Frontline employee apps
Asked as “frontline employee communication app”, and as “deskless workforce app”, on behalf of a mid-market B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
62%
Clear leader
62Connecteam11Beekeeper09Blink18others
62% of first choices, clear leader.
Since October 2026▲+13Since October 2026: 49% → 62%, +13 points. Inside the 13-point floor: within noise.Connecteam held the lead, +13 points on 49%, inside the 13-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Connecteam94%Consensus▲+15Since October 2026: 79% → 94%, +15 points. Past the 13-point floor: movement.Standing →Mid-marketConnecteam62%Clear leader▲+13Since October 2026: 49% → 62%, +13 points. Inside the 13-point floor: within noise.This pageEnterprise
Staffbase33%Contested▼−2Since October 2026: 35% → 33%, −2 points. Inside the 13-point floor: within noise.Standing →
Connecteam94%Consensus▲+15Since October 2026: 79% → 94%, +15 points. Past the 13-point floor: movement.Standing →Mid-marketConnecteam62%Clear leader▲+13Since October 2026: 49% → 62%, +13 points. Inside the 13-point floor: within noise.This pageEnterpriseStaffbase33%Contested▼−2Since October 2026: 35% → 33%, −2 points. Inside the 13-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
01Connecteam62%0%57endorsed leader▲+13Since October 2026: 49% → 62%, +13 points. Inside the 13-point floor: within noise.49% → 62%
Connecteam62%0%57endorsed leader▲+13Since October 2026: 49% → 62%, +13 points. Inside the 13-point floor: within noise.49% → 62%02
Beekeeper11%9%34accepted challenger▲+7Since October 2026: 4% → 11%, +7 points. Inside the 13-point floor: within noise.4% → 11%
Beekeeper11%9%34accepted challenger▲+7Since October 2026: 4% → 11%, +7 points. Inside the 13-point floor: within noise.4% → 11%03
Blink9%0%47accepted challenger▼−11Since October 2026: 20% → 9%, −11 points. Inside the 13-point floor: within noise.20% → 9%
Blink9%0%47accepted challenger▼−11Since October 2026: 20% → 9%, −11 points. Inside the 13-point floor: within noise.20% → 9%04
Pebb7%0%13accepted challenger▲+5Since October 2026: 2% → 7%, +5 points. Inside the 13-point floor: within noise.2% → 7%
Pebb7%0%13accepted challenger▲+5Since October 2026: 2% → 7%, +5 points. Inside the 13-point floor: within noise.2% → 7%05
Deputy2%7%14accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise.4% → 2%
Deputy2%7%14accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise.4% → 2%06
MangoApps2%7%15accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
MangoApps2%7%15accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%07
Workvivo2%20%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Workvivo2%20%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%Show the six products at 0%, ordered by negative rate
13
WhatsApp Lab in the set0%80%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
WhatsApp Lab in the set0%80%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%08Staffbase0%15%33accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 13-point floor: within noise.4% → 0%
Staffbase0%15%33accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 13-point floor: within noise.4% → 0%09
Microsoft 365 for Frontline Workers0%12%24accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Microsoft 365 for Frontline Workers0%12%24accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%10
WorkJam0%8%25accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
WorkJam0%8%25accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%12
YOOBIC0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
YOOBIC0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%11
Yourco0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Yourco0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%The floor is 13 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.
WhatsApp is made by Meta, whose model Llama 4 Maverick and Muse Glimmer 30B is in the set. On the four share prompts that model made it the first choice zero times of 8; the other twelve models zero times of 48. Lab treatment is defined on the method page; the row is marked, not excluded.
All twenty-one head-to-head pages: the top seven products, each against each
Connecteam vs DeputyConnecteam vs MangoAppsConnecteam vs WorkvivoBeekeeper vs BlinkBeekeeper vs PebbBeekeeper vs DeputyBeekeeper vs MangoAppsBeekeeper vs WorkvivoBlink vs PebbBlink vs DeputyBlink vs MangoAppsBlink vs WorkvivoPebb vs DeputyPebb vs MangoAppsPebb vs WorkvivoDeputy vs MangoAppsDeputy vs WorkvivoMangoApps vs Workvivo
One product takes 62% of first choices here, so the chart would put twelve markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. One product carries a negative rate above 25% in this category.
What they warned about
Six of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, Llama 4 Maverick, GLM 4.7 FlashX, 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.
WhatsApp80%
8 of 10 labels negative · 6 of 14 models · 3 hard negative
“The main apps to avoid or be cautious about for frontline work are consumer messaging apps like WhatsApp, iMessage, Facebook Messenger, SMS (Standard Texting), and Telegram.” Llama 4 Maverick, negative prompt
Telegram100%
5 of 5 labels negative · 5 of 14 models · 3 hard negative
“The main apps to avoid or be cautious about for frontline work are consumer messaging apps like WhatsApp, iMessage, Facebook Messenger, SMS (Standard Texting), and Telegram.” Llama 4 Maverick, negative prompt
Facebook Messenger80%
4 of 5 labels negative · 4 of 14 models · 3 hard negative
“The main apps to avoid or be cautious about for frontline work are consumer messaging apps like WhatsApp, iMessage, Facebook Messenger, SMS (Standard Texting), and Telegram.” Llama 4 Maverick, negative prompt
Frontline Education100%
4 of 4 labels negative · 4 of 14 models · 1 hard negative
“Frontline Education - data security incident exposed user information (August 2026)” GLM 4.7 FlashX, 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
74 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. 793 links across 191 sites, every framing counted. Ranked by the number of answers carrying the site or page. 24 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 · MangoApps36 answers · 52 citations · 11 models
28 answers · 36 citations · 11 models
vendor site · Guideflow24 answers · 30 citations · 12 models
vendor site · Pebb23 answers · 40 citations · 10 models
vendor site · Oak23 answers · 28 citations · 10 models
20 answers · 24 citations · 10 models
vendor site · Operandio19 answers · 19 citations · 10 models
vendor site · Yourco18 answers · 28 citations · 10 models
vendor site · G218 answers · 26 citations · 9 models
vendor site · Lead Change Group15 answers · 20 citations · 8 models
vendor site · Connecteam14 answers · 19 citations · 7 models
vendor site · Staffbase13 answers · 13 citations · 8 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
27 answers · 10 models
19 answers · 10 models
16 answers · 10 models
15 answers · 6 models
13 answers · 7 models
13 answers · 8 models
12 answers · 8 models
12 answers · 8 models
9 answers · 6 models
9 answers · 9 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 |
|---|---|---|---|---|---|---|---|---|
| Connecteam connecteam.com | 62% | 693 | 49,500 | 288 | 312,449 | $13,504 | 120 | 2 |
| LumApps lumapps.com Beekeeper 11%, LumApps 2% | 13% | 86 | 74,000 | 10,293 | 26,580 | $158 | 44 | |
| Blink joinblink.com | 9% | 173 | 201,000 | 96,479 | 17,400 | 4 | 8 | |
| Pebb pebb.io | 7% | 51 | 5,400 | 293 | 7,720 | 0 | ||
| Deputy deputy.com | 2% | 356 | 40,500 | 17,000 | 45,127 | $3,222 | 32 | |
| MangoApps mangoapps.com | 2% | 75 | 720 | 3 | 8,205 | $241 | 22 | |
| Skedulo skedulo.com | 2% | 15 | 880 | 15 | 2,160 | 0 | ||
| When I Work wheniwork.com | 2% | 267 | 110,000 | 5,608 | 218,244 | $20 | 34 | |
| Workvivo workvivo.com | 2% | 154 | 14,800 | 150 | 18,766 | $549 | 45 | 9 |
| Staffbase staffbase.com | 0% | 184 | 1,900 | 46 | 36,256 | 44 |
Google's top ten for the three searches hold 22 sites; 2 of them are among the sites the models cited here (connecteam.com, joinblink.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 a mid-market B2B company?”Paraphrase“Which deskless workforce app would you recommend to a mid-sized B2B company?”Comparative“What are the top frontline apps and how do they differ?”Budget-constrained“What is the best frontline employee communication app for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a frontline employee communication app. What should we look at?”Negative“Which frontline apps should I avoid or be cautious about?”
Claude Haiku 4.5ConnecteamConnecteamHeldno first choiceConnecteam, Pebbno first choicenothing named
Three alternatives
Blink, Speakap, WorkvivoTwo alternatives
ADP Workforce Now, DeputySeven alternatives
Beekeeper, ChangeEngine, Connecteam, Microsoft 365 for Frontline Workers, Staffbase, WorkJam, Workforce.comThree alternatives
Blink, Chanty, Microsoft 365 for Frontline WorkersGPT-5.4 miniWorkvivoConnecteamChangedMicrosoft 365 for Frontline Workers, WorkJamConnecteamagainst: Firstup, Simpplr, Staffbase, Workvivono first choicenothing named
Three alternatives
Blink, Staffbase, WorkJamFive alternatives
Microsoft 365 for Frontline Workers, Microsoft Viva Connections, Staffbase, WorkJam, WorkvivoTwo alternatives
Microsoft 365 for Frontline Workers, SlackGemini 3.5 FlashBeekeeper, ConnecteamConnecteamChangedConnecteamConnecteamagainst: Signal, Slack, WhatsAppBeekeeper, Connecteamagainst: Frontline Education, Jobulator, SubAlert, SubAssistant, Telegram, WeChat, WhatsApp
Four alternatives
Blink, Microsoft 365 for Frontline Workers, Yourco, ZelloThree alternatives
Beekeeper, Deputy, SkeduloSix alternatives
Beekeeper, Blink, Microsoft 365 for Frontline Workers, SafetyCulture, WorkJam, YourcoFour alternatives
Blink, Microsoft 365 for Frontline Workers, Pumble, SlingSix alternatives
Crew, Flip, Microsoft 365 for Frontline Workers, Staffbase, WorkForce Software, WorkvivoPerplexity SonarConnecteamConnecteamHeldConnecteamConnecteamagainst: Beekeeper, Staffbaseno first choiceagainst: Facebook Messenger, Microsoft 365 for Frontline Workers, Signal, Slack, Telegram, WhatsApp, personal Gmail
Four alternatives
Beekeeper, Blink, Microsoft 365 for Frontline Workers, StaffbaseFour alternatives
Beekeeper, Blink, MangoApps, SkeduloEleven alternatives
Beekeeper, Blink, Deputy, Quinyx, Skedulo, Staffbase, WorkJam, Workforce.com, YOOBIC, Yourco, goHappyThree alternatives
Blink, Microsoft 365 for Frontline Workers, RedeAppGrok 4.20Connecteamagainst: MangoApps, SimpplrConnecteamHeldagainst: Dayforce, Oracle HCM Cloud, Quinyx, SAP SuccessFactors Deskless Worker Experience, UKG Pro Workforce ManagementConnecteamConnecteamno first choiceagainst: Microsoft 365 for Frontline Workers, Slackagainst: Amazon, Google apps, Meta, Reddit, Security Master, Shein, Snapchat, Temu, TikTok, Twitter, Vault - Hide Pics & Videos, WhatsApp, X
Four alternatives
Beekeeper, Blink, Staffbase, WorkJamThree alternatives
Deputy, Skedulo, When I WorkFour alternatives
Blink, MangoApps, Staffbase, WorkJamThree alternatives
Blink, Pumble, YourcoMistral SmallBeekeeper, ConnecteamConnecteam, When I WorkChangedBeekeeperConnecteamno first choiceagainst: Frontline app
Two alternatives
Blink, StaffbaseThree alternatives
Deputy, Pebb, WorkJamSeven alternatives
Anvl, Axonify, Frontline Wildfire Tracker, SC Training, Staffbase, UKG Pro Workforce Management, YourcoTwo alternatives
Blink, PebbDeepSeek V4 FlashConnecteamagainst: StaffbaseConnecteamHeldno first choiceConnecteamagainst: Staffbase, WorkvivoBlinkagainst: Apploye, Buddy Punch, Deputy, Desklog, Frontline Education, Frontline time clock app, Hubstaff, Monitask, Time Doctor, Vericlock, When I Work
Two alternatives
Beekeeper, BlinkFour alternatives
Deputy, Sling, UKG Pro Workforce Management, WorkJamTwo alternatives
Blink, PebbFour alternatives
Beekeeper, Connecteam, Staffbase, WorkJamLlama 4 MaverickBeekeeperConnecteamChangedno first choiceConnecteamno first choiceagainst: Facebook Messenger, SMS, Telegram, WhatsApp, iMessage
Two alternatives
Connecteam, StaffbaseThree alternatives
Beekeeper, Blink, PebbQwen 3.7 FlashConnecteamagainst: SharePointConnecteamHeldConnecteamPebbBlink, MangoAppsagainst: Prospr, UKG Pro Workforce Management, WorkJam, Workforce.com
Three alternatives
Blink, MangoApps, Microsoft 365 for Frontline WorkersTwo alternatives
Deputy, SkeduloNine alternatives
Axonify, Beekeeper, Blink, Crew, Staffbase, Uniteam, WorkJam, YOOBIC, ZincTwo alternatives
Connecteam, PumbleFour alternatives
Deputy, Microsoft 365 for Frontline Workers, Microsoft Viva Connections, When I WorkKimi K2Connecteamagainst: Beekeeper, StaffbaseConnecteamHeldno first choiceConnecteam, Pebbagainst: Beekeeper, WorkJamno first choiceagainst: Teams with F3/F1 (Frontline) licensesagainst: Frontline Education, Frontline.io / Frontline Workplace
One alternative
BlinkOne alternative
BlinkFive alternatives
Beekeeper, Connecteam, Microsoft 365 for Frontline Workers, Staffbase, WorkJamOne alternative
BlinkFive alternatives
Beekeeper, Blink, Staffbase, Workvivo, YOOBICGLM 4.7 FlashXBeekeeperDeputyChangedPebbConnecteamagainst: Zellono first choiceagainst: Frontline Education
Three alternatives
Blink, Connecteam, StaffbaseOne alternative
ConnecteamSix alternatives
Blink, Connecteam, Deputy, Nowsta, Workforce.com, YourcoTwo alternatives
Blink, PumbleMiniMax M2.5BlinkConnecteamChangedConnecteamPebbno first choiceagainst: Facebook Messenger, Microsoft 365 for Frontline Workers, SMS, Telegram, WhatsApp, iMessage, personal Gmail accounts
Three alternatives
Beekeeper, Connecteam, StaffbaseThree alternatives
Beekeeper, Blink, HubEngageSeven alternatives
Beekeeper, Blink, Staffbase, WorkJam, Workvivo, YOOBIC, ZiplineFour alternatives
Beekeeper, Blink, Connecteam, Microsoft 365 for Frontline WorkersGPT-6 LunaBlinkConnecteamChangedConnecteam, UKG Pro Workforce ManagementConnecteamno first choicenothing named
Two alternatives
Connecteam, StaffbaseTwo alternatives
Blink, Microsoft 365 for Frontline WorkersSix alternatives
Beekeeper, Firstup, Microsoft 365 for Frontline Workers, Staffbase, WorkJam, YOOBICOne alternative
Blink CoreMuse Glimmer 30BBeekeeper, Blink, LumAppsConnecteam, SkeduloChangedBeekeeper, Connecteamagainst: Dayforce, UKG Pro Workforce Management, Workforce.comConnecteamno first choiceagainst: Slack, WhatsAppagainst: Facebook Messenger, SMS, Telegram, WhatsApp, iMessage
Three alternatives
Connecteam, MangoApps, StaffbaseThree alternatives
Blink, Deputy, Workmates by HR CloudTwelve alternatives
Blink, Deputy, LumApps, MangoApps, Microsoft 365 for Frontline Workers, Oak Engage, Pebb, Quinyx Employee Hub, Staffbase, When I Work, WorkJam, YOOBICTwo alternatives
Pebb, PumbleBold 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 10:50 | yes | 10 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:53 | yes | 3 | 4 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 09:49 | yes | 10 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:21 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:30 | yes | 10 | 31 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:06 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:16 | yes | 17 | 34 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:04 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:17 | yes | 5 | 37 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:41 | yes | 13 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:50 | yes | 13 | 16 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:39 | yes | 18 | 50 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:44 | yes | 4 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:15 | yes | 20 | 26 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:30 | yes | 17 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:10 | yes | 5 | 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 09:15 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 08:52 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:14 | yes | 5 | 27 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:03 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:48 | yes | 22 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:36 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:36 | yes | 5 | 25 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:41 | yes | 15 | 38 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:21 | yes | 19 | 21 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:40 | yes | 5 | 36 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:33 | yes | 3 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:14 | yes | 13 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:41 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:53 | yes | 3 | 5 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 09:27 | yes | 12 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:51 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:12 | yes | 5 | 38 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:44 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:55 | yes | 15 | 23 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:08 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:26 | yes | 5 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:03 | yes | 14 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:18 | yes | 15 | 39 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:48 | yes | 25 | 82 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:33 | yes | 7 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:58 | yes | 15 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:27 | yes | 16 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:23 | no | 0 | 3 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 11:33 | yes | 8 | 15 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:59 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:31 | yes | 15 | 33 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:53 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:13 | yes | 24 | 31 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:47 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:38 | yes | 5 | 26 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:04 | yes | 15 | 23 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:59 | yes | 23 | 92 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:12 | yes | 5 | 23 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:51 | yes | 2 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:01 | yes | 14 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:13 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:07 | 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 11:23 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:06 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:27 | yes | 5 | 31 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:51 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:56 | yes | 19 | 58 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:15 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:43 | yes | 9 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:14 | no | 0 | 66 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:38 | yes | 9 | 45 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:29 | no | 0 | 16 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:25 | yes | 2 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:19 | yes | 14 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:06 | yes | 9 | 6 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:34 | no | 0 | 2 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 09:43 | yes | 10 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:13 | yes | 10 | 3 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:11 | yes | 9 | 29 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:33 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:39 | yes | 25 | 26 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:01 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:20 | yes | 10 | 48 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:26 | yes | 25 | 34 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:43 | yes | 24 | 25 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:50 | yes | 10 | 32 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:44 | no | 0 | 2 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:56 | yes | 14 | 18 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
Ceridian Dayforce read as Dayforce
Microsoft Teams read as Microsoft 365 for Frontline Workers
Microsoft Teams (Frontline / F1 & F3 Licenses) read as Microsoft 365 for Frontline Workers
Microsoft Teams (Frontline Editions) read as Microsoft 365 for Frontline Workers
Microsoft Teams (Frontline) read as Microsoft 365 for Frontline Workers
Microsoft Teams (via Viva Suite) read as Microsoft 365 for Frontline Workers
Microsoft Teams Frontline read as Microsoft 365 for Frontline Workers
Microsoft Teams Frontline (F1 Plan) read as Microsoft 365 for Frontline Workers
Microsoft Teams for frontline workers read as Microsoft 365 for Frontline Workers
Oracle read as Oracle HCM Cloud
Teams read as Microsoft 365 for Frontline Workers
UKG read as UKG Pro Workforce Management
UKG (Mobile App) read as UKG Pro Workforce Management
UKG Pro read as UKG Pro Workforce Management
Unresolved, counted raw
Anvl
Cyberscout
DuckDuckGo
Firefox
Frontline Wildfire Tracker
Frontline time clock app
Frontline.io / Frontline Workplace
Google apps
HRORA
Jobulator
Lingio
Oak
Prospr (specifically Prospr Work)
ProtonMail
SAP SuccessFactors Deskless Worker Experience
Security Master
Shein
Slack free plan
SubAssistant
Teams with F3/F1 (Frontline) licenses
Temu
Textline
Udext
Uniteam
Vault - Hide Pics & Videos
Workmates by HR Cloud
personal Gmail
Discontinued, still offered
No shut-down product was recommended here.