, Connecteam, Dropbox, Facebook Messenger, Flip, Google Drive, LivePerson AI, OneDrive, Perplexity AI, Poe, Signal, Staffbase, Telegram, WhatsApp, YOOBIC
Two alternatives
Firstup, StaffbaseTwo alternatives
Blink, MangoAppsSix alternatives
Beekeeper, Blink, Connecteam, Firstup, MangoApps, WorkJamDeepSeek V4 FlashStaffbaseagainst: BeekeeperUKG Pro Workforce ManagementChangedno first choiceagainst: Connecteam, Haiilo, Poppulo, Simpplr, UnilyBlinkagainst: WorkJamno first choiceagainst: Signal, WeChat, WhatsApp
Three alternatives
Blink, MangoApps, Microsoft 365 for Frontline WorkersSix alternatives
Blink, Dayforce, SAP SuccessFactors, Staffbase, WorkForce Software, Workday HCMOne alternative
Microsoft 365 for Frontline WorkersLlama 4 MaverickConnecteamBlink, Simpplr, StaffbaseChangedno first choiceno first choiceno first choiceagainst: Signal, Telegram, WhatsApp
Two alternatives
Blink, MangoAppsQwen 3.7 FlashMangoAppsMicrosoft 365 for Frontline Workers, UKG Pro Workforce ManagementChangedno first choiceBlinkno first choiceagainst: Beekeeper, Connecteam, Deputy, Discord, Flip, SharePoint, Slack, Viva Connections, When I Work
Three alternatives
Blink, Staffbase, WorkJamTwo alternatives
Blink, SkeduloSix alternatives
Connecteam, Dayforce, Deputy, Microsoft 365 for Frontline Workers, Skedulo, UKG Pro Workforce ManagementTwo alternatives
Connecteam, StaffbaseKimi K2StaffbaseStaffbaseHeldno first choiceWorkJamagainst: Blink, Speakap, Staffbase, Workvivono first choiceagainst: Dropbox, Facebook Messenger, Google Drive, OneDrive, Signal, Telegram, WeChat, WhatsApp, iCloud
Two alternatives
Blink, ConnecteamTwo alternatives
Beekeeper, BlinkOne alternative
ConnecteamGLM 4.7 FlashXBeekeeperUKG Workforce CentralChangedMangoApps, WorkJamMicrosoft Vivaagainst: Beekeeper, Firstup, Staffbase, Workvivono first choiceagainst: Bumble, Discord, Facebook, Facebook Messenger, Google Chat, Hinge, Instagram, Pinterest, Reddit, Signal, Slack, Snapchat, Telegram, TikTok, Tinder, Twitter, WeChat, WhatsApp, iMessage
Seven alternatives
Connecteam, Crew Check, Staffbase, WorkJam, Workvivo, YOOBIC, YourcoTen alternatives
Blink, Connecteam, Dayforce, IFS Cloud Field Service Management, Microsoft Dynamics 365 Field Service, NICE IEX WFM, Quinyx, Speakap, Staffbase, WorkForce SoftwareSix alternatives
Beekeeper, BuildOps, Connecteam, Microsoft 365 for Frontline Workers, Staffbase, WorkdayTwo alternatives
Blink, ConnecteamMiniMax M2.5StaffbaseBlink, StaffbaseChangedConnecteam, MangoApps, WorkJam, YOOBICBlinkno first choiceagainst: Discord, Facebook Messenger, Microsoft 365 for Frontline Workers, Signal, Slack, Telegram, WhatsApp
Three alternatives
Blink, Firstup, MangoAppsThree alternatives
Connecteam, UKG Pro Workforce Management, WorkForce SoftwareSix alternatives
Beekeeper, Firstup, Flip, Microsoft 365 for Frontline Workers, Speakap, StaffbaseTwo alternatives
Microsoft 365 for Frontline Workers, RedeAppBold 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.
Seventy-two 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 | 2026-09-17 19:23 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:27 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:00 | yes | 18 | 61 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 20:21 | yes | 20 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 21:25 | yes | 37 | 18 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:00 | yes | 12 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:09 | yes | 22 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:59 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:43 | yes | 7 | 32 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:29 | yes | 9 | 16 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:08 | yes | 24 | 53 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:57 | yes | 15 | 48 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:35 | yes | 17 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:15 | yes | 4 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:08 | yes | 21 | 56 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 21:11 | yes | 20 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:21 | yes | 37 | 22 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:13 | yes | 9 | 8 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:04 | yes | 17 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:49 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:58 | yes | 13 | 39 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:08 | yes | 14 | 39 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:26 | yes | 23 | 101 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:28 | yes | 7 | 46 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:10 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:33 | yes | 3 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:50 | yes | 21 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 21:26 | yes | 20 | 9 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 21:01 | yes | 25 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:30 | yes | 8 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:18 | yes | 19 | 26 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:07 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:28 | yes | 5 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:10 | yes | 9 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:46 | yes | 12 | 48 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:10 | yes | 5 | 57 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:55 | yes | 18 | 13 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:12 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:57 | yes | 23 | 54 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 20:37 | yes | 20 | 6 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:10 | yes | 46 | 22 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:54 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 18:10 | yes | 30 | 53 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:51 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:56 | yes | 5 | 45 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:56 | yes | 24 | 33 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:58 | yes | 27 | 69 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:21 | yes | 20 | 67 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:12 | yes | 15 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:28 | yes | 4 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:18 | yes | 8 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 19:04 | yes | 20 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:33 | yes | 19 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:06 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:16 | yes | 25 | 25 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:37 | yes | 5 | 5 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:48 | yes | 5 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:45 | yes | 14 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:42 | yes | 15 | 50 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:53 | yes | 12 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:51 | yes | 9 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:25 | yes | 6 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:00 | yes | 10 | 55 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 18:19 | yes | 20 | 8 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 21:25 | yes | 35 | 20 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:20 | yes | 14 | 12 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:39 | yes | 28 | 27 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:03 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:18 | yes | 15 | 64 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:03 | yes | 29 | 38 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:18 | yes | 27 | 88 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:53 | yes | 8 | 26 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
Ceridian Dayforce read as Dayforce
MS Teams read as Microsoft 365 for Frontline Workers
Microsoft read as Microsoft 365 for Frontline Workers
Microsoft 365 for frontline read as Microsoft 365 for Frontline Workers
Microsoft Teams read as Microsoft 365 for Frontline Workers
Microsoft Teams (Frontline Edition) read as Microsoft 365 for Frontline Workers
Microsoft Teams (Frontline Worker SKU) read as Microsoft 365 for Frontline Workers
Microsoft Teams (Frontline Workers) read as Microsoft 365 for Frontline Workers
Microsoft Teams (Frontline) read as Microsoft 365 for Frontline Workers
Microsoft Teams Frontline Worker read as Microsoft 365 for Frontline Workers
Microsoft Teams for Frontline Workers read as Microsoft 365 for Frontline Workers
Teams Frontline read as Microsoft 365 for Frontline Workers
UKG read as UKG Pro Workforce Management
UKG (Ultimate Kronos Group) read as UKG Pro Workforce Management
UKG Pro read as UKG Pro Workforce Management
UKG Pro (formerly Kronos/UltiPro) read as UKG Pro Workforce Management
Unresolved, counted raw
Agentforce Field Service (formerly Salesforce Field Service)
BuildOps
FIELDBOSS
Hinge
IFS Cloud Field Service Management
LivePerson AI
Microsoft Dynamics 365 Field Service
Microsoft's frontline stack
Perplexity AI
Poe
SAP Deskless Worker Experience
Workday Frontline
iCloud
Discontinued, still offered
No shut-down product was recommended here.