AI Indexes
HR AI Index
September 2026 Edition, published September 17, 2026 · The permanent record of that edition, superseded since. The current standing is on the category page →
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. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
79%
Clear leader
79Connecteam08Blink06Microsoft 365 for Frontline Workers08others

79% 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.

The 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
01Connecteam79%6%72endorsed leader
02Blink8%10%39accepted challenger
03Microsoft 365 for Frontline Workers6%58%24criticized challenger
04Homebase4%0%19accepted challenger
Show the six products at 0%, ordered by negative rate
09WhatsApp Lab in the set0%85%13criticized challenger
10Slack0%75%24criticized challenger
08Staffbase0%64%22criticized challenger
07Beekeeper0%35%17criticized challenger
06Deputy0%9%11accepted challenger
05When I Work0%7%15accepted challenger
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.

All twenty-one head-to-head pages: the top seven products, each against each

One product takes 79% of first choices here, so the chart would put nine 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. Five products carry a negative rate above 25% in this category.

What they warned about

Eight of twelve models held their first choice under the paraphrase. GPT-5.4 mini, Mistral Small, Qwen 3.7 Flash 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.
Slack
75%
18 of 24 labels negative · 11 of 12 models · 11 hard negative
“Why not Slack or MS Teams? Aside from the corporate email requirement, these apps are optimized for desktop "threads"... They lack shift scheduling” Gemini 3.5 Flash, scale prompt
Microsoft 365 for Frontline Workers
58%
14 of 24 labels negative · 11 of 12 models · 8 hard negative
“Why not Slack or MS Teams? Aside from the corporate email requirement... tend to overwhelm frontline workers with a flood of unread notifications.” Gemini 3.5 Flash, scale prompt
WhatsApp
85%
11 of 13 labels negative · 10 of 12 models · 10 hard negative
“Microsoft Teams, Slack, Staffbase, and WhatsApp are some of the apps that have received negative reviews or have been warned against” Llama 4 Maverick, negative prompt
Staffbase
64%
14 of 22 labels negative · 10 of 12 models · 6 hard negative
“Microsoft Teams, Slack, Staffbase, and WhatsApp are some of the apps that have received negative reviews or have been warned against” Llama 4 Maverick, negative prompt

What they cite

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

Sites the answers cite

80 of 84 answers in this category came back with a source list, from 14 of 12 models: citations where the model returns them, or the search results it consulted. 1018 links across 209 sites, every framing counted. Ranked by the number of answers carrying the site or page.

48 answers · 90 citations · 13 models
vendor site · MangoApps39 answers · 59 citations · 11 models
vendor site · Guideflow31 answers · 43 citations · 11 models
vendor site · Staffbase28 answers · 35 citations · 10 models
vendor site · FirstHR28 answers · 31 citations · 8 models
vendor site · Oak27 answers · 27 citations · 12 models
vendor site · Connecteam24 answers · 40 citations · 9 models
vendor site · G222 answers · 36 citations · 10 models
21 answers · 22 citations · 11 models
vendor site · Pebb20 answers · 25 citations · 8 models
17 answers · 30 citations · 10 models
17 answers · 18 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.

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 productsShareOwn site citedName searches, GoogleAI search demand, est.Organic visitsPaid search a month, est.Google ads, last 30 daysBest Google position
Connecteam connecteam.com79%57349,500288312,449$13,5041202
Blink joinblink.com8%164201,00096,47917,40048
Microsoft 365 for frontline microsoft.com
Microsoft 365 for Frontline Workers 6%
6%66907145,358,109$12,455103
Homebase joinhomebase.com4%404201,0003,839472,253$793120
Pebb pebb.io4%165,4002937,7200
When I Work wheniwork.com0%240110,0005,608218,244$2034
Deputy deputy.com0%25640,50017,00045,127$3,22232
Pumble pumble.com0%10
Sling getsling.com0%82368,00051,638363,426
7shifts 7shifts.com0%6760,500220152,968$24669

Google's top ten for the three searches hold 22 sites; 3 of them are among the sites the models cited here (connecteam.com, firsthr.app, 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
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 alternativesRedeApp, Troop Messenger
ConnecteamHeld
Two alternativesDeputy, Skedulo
Connecteam
Four alternativesBeekeeper, Blink, Pebb, SC Training
Connecteam, Microsoft 365 for Frontline Workers
Two alternativesBlink, Pumble
no first choiceagainst: Connecteam, Deputy, LumApps, Sling, When I Work, WorkJam
GPT-5.4 miniConnecteam
Three alternativesBlink, Workvivo, goHappy
Microsoft 365 for Frontline WorkersChanged
One alternativeSage Workforce Management
Connecteam
Two alternativesDeputy, When I Work
Microsoft 365 for Frontline Workers
One alternativeConnecteam
no first choiceagainst: Frontline Education
Gemini 3.5 FlashConnecteam
Two alternativesMicrosoft 365 for Frontline Workers, Udext
against: Beekeeper, Blink, Firstup, Slack, Staffbase, Workplace from Meta
ConnecteamHeld
Three alternativesBadger Maps, Jobber, SimplyDepo
Connecteam
Four alternativesDeputy, Homebase, When I Work, Zello
against: Slack
Connecteam
Four alternativesBAND, Homebase, Pumble, Sling
against: Slack
Connecteam
Four alternatives7shifts, Homebase, RedeApp, Sling
against: Beekeeper, Firstup, Microsoft 365 for Frontline Workers, Slack, Staffbase, WhatsApp
against: Facebook Messenger, Microsoft 365, Staffbase, Standard Slack, WhatsApp, WorkJam, YOOBIC, iMessage
Perplexity SonarConnecteam
Two alternativesBlink, Staffbase
ConnecteamHeld
Three alternativesMangoApps, Workforce.com, Zoho People
Connecteam
Four alternativesBlink, MangoApps, Staffbase, Zelos
against: Rock
Connecteam
Two alternativesSlack, WhatsApp
no first choiceagainst: Facebook Messenger, Microsoft 365 for Frontline Workers, Signal, Slack, Staffbase, Telegram, WhatsApp, iMessage
Grok 4.1 FastConnecteam
Two alternativesBeekeeper, Blink
against: Microsoft 365 for Frontline Workers, Slack
ConnecteamHeld
One alternativeJobber
Connecteam, Homebase
Two alternativesDeputy, When I Work
against: 7shifts, UKG Pro
Homebase
Four alternativesConnecteam, Pebblo, Pumble, Slack
against: Discord
Connecteam
Two alternativesBlink, HubEngage
against: Frontline Education, Microsoft 365 for Frontline Workers, Signal, Slack, Staffbase, Telegram, WhatsApp
Mistral SmallConnecteamno first choiceChangedConnecteam
Two alternativesKonverse, Zello
Connecteamno first choiceagainst: Connecteam, Slack
DeepSeek V4 FlashConnecteam
One alternativeFlip
against: Beekeeper, Blink
ConnecteamHeld
Two alternativesJobber, Sling
Connecteam
Three alternativesBlink, Microsoft 365 for Frontline Workers, Zello
against: Beekeeper
Connecteam
Two alternativesBlink, Pumble
Blink, Connecteam
One alternativeMicrosoft 365 for Frontline Workers
against: Staffbase
against: Connecteam, Facebook Messenger, Microsoft 365 for Frontline Workers, Signal, Slack, Staffbase, Telegram, WhatsApp, Workvivo
Llama 4 MaverickConnecteamConnecteamHeldConnecteamConnecteam
Two alternativesBlink, Pebb
no first choiceagainst: Microsoft 365 for Frontline Workers, Slack, Staffbase, WhatsApp
Qwen 3.7 FlashBlink, Connecteamagainst: SlackConnecteamChanged
One alternativeDeputy
Connecteam, Homebase
Two alternativesDeputy, When I Work
against: Staffbase
Connecteam
One alternativeBlink
against: Microsoft 365 for Frontline Workers, Slack, Staffbase, Workvivo
Connecteam
Two alternativesBlink, Shiftbase
against: Microsoft 365 for Frontline Workers, Oracle HCM Cloud, SAP SuccessFactors, Slack, WhatsApp, Workday, Zoom, iMessage
Kimi K2Connecteam
Two alternativesBeekeeper, Blink
ConnecteamHeld
Five alternativesHomebase, MobiWork, Skedulo, Spotio, When I Work
Connecteam
Two alternativesHomebase, Pebb
Connecteam
Two alternativesHomebase, Sling
against: Flip
Blink, Connecteam
One alternativePumble
against: Crew, Discord, Microsoft 365 for Frontline Workers, Slack, Staffbase, WhatsApp
GLM 4.7 FlashXBlink, Connecteam
Two alternativesBeekeeper, Workvivo
against: MangoApps
ConnecteamChanged
Two alternativesDelta Sales App, ForceManager
Blink, Connecteam
Six alternativesBeekeeper, Housecall Pro, Jobber, MangoApps, Pebb, Zello
Pebb
Five alternativesBlink, Connecteam, Pumble, Shifton, Yourco
against: Microsoft 365 for Frontline Workers, Slack
no first choiceagainst: Beekeeper, Blink, Connecteam, Dayforce, Firstup, MangoApps, Microsoft 365 for Frontline Workers, Oracle HCM Cloud, RedeApp, SAP SuccessFactors, Signal, Slack, Staffbase, Telegram, UKG Pro, WhatsApp, WorkJam, Workforce.com
MiniMax M2.5Connecteam
One alternativeBlink
ConnecteamHeld
Two alternativesArrivy, Infraspeak
Connecteam
Four alternativesBlink, Homebase, MangoApps, Microsoft 365 for Frontline Workers
Pebb
Two alternativesBlink, Connecteam
Connecteam
One alternativeRedeApp
against: Blink
against: Microsoft 365 for Frontline Workers, Slack, Staffbase, WhatsApp
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

The record

One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Seventy-two rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 09:03yes179 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 09:38yes46 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-10-01 09:09yes1524 s
Direct recommendationPerplexity Sonarsonar2026-10-01 11:41yes185 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 08:35yes2512 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-10-01 10:07yes53 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 11:48yes2222 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 10:46yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 10:46yes1140 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-10-01 10:46yes1422 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 11:46yes1627 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 11:27yes1225 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 09:41yes97 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 07:53yes45 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-10-01 08:36yes1325 s
ParaphrasePerplexity Sonarsonar2026-10-01 10:51yes192 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 09:24yes2110 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-10-01 09:11no01 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 10:27yes2127 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 12:06yes52 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 11:28yes543 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-10-01 11:31yes2526 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 08:10yes25177 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 11:38yes1338 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 08:05yes98 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 11:45yes57 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-10-01 10:39yes1628 s
ComparativePerplexity Sonarsonar2026-10-01 08:28yes164 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 08:42yes259 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-10-01 11:00yes107 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 09:01yes2355 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 11:54yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 12:08yes1028 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-10-01 09:47yes2032 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 08:40yes2219 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 08:51yes826 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 08:24yes98 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 10:21yes34 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-10-01 12:16yes1955 s
Budget constrainedPerplexity Sonarsonar2026-10-01 12:06yes185 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 08:16yes256 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-10-01 09:25yes53 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 11:19yes2427 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 12:07yes52 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 10:19yes919 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-10-01 10:31yes1519 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 10:57yes1335 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 10:35yes514 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 08:35no05 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 09:28no06 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-10-01 12:15yes1152 s
Scale constrainedPerplexity Sonarsonar2026-10-01 10:45yes205 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 08:43yes158 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-10-01 10:38no05 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 07:43yes2148 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 09:18yes52 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 09:42yes527 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-10-01 10:28yes1316 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 11:50yes1019 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 11:09yes925 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 09:20yes199 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 10:09yes44 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-10-01 08:17yes2428 s
Negative framingPerplexity Sonarsonar2026-10-01 08:44yes203 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 11:19yes2010 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-10-01 09:36yes55 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 07:44yes2434 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 10:30yes52 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 10:59yes1045 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-10-01 08:18yes1917 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 11:47yes1368 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 09:59yes1324 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
Microsoft Teams read as Microsoft 365 for Frontline Workers
Microsoft Teams (Frontline F1) read as Microsoft 365 for Frontline Workers
Microsoft Teams (Frontline) read as Microsoft 365 for Frontline Workers
Microsoft Teams Frontline read as Microsoft 365 for Frontline Workers
Microsoft Teams for Frontline Workers read as Microsoft 365 for Frontline Workers
Teams read as Microsoft 365 for Frontline Workers
Unresolved, counted raw
BAND
Badger Maps
BigChange
Delta Sales App
Eko
FieldPie
FieldPulse
ForceManager (Sage Sales Management)
GeoOp
Infraspeak
Konverse
MainEvent
OnePageCRM
Operandio
OurPeople
Pebb.io
Pebblo
Power Apps
Repsly
Sage Workforce Management
SimplyDepo
Spotio
Standard Slack
Udext
Veloxy
iTacit
Discontinued, still offered
No shut-down product was recommended here.
← Employee wellbeingHR AI assistants →