Index › HR › Onboarding and employee experience › Frontline employee apps › Small business · November 2026 Edition
Frontline employee apps for small business buyers
Asked as “frontline employee communication app”, and as “deskless workforce app”, on behalf of a small B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
94%
Consensus
94Connecteam02Jobber02Pebb02others
94% of first choices, consensus.
Since October 2026▲+15Since October 2026: 79% → 94%, +15 points. Past the 13-point floor: movement.Connecteam held the lead, +15 points on 79%, 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
Connecteam94%Consensus▲+15Since October 2026: 79% → 94%, +15 points. Past the 13-point floor: movement.This pageMid-marketConnecteam62%Clear leader▲+13Since October 2026: 49% → 62%, +13 points. Inside the 13-point floor: within noise.Standing →Enterprise
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.This pageMid-marketConnecteam62%Clear leader▲+13Since October 2026: 49% → 62%, +13 points. Inside the 13-point floor: within noise.Standing →EnterpriseStaffbase33%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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Connecteam94%3%68endorsed leader▲+15Since October 2026: 79% → 94%, +15 points. Past the 13-point floor: movement.79% → 94%
Connecteam94%3%68endorsed leader▲+15Since October 2026: 79% → 94%, +15 points. Past the 13-point floor: movement.79% → 94%02
Pebb2%0%10accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise.4% → 2%
Pebb2%0%10accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise.4% → 2%Show the nine products at 0%, ordered by negative rate
11
Slack0%68%19criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Slack0%68%19criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%10Staffbase0%59%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Staffbase0%59%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%09
Microsoft 365 for Frontline Workers0%39%33criticized challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 13-point floor: within noise.6% → 0%
Microsoft 365 for Frontline Workers0%39%33criticized challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 13-point floor: within noise.6% → 0%07
Beekeeper0%25%24criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Beekeeper0%25%24criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%08
Deputy0%23%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Deputy0%23%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%04
Blink0%15%33accepted challenger▼−8Since October 2026: 8% → 0%, −8 points. Inside the 13-point floor: within noise.8% → 0%
Blink0%15%33accepted challenger▼−8Since October 2026: 8% → 0%, −8 points. Inside the 13-point floor: within noise.8% → 0%05
When I Work0%8%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
When I Work0%8%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%03
Homebase0%3%31accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 13-point floor: within noise.4% → 0%
Homebase0%3%31accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 13-point floor: within noise.4% → 0%06
Yourco0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Yourco0%0%11accepted 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.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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 94% of first choices here, so the chart would put ten 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. Four products carry a negative rate above 25% in this category.
What they warned about
Twelve of fourteen models held their first choice under the paraphrase. Mistral Small and GLM 4.7 FlashX 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.
Staffbase59%
10 of 17 labels negative · 9 of 14 models · 1 hard negative
“Staffbase is enterprise-priced and best understood as an internal communicator's platform first. This likely makes it too costly for most small businesses.” Claude Haiku 4.5, negative prompt
Slack68%
13 of 19 labels negative · 8 of 14 models · 2 hard negative
“Why not Slack or MS Teams? Aside from the corporate email requirement, these apps are optimized for desktop 'threads' ...” Muse Glimmer 30B, negative prompt
Microsoft 365 for Frontline Workers39%
13 of 33 labels negative · 7 of 14 models · 2 hard negative
“Microsoft 365 for Frontline Workers 58% 14 of 24 labels negative ... 8 hard negative” Muse Glimmer 30B, negative prompt
WorkJam50%
4 of 8 labels negative · 4 of 14 models
“Its published Essential plan is $799/month, billed annually, for up to 500 users. That may be hard to justify for a small shop” GPT-6 Luna, 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
73 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. 786 links across 186 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 · Guideflow26 answers · 31 citations · 10 models
vendor site · MangoApps25 answers · 30 citations · 8 models
23 answers · 30 citations · 11 models
vendor site · Pebb21 answers · 35 citations · 10 models
vendor site · Yourco21 answers · 24 citations · 10 models
vendor site · Connecteam20 answers · 27 citations · 8 models
vendor site · Oak20 answers · 24 citations · 10 models
vendor site · G219 answers · 32 citations · 10 models
18 answers · 24 citations · 10 models
vendor site · Staffbase17 answers · 17 citations · 9 models
vendor site · Lead Change Group16 answers · 29 citations · 10 models
vendor site · LinkedIn16 answers · 18 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.
23 answers · 11 models
17 answers · 9 models
16 answers · 7 models
16 answers · 9 models
14 answers · 8 models
14 answers · 7 models
13 answers · 7 models
13 answers · 6 models
12 answers · 7 models
12 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 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 | 94% | 693 | 49,500 | 288 | 312,449 | $13,504 | 120 | 2 |
| Pebb pebb.io | 2% | 51 | 5,400 | 293 | 7,720 | 0 | ||
| Jobber getjobber.com | 2% | 4 | ||||||
| Pumble pumble.com | 2% | 7 | ||||||
| Homebase joinhomebase.com | 0% | 353 | 201,000 | 3,839 | 472,253 | $793 | 120 | |
| Blink joinblink.com | 0% | 173 | 201,000 | 96,479 | 17,400 | 4 | 8 | |
| When I Work wheniwork.com | 0% | 267 | 110,000 | 5,608 | 218,244 | $20 | 34 | |
| Yourco yourco.io | 0% | 29 | ||||||
| Beekeeper lumapps.com | 0% | 86 | 74,000 | 10,293 | 26,580 | $158 | 44 | |
| Sling getsling.com | 0% | 95 | 368,000 | 51,638 | 363,426 |
Google's top ten for the three searches hold 22 sites; 3 of them are among the sites the models cited here (connecteam.com, joinblink.com, linkedin.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 small B2B company?”Paraphrase“Which deskless workforce app would you recommend to a small business that sells to other businesses?”Comparative“What are the top frontline apps for a small team and how do they differ?”Budget-constrained“What is the best frontline employee communication app for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a frontline employee communication app. What should we look at?”Negative“Which frontline apps should a small business avoid or be cautious about?”
Claude Haiku 4.5ConnecteamConnecteamHeldConnecteamConnecteamno first choiceagainst: Deputy, LumApps, Staffbase
Three alternatives
Blink, Oak Engage, YourcoFour alternatives
Beekeeper, Crew Check, Microsoft 365 for Frontline Workers, StaffbaseTwo alternatives
Blink, Crew CheckGPT-5.4 miniConnecteamConnecteamHeldConnecteamagainst: DeputyConnecteamno first choiceagainst: Front
Three alternatives
Blink, Workvivo, ZelloTwo alternatives
BlueFolder, FieldPulseThree alternatives
Homebase, Sling, When I WorkOne alternative
SlackGemini 3.5 FlashConnecteamConnecteamHeldConnecteamConnecteamagainst: GroupMe, WhatsAppConnecteamagainst: Microsoft 365 for Frontline Workers, Slackagainst: Beekeeper, Crew, Facebook Messenger, Firstup, GroupMe, Microsoft 365 for Frontline Workers, Staffbase, Standard Slack, UKG Pro Workforce Management, WhatsApp, WorkJam, Workday, personal iMessage/SMS chains
Four alternatives
Beekeeper, Blink, Microsoft 365 for Frontline Workers, YourcoThree alternatives
Badger Maps, Jobber, SkynamoFive alternatives
Coast, Homebase, When I Work, Yourco, ZelloThree alternatives
Coast App, Homebase, SlackFour alternatives
Blink, Flip, Homebase, SlingPerplexity SonarConnecteamConnecteamHeldConnecteamagainst: SlackConnecteamagainst: Blink, Microsoft 365 for Frontline Workers, Slackno first choiceagainst: Blink, Connecteam, Firstup, Microsoft 365 for Frontline Workers, Slack, Staffbase, Workvivo
Five alternatives
Beekeeper, Blink, Microsoft 365 for Frontline Workers, Slack, YourcoTwo alternatives
Deputy, SkeduloThree alternatives
Beekeeper, Blink, Microsoft 365 for Frontline WorkersOne alternative
YourcoGrok 4.20Connecteamagainst: Microsoft 365 for Frontline Workers, SlackConnecteamHeldConnecteam, Homebaseagainst: Beekeeper, StaffbaseConnecteamConnecteamagainst: Beekeeper, Microsoft 365 for Frontline Workers, Slackagainst: Discord, Facebook Messenger, Google Chat, Microsoft 365 for Frontline Workers, SMS, Slack, Trello, WeChat, WhatsApp, iMessage
Two alternatives
Beekeeper, BlinkTwo alternatives
Homebase, When I WorkFour alternatives
7shifts, Deputy, Sling, When I WorkFour alternatives
Microsoft 365 for Frontline Workers, Pebb, Slack, YourcoOne alternative
BlinkMistral SmallConnecteamno first choiceChangedno first choiceConnecteamno first choiceagainst: Microsoft 365 for Frontline Workers, Slack
Four alternatives
Beekeeper, Blink, Homebase, Microsoft 365 for Frontline WorkersTwo alternatives
Homebase, Microsoft 365 for Frontline WorkersDeepSeek V4 FlashConnecteamagainst: Microsoft 365 for Frontline Workers, SlackConnecteamHeldagainst: Homebase, SkeduloConnecteamagainst: BeekeeperConnecteamagainst: Beekeeper, Blink, Google Chat, Microsoft 365 for Frontline Workers, Slack, StaffbaseConnecteamagainst: Beekeeper, Blink, Staffbaseagainst: BambooHR, Connecteam, Deputy, Magicpin Merchant App, When I Work, goHappy
Four alternatives
Beekeeper, Blink, Homebase, Microsoft 365 for Frontline WorkersTwo alternatives
Deputy, JobberFour alternatives
Blink, Homebase, Sling, When I WorkTwo alternatives
Homebase, Microsoft 365 for Frontline WorkersLlama 4 MaverickConnecteamConnecteamHeldno first choiceConnecteamno first choicenothing named
Three alternatives
Homebase, Microsoft 365 for Frontline Workers, SlingQwen 3.7 FlashConnecteamConnecteamHeldagainst: Microsoft 365 for Frontline Workers, SlackConnecteamConnecteamagainst: Microsoft Viva Engage, StreamConnecteamagainst: Microsoft 365 for Frontline Workers, SharePoint, Staffbaseagainst: Frontline Apps LLC, Frontline app
Four alternatives
Homebase, Microsoft 365 for Frontline Workers, Operandio, SlackThree alternatives
HubSpot, Jobber, PipedriveThree alternatives
ClockShark, Deputy, HomebaseTwo alternatives
Microsoft 365 for Frontline Workers, PebbOne alternative
BlinkKimi K2ConnecteamConnecteamHeldagainst: WorkJamConnecteamConnecteam, PumbleConnecteamagainst: Dropbox personal, Google Drive personal accounts, Signal, Telegram, WhatsApp
Two alternatives
Blink, RockThree alternatives
Beekeeper, Outfield, Slack FrontlineFour alternatives
Blink, Deputy, Homebase, When I WorkOne alternative
PebbThree alternatives
Beekeeper, Operandio, YourcoGLM 4.7 FlashXConnecteamJobberChangedagainst: SkeduloPebbPebbno first choiceagainst: Podium, Route Protection and Tracking, Text – Live Chat for Business, Wave
Three alternatives
Beekeeper, Blink, HomebaseThree alternatives
Connecteam, FieldPulse, FielddFive alternatives
Blink, Connecteam, Deputy, Homebase, When I WorkOne alternative
ConnecteamThree alternatives
Connecteam, Homebase, When I WorkMiniMax M2.5ConnecteamConnecteamHeldConnecteamConnecteamno first choiceagainst: Discord, Slackagainst: Beekeeper/LumApps, Blink, Staffbase, WhatsApp Lab, goHappy
Two alternatives
Microsoft 365 for Frontline Workers, SlackThree alternatives
ServiceM8, Workiz, mHelpDeskFour alternatives
BrightHR, Homebase, Pebb, SlingThree alternatives
Homebase, Pebb, YourcoGPT-6 LunaConnecteamConnecteamHeldConnecteamConnecteamno first choiceagainst: Firstup, Staffbase, WorkJam, Workvivo
One alternative
BlinkOne alternative
Zoho CRM's mobile appFour alternatives
7shifts, Deputy, Homebase, When I WorkOne alternative
HomebaseOne alternative
Microsoft 365 for Frontline WorkersMuse Glimmer 30BConnecteamConnecteamHeldWhen I Workagainst: Staffbase, WorkJamConnecteamno first choiceagainst: Microsoft 365 for Frontline Workers, Slack
Four alternatives
Beekeeper, Blink, Homebase, SlingTwo alternatives
Homebase, When I WorkFive alternatives
Beekeeper, Blink, Connecteam, Deputy, YOOBICThree alternatives
Pebb, Pumble, YourcoBold 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 10:26 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:43 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:56 | yes | 8 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:04 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:23 | yes | 15 | 54 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:58 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:11 | yes | 19 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:38 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:47 | yes | 5 | 38 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:59 | yes | 5 | 12 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:41 | yes | 23 | 51 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:08 | yes | 5 | 25 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:40 | yes | 2 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:24 | yes | 12 | 14 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:55 | yes | 10 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:46 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:27 | no | 0 | 12 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:52 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:08 | yes | 10 | 33 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:50 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:52 | yes | 25 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:28 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:29 | no | 0 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:23 | yes | 15 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:35 | yes | 25 | 29 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:42 | yes | 5 | 23 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:43 | yes | 2 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:59 | yes | 14 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:51 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:55 | yes | 0 | 3 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 12:16 | yes | 8 | 19 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:47 | yes | 10 | 4 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 10 | 31 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:48 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:57 | yes | 20 | 38 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:03 | yes | 9 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:40 | no | 0 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:43 | yes | 15 | 43 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:19 | yes | 25 | 50 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:38 | yes | 9 | 28 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:50 | yes | 5 | 16 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:32 | yes | 15 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:59 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:32 | yes | 3 | 11 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 09:12 | yes | 8 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:18 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:02 | yes | 25 | 17 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:47 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:00 | yes | 15 | 15 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:22 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:06 | yes | 5 | 25 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:49 | yes | 5 | 16 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:19 | yes | 13 | 27 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:26 | yes | 5 | 15 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:09 | yes | 2 | 9 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:29 | yes | 14 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:50 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:27 | no | 0 | 6 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 11:12 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:40 | yes | 10 | 5 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:23 | yes | 15 | 35 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:49 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:04 | yes | 19 | 28 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:02 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:34 | yes | 15 | 55 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:07 | yes | 10 | 19 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:52 | yes | 14 | 56 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:06 | no | 0 | 164 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:30 | yes | 3 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:02 | no | 0 | 6 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:11 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:15 | yes | 3 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:38 | yes | 8 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:48 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:31 | yes | 14 | 41 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:08 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:59 | yes | 25 | 36 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:47 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:54 | yes | 21 | 111 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:20 | yes | 19 | 37 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:51 | yes | 24 | 94 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:02 | yes | 9 | 53 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:32 | yes | 2 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:07 | yes | 16 | 23 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
Microsoft Teams read as Microsoft 365 for Frontline Workers
Microsoft Teams (Free) read as Microsoft 365 for Frontline Workers
Microsoft Teams (Frontline / F1 Plan) read as Microsoft 365 for Frontline Workers
Microsoft Teams (Frontline Edition) read as Microsoft 365 for Frontline Workers
Microsoft Teams (Frontline) read as Microsoft 365 for Frontline Workers
Microsoft Teams for Frontline read as Microsoft 365 for Frontline Workers
Teams read as Microsoft 365 for Frontline Workers
Teams (Microsoft) read as Microsoft 365 for Frontline Workers
UKG Pro read as UKG Pro Workforce Management
Unresolved, counted raw
Badger Maps
BlueFolder
Coast
Coast App
Fieldd
Fleetio
Frontline Apps LLC
Google Drive personal accounts
Magicpin Merchant App
ONDC
Outfield
Podium
Route Protection and Tracking
Skynamo
StaffLink
Standard Slack
Text – Live Chat for Business
TextUs
WhatsApp Lab
WhenInWork
WorkWave
Zoho CRM's mobile app
Zoho FSM
mHelpDesk
personal iMessage/SMS chains
Discontinued, still offered
No shut-down product was recommended here.