HR AI Index
Index Onboarding and employee experience September 2026 Edition

Frontline employee apps

Asked as “frontline employee communication app”, and as “deskless workforce app”, on behalf of a mid-market B2B company. 43 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Clear leader
56% 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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01Connecteam56%2%48endorsed leader
02Blink14%5%37accepted challenger
03Beekeeper9%4%24accepted challenger
04Staffbase2%11%27accepted challenger
05MangoApps2%0%11accepted challenger
06Sling2%0%10accepted challenger
07Slack2%55%11criticized challenger
Show the eight products at 0%, ordered by negative rate
15Microsoft Teams0%56%16criticized challenger
13Flip0%10%10accepted challenger
14When I Work0%10%10accepted challenger
12Firstup0%9%11accepted challenger
08WorkJam0%5%19accepted challenger
09Deputy0%0%15accepted challenger
10Homebase0%0%11accepted challenger
11Speakap0%0%10accepted 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 56% of first choices here, so the chart would put fourteen 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. Two products carry a negative rate above 25% in this category. Jump to the standing

02What they warned about

Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Frontline Education
62%
5 of 8 labels negative · 5 of 12 models · 2 hard negative
“The main Frontline Education app has significant issues according to user reports: - **Frequent crashes and bugs**” MiniMax M2.5, negative prompt
WhatsApp
100%
5 of 5 labels negative · 4 of 12 models · 5 hard negative
“**WhatsApp, Signal, and Telegram** for workplace use, because they are consumer messenger apps and are described as *not suited to the workplace*” Perplexity Sonar, negative prompt
Frontline
100%
4 of 4 labels negative · 4 of 12 models · 2 hard negative
“There are significant user complaints, such as a Reddit thread titled "Frontline is terrible," citing issues with third-party access restrictions and overall poor user experience” Mistral Small, negative prompt
Microsoft Teams
56%
9 of 16 labels negative · 4 of 12 models · 2 hard negative
“General tools to avoid for pure frontline: Slack/Teams ... low adoption among deskless workers” Grok 4.1 Fast, direct 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

64 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. 752 links across 187 sites, every framing counted. Ranked by the number of answers carrying the site or page.

vendor site · MangoApps35 answers · 60 citations · 10 models
32 answers · 45 citations · 11 models
vendor site · Staffbase28 answers · 37 citations · 10 models
28 answers · 30 citations · 10 models
vendor site · Guideflow27 answers · 33 citations · 10 models
vendor site · RedeApp22 answers · 29 citations · 9 models
vendor site · ChangeEngine21 answers · 23 citations · 10 models
vendor site · Yourco13 answers · 16 citations · 7 models
vendor site · People Managing People13 answers · 15 citations · 7 models
vendor site · Shifton12 answers · 15 citations · 7 models
vendor site · Pebb12 answers · 14 citations · 7 models
vendor site · HRTechSaaS12 answers · 12 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 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 4.5Connecteam
Two alternativesHUB, Speakap
no first choiceChangedno first choiceConnecteam
Four alternativesChanty, Google Chat, Microsoft Teams, Slack
no first choiceagainst: Frontline Education, Frontline Wildfire Tracker
GPT-5.4 miniWorkvivo
Two alternativesStaffbase, WorkJam
ConnecteamChanged
Two alternativesRippling, WorkJam
Microsoft 365 for frontline workers / Teams + Shifts
Four alternativesConnect Frontline, Frontline EHS, Frontline Education, TeamViewer Frontline Workplace
Connecteam
One alternativeMicrosoft Teams
against: Blink, Staffbase
no first choicenothing named
Gemini 3.5 FlashBlink
Three alternativesBeekeeper, Connecteam, MangoApps
ConnecteamChanged
Two alternativesBeekeeper, Blink
against: Microsoft Teams
no first choiceRedeApp
Three alternativesBlink, Connecteam, Homebase
against: Beekeeper, Microsoft Teams, Slack, Staffbase
Connecteam
Three alternativesBeekeeper, Blink, Flip
against: Microsoft Teams, Slack, WhatsApp
against: Facebook Messenger, Sub Hero, SubAlert, SubSidekick, WeChat, WhatsApp
Perplexity SonarBlink
Five alternativesConnecteam, Oak Engage, Speakap, Staffbase, WorkJam
ConnecteamChanged
Four alternativesADP Workforce Now, Blink, Dayforce, Skedulo
Beekeeper, Blink
Four alternativesConnecteam, MangoApps, Staffbase, WorkJam
Sling
Three alternativesBlink, Connecteam, Pebb
no first choiceagainst: Frontline, Signal, Telegram, WhatsApp
Grok 4.1 FastBlink
Four alternativesBeekeeper, Connecteam, Staffbase, Workvivo
against: Microsoft Teams, Slack
ConnecteamChanged
Four alternativesBlink, Deputy, Skedulo, When I Work
against: WorkJam
no first choiceConnecteam
Two alternativesPumble, RedeApp
against: Google Chat, Microsoft Teams, Slack
Blink, Staffbaseagainst: Connecteam, Facebook, Frontline Education, WhatsApp, When I Work, frontlineapp.xyz
Mistral SmallBeekeeper, Connecteam
One alternativeBlink
ConnecteamChanged
One alternativeSkedulo
no first choiceConnecteam
One alternativePebb
against: Microsoft Teams, Slack
no first choiceagainst: ChatGPT, Flip, Frontline, Microsoft Teams
DeepSeek V4 FlashBeekeeper
Two alternativesBlink, Connecteam
against: Staffbase
ConnecteamChanged
Six alternativesBigChange, Blink, Deputy, MangoApps, Skedulo, When I Work
against: Dayforce, UKG Pro
Connecteam, WorkJam
Ten alternatives7shifts, Beekeeper, Blink, Deputy, Firstup, Homebase, Microsoft 365 for Frontline Workers, Sling, YOOBIC, Zipline
RedeApp
Two alternativesConnecteam, Pumble
against: Blink
Connecteam
Five alternativesBeekeeper/LumApps, Blink, Homebase, Microsoft Teams, Staffbase
against: Frontline Education, Frontline.io
Llama 4 MaverickBeekeeper
Three alternativesBlink, Connecteam, Deputy
ConnecteamChangedno first choiceBlink
Two alternativesConnecteam, RedeApp
no first choiceagainst: Frontline
Qwen 3.7 FlashConnecteam
Three alternativesAlaya, Microsoft Teams, Slack
ConnecteamHeld
One alternativeWorkJam
Connecteam, HubEngage
One alternativeStaffbase
Connecteam
Two alternativesPumble, Sling
no first choiceagainst: Frontline
Kimi K2Connecteam
Four alternativesBeekeeper, Blink, Sociabble, Staffbase
against: Firstup
ConnecteamHeld
Two alternativesBlink, Deputy
against: Oracle, Skedulo, UKG Pro
Connecteam
Eight alternativesBeekeeper, Blink, Deputy, Microsoft 365 for Frontline Workers, RedeApp, Sling, Staffbase, WorkJam
Connecteam, RedeApp
One alternativeZelos
no first choiceagainst: Frontline Education
GLM 4.7 FlashXBlink
Six alternativesBeekeeper, ChangeEngine, Connecteam, Staffbase, WorkJam, YOOBIC
against: Microsoft Teams, Slack
ConnecteamChanged
Five alternativesBlink, Deputy, Skedulo, Staffbase, When I Work
Connecteam
Sixteen alternativesBeekeeper, Blink, Crew Check, Deputy, Homebase, Jolt, MangoApps, Microsoft 365 for Frontline Workers, SafetyCulture, Sling, Speakap, Staffbase, WorkJam, Workday, YOOBIC, Zenput
Connecteam
Five alternativesBlink, Homebase, Pumble, Rock, Shifton
no first choiceagainst: ChatGPT, Facebook Messenger, Gmail, Google Meet, Microsoft Teams, Notion, Telegram, WebWork Tracker, WhatsApp, WorkComposer, iMessage / SMS
MiniMax M2.5Beekeeper, Connecteam
Three alternativesBlink, Sociabble, Speakap
MangoApps, SkeduloChangedConnecteam, WorkJam
Five alternativesBeekeeper, Firstup, Flip, MangoApps, Staffbase
Slack
Five alternativesFlip, Microsoft Teams, Staffbase, Workvivo, Zoho Cliq
no first choiceagainst: Frontline Education
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 20:58yes98 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:24yes45 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:47yes1523 s
Direct recommendationPerplexity Sonarsonar2026-09-17 18:19yes206 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:06yes3019 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 18:05yes54 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 21:37yes1013 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:55yes75 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:07no035 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 21:37yes821 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 21:23yes1445 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:11yes735 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:50no03 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:44yes35 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:26yes1018 s
ParaphrasePerplexity Sonarsonar2026-09-17 19:08yes205 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:33yes2715 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 21:24yes54 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:43yes1718 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 21:10yes52 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:13yes513 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:51yes1420 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:54yes1340 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:42yes828 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:02yes99 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:07yes77 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:53yes1432 s
ComparativePerplexity Sonarsonar2026-09-17 19:39yes209 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:37yes1310 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 21:39yes57 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 19:57yes1231 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:09yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 21:42yes538 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:25yes943 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:54yes11161 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:06yes2263 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 19:26yes98 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:14yes46 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:04yes1822 s
Budget constrainedPerplexity Sonarsonar2026-09-17 20:56yes208 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:32yes4019 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 19:01yes158 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:41yes1716 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:46yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:35yes524 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 21:05yes920 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 21:10yes1341 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:16no09 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:59no09 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:46no08 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:16yes1225 s
Scale constrainedPerplexity Sonarsonar2026-09-17 19:03yes207 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:07yes1813 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 19:20no010 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:30yes1014 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:17yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:25no034 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:59yes1024 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 17:59yes1566 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:04yes517 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 21:21yes97 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:45yes35 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:59yes1654 s
Negative framingPerplexity Sonarsonar2026-09-17 21:17yes207 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:45yes4116 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 19:09yes55 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 18:54yes2894 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 21:26yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 21:38no029 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:23yes2454 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:43yes3055 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:04yes1828 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
Ceridian Dayforce read as Dayforce
Unresolved, counted raw
Alaya
BigChange
Connect Frontline
FRONTLINE MOBILE Pte. Ltd.
Frontline AI
Frontline EHS
Frontline Wildfire Tracker
Frontline.io
Gmail
Go90
HUB
Jolt
Microsoft 365 for frontline workers / Teams + Shifts
Operandio
Poka
Sub Hero
SubSidekick
TeamViewer Frontline Workplace
Tulip
WebWork Tracker
Xenia
Zello
Zenput
frontlineapp.xyz
iMessage / SMS
Discontinued, still offered
No shut-down product was recommended here.
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