HR AI Index
September 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index Core HR and payroll Workforce scheduling › Small business September 2026 Edition

Workforce scheduling for small business buyers

Asked as “employee scheduling software”, and as “shift scheduling tool”, on behalf of a small B2B company. 42 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Clear leader
43% 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
01Homebase43%2%51endorsed leader
02Connecteam38%2%42endorsed leader
03Sling12%0%31accepted challenger
04When I Work7%9%46accepted challenger
Show the three products at 0%, ordered by negative rate
077shifts0%19%21accepted challenger
06Calendly0%11%18accepted challenger
05Deputy0%6%36accepted 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.

Recommended versus criticized

Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.

Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Homebase43%
02Connecteam38%
03Sling12%
04When I Work7%
05Deputy0%
06Calendly0%
077shifts0%

02What they warned about

Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, 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.
7shifts
19%
4 of 21 labels negative · 3 of 12 models · 2 hard negative
“I'd steer away from restaurant-specific platforms like 7shifts, HotSchedules, and Toast Scheduling” DeepSeek V4 Flash, direct prompt
Acuity Scheduling
43%
3 of 7 labels negative · 3 of 12 models
“flagged for glitches (app instability, frequent logouts, slow refreshes), no free tier, and steep pricing” Grok 4.1 Fast, negative prompt
When I Work
9%
4 of 46 labels negative · 3 of 12 models
“**When I Work** is worth a look, but it can be less feature-rich and may require more manual work than the others” GPT-5.4 mini, direct prompt
Vagaro
100%
2 of 2 labels negative · 2 of 12 models · 1 hard negative
“service-based avoid Vagaro” Grok 4.1 Fast, 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

62 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. 770 links across 189 sites, every framing counted. Ranked by the number of answers carrying the site or page.

39 answers · 75 citations · 10 models
36 answers · 49 citations · 10 models
vendor site · Connecteam33 answers · 57 citations · 10 models
vendor site · Zapier31 answers · 32 citations · 9 models
vendor site · People Managing People25 answers · 31 citations · 10 models
vendor site · Shifton22 answers · 23 citations · 10 models
22 answers · 22 citations · 9 models
vendor site · Buddy Punch14 answers · 15 citations · 9 models
vendor site · Select Software Reviews13 answers · 13 citations · 6 models
vendor site · Guideflow12 answers · 16 citations · 8 models
vendor site · Salesforce12 answers · 12 citations · 6 models
11 answers · 14 citations · 7 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 employee scheduling software for a small B2B company?”Paraphrase“Which shift scheduling tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top scheduling tools for a small team and how do they differ?”Budget-constrained“What is the best employee scheduling software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an employee scheduling software. What should we look at?”Negative“Which scheduling tools should a small business avoid or be cautious about?”
Claude Haiku 4.5Connecteam, Homebase
Two alternativesDeputy, When I Work
no first choiceChangedWhen I Work
Eight alternatives7shifts, Appointlet, Calendly, Connecteam, Deputy, Rallly, Sling, SuperSaaS
Sling, When I Work
Three alternativesDeputy, Homebase, Shifton
no first choiceagainst: HoneyBook, YouCanBookMe
GPT-5.4 miniConnecteam
One alternativeDeputy
against: When I Work
HomebaseChanged
One alternativeWhen I Work
against: 7shifts, Deputy
Calendly
Three alternativesDoodle, Google Calendar, Microsoft Bookings
Homebase, Sling
One alternativeWhen I Work
against: Connecteam
no first choicenothing named
Gemini 3.5 FlashConnecteam
Five alternativesCalendly, Chili Piper, Float, Resource Guru, When I Work
ConnecteamHeld
Three alternativesFloat, Homebase, When I Work
When I Work
Four alternatives7shifts, Connecteam, Homebase, Sling
Homebase
Three alternatives7shifts, Connecteam, Sling
no first choice
Six alternatives7shifts, Connecteam, Deputy, Homebase, Sling, When I Work
against: Dayforce, Hootsuite, Salesforce Scheduler, Sprout Social, TimeTrade, UKG Pro Workforce Management, Workday
Perplexity SonarConnecteam
Four alternativesBuddy Punch, Deputy, Homebase, When I Work
HomebaseChanged
Four alternativesConnecteam, Deputy, Sling, When I Work
Connecteam, Homebase
Three alternativesDeputy, Sling, When I Work
Sling
Two alternativesConnecteam, Homebase
no first choicenothing named
Grok 4.1 FastConnecteam
One alternativeHomebase
against: 7shifts
HomebaseChanged
Two alternativesConnecteam, When I Work
against: 7shifts
Homebase, Sling
One alternativeWhen I Work
Homebase
Four alternatives7shifts, Connecteam, Shifton, Sling
against: When I Work
no first choiceagainst: Acuity Scheduling, Calendly, Homebase, Setmore, Vagaro, When I Work, Workiz
Mistral SmallConnecteam
Three alternativesDeputy, Homebase, When I Work
ConnecteamHeld
Two alternativesBuddy Punch, Homebase
Calendly
Six alternativesDoodle, Microsoft Bookings, Reclaim.ai, SavvyCal, Setmore, YouCanBookMe
Connecteam, Homebase
Two alternatives7shifts, Sling
no first choicenothing named
DeepSeek V4 FlashConnecteam
Three alternativesBuddy Punch, Homebase, When I Work
against: 7shifts, HotSchedules, Toast Scheduling
HomebaseChanged
Two alternativesDeputy, Jobber
Homebase
Seven alternatives7shifts, Cal.com, Calendly, Connecteam, Deputy, Sling, When I Work
Sling
Two alternativesConnecteam, Homebase
no first choiceagainst: Acuity Scheduling, Calabrio, Deputy, Jobber, NICE CXone, OpenCal, Oracle Workforce Management, Shiftboard, Verint, When I Work, Zoho
Llama 4 MaverickConnecteam
Two alternativesDeputy, When I Work
Connecteam, HomebaseChangedno first choiceno first choiceno first choicenothing named
Qwen 3.7 FlashWhen I Work
Three alternativesCalendly, Gusto, QuickBooks Time
HomebaseChanged
Two alternativesConnecteam, When I Work
Sling, When I Work
Four alternativesCalendly, Homebase, Square Appointments, YouCanBookMe
Homebase
Three alternatives7shifts, Connecteam, When I Work
no first choice
Four alternativesDeputy, Homebase, Pinpoint, When I Work
against: Acuity Scheduling, Asana, Calendly, Google Calendar, Microsoft Dynamics 365, Oracle NetSuite, Salesforce, Smartsheet, Wrike
Kimi K2Connecteam, Homebase
Two alternativesSling, When I Work
Homebase, When I WorkChanged
Two alternativesDeputy, Sling
Homebase
Seven alternativesCalendly, Clockify, Connecteam, Deputy, Koalendar, Sling, When I Work
Homebase
Four alternatives7shifts, Shifton, Sling, TimeTrex
Connecteam
Four alternativesDeputy, Homebase, Sling, When I Work
against: Thryv, Vagaro
GLM 4.7 FlashXSling
Four alternativesDeputy, Homebase, When I Work, ZoomShift
against: BambooHR
ConnecteamChanged
Two alternativesHomebase, When I Work
Homebase
Six alternatives7shifts, Connecteam, Deputy, Rippling, Sling, When I Work
Homebase
Five alternatives7shifts, Connecteam, Deputy, Sling, When I Work
no first choicenothing named
MiniMax M2.5no first choiceConnecteam, HomebaseChanged
One alternativeCalendly
Homebase
Four alternatives7shifts, Connecteam, Deputy, When I Work
Homebase
Three alternativesConnecteam, Shifton, Sling
no first choicenothing named
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 21:22yes98 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:21yes39 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:01yes14229 s
Direct recommendationPerplexity Sonarsonar2026-09-17 19:44yes205 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:42yes2616 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 21:00yes158 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:58yes1416 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 21:22yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:52no030 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:26yes1337 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:20yes2544 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:13yes823 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 17:59no04 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:33no03 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 22:01yes758 s
ParaphrasePerplexity Sonarsonar2026-09-17 21:25yes205 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:38yes3115 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 19:56yes54 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:01yes1516 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:24yes52 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:56yes1351 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:15yes917 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:50yes1552 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:03yes1339 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:47yes910 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 21:38yes67 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 22:02yes1544 s
ComparativePerplexity Sonarsonar2026-09-17 18:47yes208 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:06yes2615 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 18:19yes1511 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 17:54yes2020 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:34yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:39yes523 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:47yes1530 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:51yes20103 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:48yes818 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 19:48yes98 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 21:29yes45 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:44yes1519 s
Budget constrainedPerplexity Sonarsonar2026-09-17 20:13yes206 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:16yes1611 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 20:21yes95 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:12yes1919 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:10yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:05yes1556 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:59yes819 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 21:40yes1181 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 21:46yes926 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:00no08 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:25no05 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:53yes1235 s
Scale constrainedPerplexity Sonarsonar2026-09-17 18:25yes208 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:17yes1411 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 21:14no06 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 17:58yes1014 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:49yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:06no029 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 21:08yes822 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:41no056 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:29no07 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:45yes177 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 17:53no05 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:51yes1622 s
Negative framingPerplexity Sonarsonar2026-09-17 20:08yes208 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 21:30yes4117 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 21:12yes98 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 21:22yes1816 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 21:42yes52 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:18yes1047 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:22yes1935 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 21:41yes2753 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:57yes923 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
Acuity read as Acuity Scheduling
Ceridian Dayforce read as Dayforce
Unresolved, counted raw
BIGContacts
CalendarHero
Lunchbox
MeetFox
Metricool
OpenCal
Publer
ServiceM8
SuperSaaS
Thryv
TimeTrade
Toast Scheduling
Workfeed
Zorka
Discontinued, still offered
No shut-down product was recommended here.
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