HR AI Index
September 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index Onboarding and employee experience Frontline employee apps › Small business September 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. 41 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Clear leader
85% of first choices, clear leader.

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.

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01Connecteam85%0%57endorsed leader
02Blink5%6%34accepted challenger
Show the six products at 0%, ordered by negative rate
08Slack0%83%18criticized challenger
07Staffbase0%62%13criticized challenger
06Microsoft Teams0%58%19criticized challenger
05Beekeeper0%36%14criticized challenger
03Homebase0%0%26accepted challenger
04Deputy0%0%11accepted challenger
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.

One product takes 85% of first choices here, so the chart would put seven 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. Jump to the standing

02What they warned about

Ten of twelve models held their first choice under the paraphrase. Grok 4.1 Fast 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.
Microsoft Teams
58%
11 of 19 labels negative · 7 of 12 models · 3 hard negative
“Avoid ... **Microsoft Teams** (expensive for what you get; heavy on mobile data)” Qwen 3.7 Flash, budget prompt
Slack
83%
15 of 18 labels negative · 6 of 12 models · 4 hard negative
“Slack or MS Teams (for pure frontline workers)... often find the interface of these apps overwhelming, notification-heavy, and difficult to log into” Gemini 3.5 Flash, direct prompt
Staffbase
62%
8 of 13 labels negative · 6 of 12 models · 3 hard negative
“Staffbase is designed for mid-market and enterprise and is not suitable for small businesses or operations-heavy frontline teams” Claude Haiku 4.5, negative prompt
WhatsApp
88%
7 of 8 labels negative · 5 of 12 models · 6 hard negative
“The "Shadow IT" Trap (WhatsApp, iMessage, Facebook Messenger) ... Examples to avoid: Relying on personal messaging apps for official business operations.” Gemini 3.5 Flash, negative prompt

03What they cite

Citations exist only for the models that return a source list: twelve of the twelve in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

66 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. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 823 links across 192 sites, every framing counted. Ranked by the number of answers carrying the site or page.

35 answers · 61 citations · 10 models
vendor site · MangoApps34 answers · 45 citations · 10 models
31 answers · 39 citations · 10 models
vendor site · ChangeEngine27 answers · 29 citations · 9 models
vendor site · Staffbase26 answers · 32 citations · 10 models
24 answers · 25 citations · 10 models
vendor site · Guideflow21 answers · 33 citations · 10 models
vendor site · People Managing People21 answers · 23 citations · 9 models
vendor site · Connecteam20 answers · 41 citations · 7 models
vendor site · Crew Check18 answers · 18 citations · 8 models
17 answers · 30 citations · 9 models
vendor site · Shifton14 answers · 17 citations · 9 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.

04How 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.
ModelDirect“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 4.5Connecteam
Two alternativesBlink, Microsoft Teams
ConnecteamHeld
Three alternativesBlink, Deputy, Skedulo
Connecteam
Two alternativesBlink, MangoApps
Connecteam
Four alternativesBlink, Google Chat, Microsoft Teams, Slack
no first choiceagainst: Beekeeper/LumApps, Blink, Staffbase
GPT-5.4 miniConnecteam
Two alternativesBlink, Staffbase
ConnecteamHeld
Two alternativesDeputy, Homebase
Frontline ONEConnecteam
One alternativeMicrosoft Teams / Microsoft 365 F3
no first choiceagainst: Crew, Front
Gemini 3.5 FlashConnecteam
Two alternativesBlink, Homebase
against: Beekeeper, Firstup, Microsoft Teams, Slack, Staffbase
ConnecteamHeld
Four alternativesBadger Maps, Jobber, Repsly, ServiceTrade
Connecteam
Three alternativesBreakroom App, Homebase, Pebb
against: Microsoft Teams, Slack
Connecteam
Four alternativesHomebase, Pumble, Sling, Yourco
against: Slack
Connecteam
Five alternatives7shifts, Blink, Homebase, Pumble, Zenzap
against: WhatsApp
against: Facebook Messenger, Hubstaff, Microsoft Teams/365, SAP SuccessFactors, Salesforce, Slack, Time Doctor, WhatsApp, Workday, iMessage
Perplexity SonarConnecteam
Four alternativesBlink, Homebase, Microsoft Teams, Yourco
ConnecteamHeld
Three alternativesHomebase, When I Work, Zoho People
Connecteam
Four alternativesBlink, Homebase, Microsoft Teams, Sling
Connecteam
Two alternativesBlink, Sling
no first choiceagainst: Beekeeper/LumApps, Firstup, Microsoft Teams, Signal, Staffbase, Telegram, WhatsApp, WorkJam
Grok 4.1 FastConnecteam
Two alternativesBlink, Homebase
against: Microsoft Teams, Slack
JobberChanged
One alternativeConnecteam
against: ServiceTitan
Connecteam
Four alternativesDeputy, Homebase, Sling, When I Work
Connecteam
Two alternativesHomebase, Shifton
against: Pumble
no first choice
Three alternativesBeekeeper, Blink, Connecteam
against: Staffbase, WorkJam
against: Calendly, Clover/Fiserv, Dialpad, Front, HubSpot, JivoChat, Salesforce, Square, TeamViewer Frontline, Twilio Frontline, Zendesk
Mistral SmallConnecteam
Two alternativesBlink, Homebase
ConnecteamHeldConnecteam
Two alternativesBlink, Homebase
against: Beekeeper, WorkJam
Blink, RedeApp
One alternativeConnecteam
PointeCast
Five alternativesBeekeeper, Microsoft Teams, Slack, Staffbase, Workplace
nothing named
DeepSeek V4 FlashConnecteam
Two alternativesBlink, Homebase
against: Beekeeper, Microsoft Teams, Slack, Staffbase
ConnecteamHeld
Two alternativesDeputy, Jobber
Connecteam, Homebase
Six alternatives7shifts, Blink, Deputy, Sling, When I Work, Zelos
Connecteam
One alternativeBlink
against: WhatsApp
Connecteam
Four alternativesBeekeeper, Blink, Microsoft Teams, Slack
against: Staffbase, Workvivo
against: Beekeeper, Blink, Microsoft Teams, Signal, Slack, Staffbase, Telegram, WhatsApp, WorkJam, Workvivo, YOOBIC, Zelos
Llama 4 MaverickConnecteamConnecteamHeldConnecteam
Four alternativesBlink, Homebase, MangoApps, WorkJam
Connecteam
One alternativeHomebase
no first choicenothing named
Qwen 3.7 FlashConnecteam
Two alternativesShiftbase, Staffbase
against: Microsoft Teams, Mypointers, Slack, Workday
ConnecteamHeld
Three alternativesDeputy, Homebase, When I Work
Connecteam
Three alternativesBlink, Homebase, Sling
against: WorkJam
Connecteam
Three alternativesDeputy, Telegram, WhatsApp
against: Microsoft Teams, Slack
no first choiceagainst: Microsoft Teams, Slack
Kimi K2Connecteam
Two alternativesBlink, Microsoft Teams
against: Slack
ConnecteamHeld
Three alternativesDeputy, Skedulo, When I Work
Connecteam
Four alternativesBlink, Homebase, Sling, Zelos
Connecteam
Two alternativesGoogle Chat, Pumble
against: Slack
Connecteam
Three alternativesBeekeeper, Blink, Staffbase
against: Facebook Messenger, Microsoft Teams, Slack, WhatsApp
GLM 4.7 FlashXBlink
Two alternativesBeekeeper, Connecteam
JobberChanged
One alternativeConnecteam
Connecteam
Six alternativesBlink, Deputy, Homebase, Sling, When I Work, Workvivo
Connecteam
Three alternativesBlink, RedeApp, Rock
no first choiceagainst: Facebook Messenger, Private Gmail / Outlook personal accounts, Signal, Telegram, WhatsApp
MiniMax M2.5Connecteam
Two alternativesBlink, Homebase
ConnecteamHeld
Two alternativesBlink, MangoApps
Connecteam
Two alternativesHomebase, Zelos
against: Slack
Connecteam
Four alternativesRedeApp, Shifton, Yourco, Zelos
no first choiceagainst: Beekeeper, Front, LumApps, Microsoft Teams, Slack, Staffbase, TeamViewer Frontline
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The 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
Seventy-two rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 19:13yes98 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:57yes27 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:14yes2124 s
Direct recommendationPerplexity Sonarsonar2026-09-17 18:12yes205 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 21:47yes3518 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 19:03yes54 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 21:05yes1617 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:02yes74 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 21:33no029 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:15yes1546 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:30yes23100 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:53yes1037 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:55yes1610 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:11yes24 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:12yes1422 s
ParaphrasePerplexity Sonarsonar2026-09-17 19:52yes205 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:01yes3816 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 21:35yes54 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:21yes1617 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 21:39yes56 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 17:57yes521 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:45yes1338 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 21:14yes2826 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:10yes1639 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:53yes99 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:52yes58 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:31yes1726 s
ComparativePerplexity Sonarsonar2026-09-17 18:01yes207 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:06yes2215 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 21:33yes99 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 21:45yes2248 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:31yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:17yes517 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:26yes728 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:41yes1999 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:15yes821 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 21:14yes98 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:33yes45 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:59yes1257 s
Budget constrainedPerplexity Sonarsonar2026-09-17 19:54yes204 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:40yes3120 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 20:41yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 21:43yes1817 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:38yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:40no025 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:01yes1422 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:52yes1242 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:24yes837 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:56no08 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:24no06 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:52yes1050 s
Scale constrainedPerplexity Sonarsonar2026-09-17 18:46yes2012 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:56yes1717 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 18:33no06 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 18:06yes1120 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:35yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:46no031 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:59yes823 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:48yes15131 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:17yes1026 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 21:23yes187 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:52yes58 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 22:01yes1559 s
Negative framingPerplexity Sonarsonar2026-09-17 19:12yes206 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:49yes4120 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 21:38yes55 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 21:41yes2226 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:03yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:09yes940 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:55yes1050 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 21:33yes17120 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:54yes2234 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

Category-scoped readings
None. Every name in this category resolved on its own.
Unresolved, counted raw
365Voice
Badger Maps
Breakroom App
Clover/Fiserv
DailyHive
Frontline ONE (frontline.io)
JivoChat
Microsoft Teams / Microsoft 365 F3
Microsoft Teams/365
Mypal
Mypointers
Private Gmail / Outlook personal accounts
Repsly
ServiceTrade
Square (POS/CRM elements)
Twilio Frontline
Zenzap
Discontinued, still offered
No shut-down product was recommended here.
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