Workforce scheduling for small business buyers
Asked as “employee scheduling software”, and as “shift scheduling tool”, on behalf of a small B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
26%
Contested · Sling 23%
26Homebase23Sling19When I Work32others
26% of first choices, contested.
Since September 2026▼−18Since September 2026: 43% → 24%, −18 points. Past the 13-point floor: movement. Read over the models both editions asked.Homebase held the lead, −18 points on 43%, 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
Homebase26%Contested▼−18Since September 2026: 43% → 24%, −18 points. Past the 13-point floor: movement. Read over the models both editions asked.This pageMid-market
Deputy37%Contested▲+9Since September 2026: 26% → 34%, +9 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
UKG Pro Workforce Management20%Contested↗new leaderNew leader since September 2026: UKG Pro Workforce Management (17%) replaces Workday Workforce Management (16% then, 8% now), 8 points clear, inside the 13-point floor.Standing →
Homebase26%Contested▼−18Since September 2026: 43% → 24%, −18 points. Past the 13-point floor: movement. Read over the models both editions asked.This pageMid-marketDeputy37%Contested▲+9Since September 2026: 26% → 34%, +9 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseUKG Pro Workforce Management20%Contested↗new leaderNew leader since September 2026: UKG Pro Workforce Management (17%) replaces Workday Workforce Management (16% then, 8% now), 8 points clear, inside the 13-point floor.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 September 2026
01Homebase26%2%52accepted challenger▼−18Since September 2026: 43% → 24%, −18 points. Past the 13-point floor: movement. Read over the models both editions asked.43% → 24%
Homebase26%2%52accepted challenger▼−18Since September 2026: 43% → 24%, −18 points. Past the 13-point floor: movement. Read over the models both editions asked.43% → 24%02
Sling23%0%31accepted challenger▲+13Since September 2026: 12% → 24%, +13 points. Inside the 13-point floor: within noise. Read over the models both editions asked.12% → 24%
Sling23%0%31accepted challenger▲+13Since September 2026: 12% → 24%, +13 points. Inside the 13-point floor: within noise. Read over the models both editions asked.12% → 24%03
When I Work19%6%48accepted challenger▲+11Since September 2026: 7% → 18%, +11 points. Inside the 13-point floor: within noise. Read over the models both editions asked.7% → 18%
When I Work19%6%48accepted challenger▲+11Since September 2026: 7% → 18%, +11 points. Inside the 13-point floor: within noise. Read over the models both editions asked.7% → 18%04
Connecteam18%8%48accepted challenger▼−22Since September 2026: 38% → 16%, −22 points. Past the 13-point floor: movement. Read over the models both editions asked.38% → 16%
Connecteam18%8%48accepted challenger▼−22Since September 2026: 38% → 16%, −22 points. Past the 13-point floor: movement. Read over the models both editions asked.38% → 16%05Deputy2%9%33accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
Deputy2%9%33accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%06
Calendly2%28%29criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
Calendly2%28%29criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%07
Buddy Punch2%20%10accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
Buddy Punch2%20%10accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%Show the two products at 0%, ordered by negative rate
09
Acuity Scheduling0%33%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Acuity Scheduling0%33%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%08
7shifts0%10%21accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
7shifts0%10%21accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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.
All twenty-one head-to-head pages: the top seven products, each against each
Deputy vs HomebaseDeputy vs RipplingDeputy vs Workforce.comSling vs ConnecteamSling vs When I WorkSling vs HomebaseSling vs RipplingSling vs Workforce.comConnecteam vs When I WorkConnecteam vs HomebaseConnecteam vs RipplingConnecteam vs Workforce.comWhen I Work vs HomebaseWhen I Work vs RipplingWhen I Work vs Workforce.comHomebase vs RipplingHomebase vs Workforce.comRippling vs Workforce.com
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 →
010203040506070809Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Homebase26%
Homebase26%02Sling23%
Sling23%03When I Work19%
When I Work19%04Connecteam18%
Connecteam18%05Deputy2%
Deputy2%06Calendly2%
Calendly2%07Buddy Punch2%
Buddy Punch2%087shifts0%
7shifts0%09Acuity Scheduling0%
Acuity Scheduling0%What they warned about
Three of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B 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.
Calendly28%
8 of 29 labels negative · 8 of 14 models
“Tools such as Calendly can work well for consultations, but check whether they handle your needs for services, multiple staff, rooms or equipment, deposits, classes, and point-of-sale.” GPT-6 Luna, negative prompt
Acuity Scheduling33%
4 of 12 labels negative · 4 of 14 models · 1 hard negative
“**Acuity Scheduling** (Too expensive, no support, complex).” GLM 4.7 FlashX, negative prompt
Connecteam8%
4 of 48 labels negative · 4 of 14 models · 1 hard negative
“You should **avoid** tools that do not sync directly with your accounting stack. * **Tool to Watch: Connecteam**” Qwen 3.7 Flash, negative prompt
When I Work6%
3 of 48 labels negative · 3 of 14 models · 1 hard negative
“Avoid if you need advanced compliance features or complex scheduling rules” Claude Haiku 4.5, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
77 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. 988 links across 206 sites, every framing counted. Ranked by the number of answers carrying the site or page. 6 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.
48 answers · 105 citations · 12 models
43 answers · 75 citations · 12 models
36 answers · 39 citations · 11 models
vendor site · Connecteam27 answers · 42 citations · 11 models
vendor site · Shifton26 answers · 26 citations · 12 models
vendor site · Zapier24 answers · 25 citations · 10 models
vendor site · Buddy Punch24 answers · 24 citations · 10 models
21 answers · 27 citations · 9 models
21 answers · 25 citations · 10 models
vendor site · FirstHR20 answers · 25 citations · 11 models
20 answers · 21 citations · 10 models
vendor site · Calendly17 answers · 18 citations · 11 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.
31 answers · 12 models
30 answers · 11 models
26 answers · 12 models
25 answers · 9 models
23 answers · 9 models
22 answers · 10 models
20 answers · 10 models
18 answers · 11 models
15 answers · 8 models
15 answers · 7 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 employee scheduling software”, “employee scheduling software”, “scheduling tools”. 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 |
|---|---|---|---|---|---|---|---|---|
| Homebase joinhomebase.com | 26% | 404 | 201,000 | 3,839 | 472,253 | $793 | 120 | 2 |
| Sling getsling.com | 23% | 82 | 368,000 | 51,638 | 363,426 | |||
| When I Work wheniwork.com | 19% | 240 | 110,000 | 5,608 | 218,244 | $20 | 34 | 7 |
| Connecteam connecteam.com | 18% | 573 | 49,500 | 288 | 312,449 | $13,504 | 120 | |
| Deputy deputy.com | 2% | 256 | 40,500 | 17,000 | 45,127 | $3,222 | 32 | 3 |
| Calendly calendly.com | 2% | 240 | 368,000 | 2,824 | 292,858 | $34 | 5 | 1 |
| Buddy Punch buddypunch.com | 2% | 63 | 9,900 | 48 | 39,250 | 5 | 1 | |
| QuickBooks Time | 2% | 1,000,000 | 54,681 | |||||
| Shifton shifton.com | 2% | 7 | ||||||
| Float float.com | 2% | 20 | 60,500 | 177,387 | 38,659 | 12 |
Google's top ten for the three searches hold 22 sites; 5 of them are among the sites the models cited here (buddypunch.com, calendly.com, joinhomebase.com, peoplemanagingpeople.com, zapier.com). The first result for “best employee scheduling software” is buddypunch.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 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 4.5no first choiceno first choiceHeldHomebaseShifton, Sling, When I Workno first choiceagainst: Buddy Punch, Connecteam, HoneyBook, Shiftboard, When I Work
Seven alternatives
Buddy Punch, Calendly, Connecteam, Setmore, Square Appointments, TeamGantt, Zoho ProjectsOne alternative
HomebaseGPT-5.4 miniSlingWhen I WorkChangedCalendlyConnecteamno first choicenothing named
One alternative
DeputyTwo alternatives
Connecteam, HomebaseFour alternatives
Cal.com, Doodle, Microsoft Bookings, Zoho BookingsTwo alternatives
7shifts, When I WorkGemini 3.5 FlashFloatWhen I WorkChangedConnecteamagainst: ClockwiseConnecteamWhen I Workagainst: UKG Pro, Workday Workforce Managementagainst: Calendly, Google Workspace Appointment Schedules, TimeTrade
Six alternatives
Calendly, Chili Piper, Deputy, Resource Guru, SavvyCal, When I WorkThree alternatives
Calendly, Connecteam, DeputyFive alternatives
Cal.com, Calendly, Reclaim.ai, SavvyCal, When I WorkFour alternatives
7shifts, Homebase, Sling, When I WorkFour alternatives
7shifts, Connecteam, Deputy, HomebasePerplexity SonarWhen I WorkWhen I WorkHeldConnecteam, HomebaseSlingagainst: Setmoreno first choiceagainst: Acuity Scheduling, Calendly, Thryv
Two alternatives
Connecteam, RipplingOne alternative
DeputyFour alternatives
Calendly, Deputy, Google Calendar, When I WorkTwo alternatives
Connecteam, HomebaseGrok 4.1 FastConnecteamagainst: 7shiftsHomebaseChangedagainst: DeputyHomebaseagainst: Doodle, When2meetHomebaseno first choiceagainst: 7shifts, ADP Workforce Now, Acuity Scheduling, Basic Excel Templates, Calendly, Clockify, Connecteam, Google Sheets, Setmore, SimplyBook.me, UKG Pro
Two alternatives
Homebase, When I WorkTwo alternatives
Connecteam, When I WorkFour alternatives
Acuity Scheduling, Calendly, Connecteam, When I WorkTwo alternatives
Sling, When I WorkMistral SmallConnecteam, QuickBooks TimeHomebase, SlingChangedHomebaseSlingagainst: Buddy Punchno first choicenothing named
Two alternatives
OnTheClock, When I WorkOne alternative
OnTheClockFive alternatives
Calendly, Connecteam, When I Work, YouCanBookMe, Zoho BookingsTwo alternatives
Connecteam, HomebaseDeepSeek V4 FlashWhen I WorkHomebaseChangedHomebaseagainst: Deputy, When I WorkSlingagainst: ConnecteamConnecteam, Homebaseagainst: Calendly, SAP, Salesforce Scheduling
Seven alternatives
Acuity Scheduling, BigTime, Calendly, Connecteam, Deputy, Homebase, SlingThree alternatives
Deputy, Sling, When I WorkOne alternative
ConnecteamOne alternative
HomebaseTwo alternatives
Deputy, When I WorkLlama 4 Maverickno first choiceOrdioChangedConnecteamConnecteam, Homebase, SlingHomebaseagainst: Google Calendar, POS-connected scheduling, Spreadsheet or timesheet templates
Two alternatives
7shifts, Snap ScheduleTwo alternatives
Calendly, ShiftonThree alternatives
7shifts, Connecteam, DeputyQwen 3.7 FlashConnecteamWhen I WorkChangedWhen I WorkHomebase, Slingno first choiceagainst: Connecteam, Deputy, Homebase, When I Work
Four alternatives
Calendly, Deputy, Homebase, Salesforce SchedulerTwo alternatives
Connecteam, DeputyFour alternatives
Calendly, Deputy, Homebase, Zoom ShiftThree alternatives
7shifts, Connecteam, FindmyshiftKimi K2HomebaseHomebaseHeldHomebase, When I Workagainst: ClockifySlingno first choiceagainst: Calendly, Microsoft 365, Square Appointments
Three alternatives
Connecteam, Deputy, When I WorkTwo alternatives
Connecteam, SlingThree alternatives
Calendly, Google Calendar, Microsoft BookingsTwo alternatives
Findmyshift, HomebaseSix alternatives
7shifts, Buddy Punch, Connecteam, Deputy, Homebase, When I WorkGLM 4.7 FlashXBuddy PunchDeputy, HomebaseChangedHomebaseSlingno first choiceagainst: Acuity Scheduling, Calendly, Google Sheets, WhatsApp
Four alternatives
Connecteam, Homebase, QuickBooks Time, When I WorkOne alternative
SlingFour alternatives
7shifts, Calendly, Connecteam, DeputyTwo alternatives
Connecteam, HomebaseMiniMax M2.5Calendly, ConnecteamSling, WhenToWorkChangedConnecteam, When I WorkSlingHomebase, When I Workagainst: Doodle, Google Calendar, HubSpot Meetings, Microsoft Bookings, Thryv, Zeeg
Three alternatives
7shifts, Sling, When I WorkTwo alternatives
7shifts, HomebaseThree alternatives
Calendly, Clockwise, HomebaseThree alternatives
7shifts, Connecteam, HomebaseTwo alternatives
7shifts, DeputyGPT-6 LunaWhen I WorkConnecteamChangedHomebaseHomebaseno first choiceagainst: Calendly, Square Appointments
Two alternatives
Deputy, HomebaseOne alternative
DeputyFour alternatives
Cal.com, Calendly, Deputy, When I WorkTwo alternatives
7shifts, ConnecteamMuse Glimmer 30BWhen I WorkConnecteamChangedConnecteamHomebase, SlingHomebaseagainst: Acuity Scheduling, Calendly
Two alternatives
Deputy, HomebaseThree alternatives
Deputy, Homebase, When I WorkFour alternatives
Acuity Scheduling, CalendarJet, Calendly, When I WorkTwo alternatives
Connecteam, When I WorkTwo alternatives
7shifts, SlingBold 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
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 | 2026-10-01 12:05 | no | 0 | 3 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:27 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:19 | yes | 15 | 61 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:25 | yes | 18 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:17 | yes | 21 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:57 | yes | 11 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:39 | yes | 23 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:00 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:19 | yes | 7 | 40 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:36 | yes | 12 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:56 | yes | 12 | 18 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:36 | yes | 20 | 28 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:10 | yes | 3 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:08 | yes | 18 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:41 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:34 | yes | 2 | 8 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:18 | yes | 6 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:40 | yes | 19 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:40 | yes | 22 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:44 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:18 | yes | 24 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:07 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:22 | no | 0 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:34 | yes | 18 | 18 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:10 | yes | 19 | 164 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:18 | yes | 5 | 12 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:51 | yes | 2 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:02 | yes | 19 | 29 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:45 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:50 | yes | 4 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:04 | yes | 22 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 10:13 | yes | 20 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:07 | yes | 23 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:38 | yes | 11 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:23 | yes | 25 | 61 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:23 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:48 | yes | 10 | 24 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:32 | yes | 14 | 23 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:33 | yes | 19 | 31 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:58 | yes | 13 | 22 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:11 | yes | 6 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:42 | yes | 15 | 33 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:15 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:16 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:11 | yes | 21 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 12:02 | yes | 20 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:19 | yes | 14 | 5 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:39 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:45 | yes | 14 | 15 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:15 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:25 | yes | 5 | 24 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:38 | yes | 10 | 17 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:06 | yes | 25 | 40 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:02 | yes | 15 | 25 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:36 | yes | 3 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:57 | yes | 13 | 15 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:29 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:44 | no | 0 | 4 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:31 | yes | 8 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 08:31 | yes | 20 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:00 | yes | 15 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:55 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:53 | yes | 17 | 36 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:39 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:45 | no | 0 | 35 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:43 | yes | 16 | 24 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:14 | yes | 10 | 21 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:05 | yes | 5 | 16 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:55 | yes | 2 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:33 | yes | 13 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:00 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:43 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:00 | yes | 18 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:33 | yes | 20 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:37 | yes | 20 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:28 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:43 | yes | 22 | 29 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:56 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:11 | yes | 15 | 65 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:59 | yes | 24 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:01 | yes | 23 | 92 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:46 | yes | 5 | 17 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:35 | yes | 3 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:07 | yes | 23 | 34 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
Acuity read as Acuity Scheduling
Google Calendar appointment schedules read as Google Calendar
Workday read as Workday Workforce Management
Unresolved, counted raw
Basic Excel Templates
CalendarJet
ClinicSense
GlossGenius
POS-connected scheduling
Salesforce Scheduling
SocialSchedules
Spreadsheet or timesheet templates
Square Shifts
TeamGantt
TimeTrade
WhenToWork
Zip Schedules
Zoom Shift (formerly 7shifts)
Discontinued, still offered
No shut-down product was recommended here.