Workforce scheduling for small business buyers
Asked as “employee scheduling software”, and as “shift scheduling tool”, on behalf of a small B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
26%
Contested · Homebase 24%
26Connecteam24Homebase20Sling30others
26% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Connecteam (26%) replaces Homebase (26% then, 24% now), 2 points clear, inside the 13-point floor.Connecteam leads at 26%, replacing Homebase, which led at 26% and stands at 24% now: 2 points clear, inside the floor, so the swap reads as unsettled.
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
Connecteam26%Contested↗new leaderNew leader since October 2026: Connecteam (26%) replaces Homebase (26% then, 24% now), 2 points clear, inside the 13-point floor.This pageMid-market
Deputy29%Contested▼−8Since October 2026: 37% → 29%, −8 points. Inside the 13-point floor: within noise.Standing →Enterprise
UKG Pro Workforce Management40%Contested▲+11Since October 2026: 29% → 40%, +11 points. Inside the 13-point floor: within noise.Standing →
Connecteam26%Contested↗new leaderNew leader since October 2026: Connecteam (26%) replaces Homebase (26% then, 24% now), 2 points clear, inside the 13-point floor.This pageMid-marketDeputy29%Contested▼−8Since October 2026: 37% → 29%, −8 points. Inside the 13-point floor: within noise.Standing →EnterpriseUKG Pro Workforce Management40%Contested▲+11Since October 2026: 29% → 40%, +11 points. Inside the 13-point floor: within noise.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 October 2026
01Connecteam26%0%51accepted challenger▲+8Since October 2026: 18% → 26%, +8 points. Inside the 13-point floor: within noise.18% → 26%
Connecteam26%0%51accepted challenger▲+8Since October 2026: 18% → 26%, +8 points. Inside the 13-point floor: within noise.18% → 26%02
Homebase24%2%57accepted challenger▼−2Since October 2026: 26% → 24%, −2 points. Inside the 13-point floor: within noise.26% → 24%
Homebase24%2%57accepted challenger▼−2Since October 2026: 26% → 24%, −2 points. Inside the 13-point floor: within noise.26% → 24%03
Sling20%0%31accepted challenger▼−3Since October 2026: 23% → 20%, −3 points. Inside the 13-point floor: within noise.23% → 20%
Sling20%0%31accepted challenger▼−3Since October 2026: 23% → 20%, −3 points. Inside the 13-point floor: within noise.23% → 20%04
When I Work17%0%43accepted challenger▼−2Since October 2026: 19% → 17%, −2 points. Inside the 13-point floor: within noise.19% → 17%
When I Work17%0%43accepted challenger▼−2Since October 2026: 19% → 17%, −2 points. Inside the 13-point floor: within noise.19% → 17%05Deputy6%8%39accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 13-point floor: within noise.2% → 6%
Deputy6%8%39accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 13-point floor: within noise.2% → 6%Show the three products at 0%, ordered by negative rate
07
Calendly0%40%20criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Calendly0%40%20criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%08
Acuity Scheduling0%40%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Acuity Scheduling0%40%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%06
7shifts0%25%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
7shifts0%25%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All ten head-to-head pages: the top five products, each against each
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 →
0102030405060708Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Connecteam26%
Connecteam26%02Homebase24%
Homebase24%03Sling20%
Sling20%04When I Work17%
When I Work17%05Deputy6%
Deputy6%067shifts0%
7shifts0%07Calendly0%
Calendly0%08Acuity Scheduling0%
Acuity Scheduling0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, 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.
Calendly40%
8 of 20 labels negative · 7 of 14 models
“Calendly, Acuity, and similar booking tools are designed to fill customer time slots—not manage shift coverage, time-off requests, labor rules, or payroll integration.” Perplexity Sonar, negative prompt
Acuity Scheduling40%
4 of 10 labels negative · 4 of 14 models
“Some tools, like Acuity Scheduling, do not have a free plan and only offer email support, which can be restrictive for small businesses” Mistral Small, negative prompt
7shifts25%
5 of 20 labels negative · 3 of 14 models · 1 hard negative
“Avoid restaurant-focused tools like 7shifts which are overkill” DeepSeek V4 Flash, direct prompt
Google Calendar43%
3 of 7 labels negative · 3 of 14 models · 1 hard negative
“Basic/Free Tools Like Google Calendar (Standalone) or Doodle ... Why cautious/avoid” Grok 4.20, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
71 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. 682 links across 185 sites, every framing counted. Ranked by the number of answers carrying the site or page. 1 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.
43 answers · 74 citations · 14 models
34 answers · 41 citations · 12 models
29 answers · 47 citations · 9 models
22 answers · 22 citations · 11 models
21 answers · 24 citations · 8 models
21 answers · 22 citations · 10 models
16 answers · 19 citations · 9 models
vendor site · Zapier16 answers · 17 citations · 9 models
15 answers · 22 citations · 9 models
13 answers · 14 citations · 8 models
vendor site · TCP Software13 answers · 13 citations · 11 models
vendor site · Connecteam10 answers · 15 citations · 6 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.
27 answers · 11 models
26 answers · 12 models
22 answers · 11 models
21 answers · 10 models
19 answers · 8 models
14 answers · 7 models
14 answers · 8 models
14 answers · 8 models
12 answers · 8 models
12 answers · 11 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 |
|---|---|---|---|---|---|---|---|---|
| Connecteam connecteam.com | 26% | 693 | 49,500 | 288 | 312,449 | $13,504 | 120 | |
| Homebase joinhomebase.com | 24% | 353 | 201,000 | 3,839 | 472,253 | $793 | 120 | 2 |
| Sling getsling.com | 20% | 95 | 368,000 | 51,638 | 363,426 | |||
| When I Work wheniwork.com | 17% | 267 | 110,000 | 5,608 | 218,244 | $20 | 34 | 7 |
| Deputy deputy.com | 6% | 356 | 40,500 | 17,000 | 45,127 | $3,222 | 32 | 3 |
| Planday | 2% | 1,000 | 17 | |||||
| ZoomShift zoomshift.com | 2% | 4 | ||||||
| Jobber getjobber.com | 2% | 4 | ||||||
| Workever | 2% | |||||||
| 7shifts 7shifts.com | 0% | 64 | 60,500 | 220 | 152,968 | $246 | 69 |
Google's top ten for the three searches hold 22 sites; 3 of them are among the sites the models cited here (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 4.5Connecteamno first choiceChangedWhen I WorkSlingno first choiceagainst: Excel
Four alternatives
Deputy, Homebase, Sling, When I WorkFour alternatives
Connecteam, Deputy, Homebase, SlingThree alternatives
Connecteam, Homebase, When I WorkGPT-5.4 miniConnecteam, When I Workagainst: DeputyHomebaseChangedCalendlyHomebaseno first choicenothing named
One alternative
HomebaseTwo alternatives
Connecteam, When I WorkFour alternatives
Acuity Scheduling, Doodle, Microsoft Bookings, SetmoreTwo alternatives
Connecteam, When I WorkGemini 3.5 FlashConnecteamDeputyChangedWhen I WorkConnecteamWhen I Workagainst: 7shifts, Acuity Scheduling, Calendly, Deputy, Google Workspace Appointment Schedules, High-Tier Salesforce, Homebase, NetSuite, SavvyCal, Thryv
Six alternatives
Float, Homebase, Resource Guru, Robin, Skedda, When I WorkThree alternatives
Connecteam, Float, When I WorkSix alternatives
Acuity Scheduling, Cal.com, Calendly, Deputy, Homebase, SavvyCalThree alternatives
7shifts, Homebase, SlingFive alternatives
7shifts, Connecteam, Deputy, Homebase, SlingPerplexity SonarWhen I WorkHomebaseChangedno first choiceSlingno first choiceagainst: Acuity Scheduling, Calendly, Google Calendar
Four alternatives
Connecteam, Deputy, Homebase, QuickBooks TimeThree alternatives
Connecteam, Deputy, When I WorkTen alternatives
Cal.com, Calendly, Connecteam, Deputy, Google Calendar, Homebase, Microsoft Bookings, Setmore, Square Appointments, When I WorkOne alternative
HomebaseGrok 4.20When I WorkHomebaseChangedagainst: 7shiftsConnecteamSlingagainst: 7shifts, FindmyshiftDeputy, When I Workagainst: Calendly, Doodle, Google Calendar, SimplyBook.me, YouCanBookMe
Six alternatives
ClockShark, Connecteam, Homebase, QuickBooks Time, Rippling, SlingThree alternatives
Connecteam, Deputy, When I WorkSeven alternatives
7shifts, Acuity Scheduling, Buddy Punch, Calendly, Deputy, Homebase, SlingTwo alternatives
Connecteam, HomebaseMistral SmallConnecteamConnecteamHeldHomebaseHomebaseno first choiceagainst: Acuity Scheduling, Motion
Three alternatives
Buddy Punch, Homebase, SlingOne alternative
AgendrixFour alternatives
Connecteam, Deputy, Sling, When I WorkTwo alternatives
Connecteam, SlingDeepSeek V4 FlashConnecteam, Homebaseagainst: 7shiftsWhen I WorkChangedagainst: 7shifts, ClockSharkConnecteamSlingagainst: DeputySlingagainst: BookingKoala, Booksy, Calendly, Gingr
One alternative
When I WorkThree alternatives
Connecteam, Deputy, HomebaseFive alternatives
7shifts, Deputy, Homebase, Sling, When I WorkTwo alternatives
Connecteam, HomebaseFive alternatives
7shifts, Connecteam, Deputy, Homebase, When I WorkLlama 4 Maverickno first choiceConnecteamChangedno first choiceConnecteam, Homebase, Plandayno first choicenothing named
Three alternatives
Deputy, Homebase, When I WorkQwen 3.7 FlashWhen I WorkJobber, WorkeverChangedCalendlyHomebase, Slingno first choiceagainst: Excel/Sheets
Four alternatives
ClickUp, Deputy, Homebase, Monday.comThree alternatives
Connecteam, Deputy, HomebaseFive alternatives
Acuity Scheduling, Clockwise, Doodle, HubSpot Meetings, WhenIsGoodThree alternatives
Connecteam, Deputy, When I WorkKimi K2HomebaseHomebaseHeldConnecteamagainst: CalendlySlingno first choiceagainst: Calendly, Primavera P6
Four alternatives
Buddy Punch, Connecteam, Sling, When I WorkTwo alternatives
Connecteam, SlingThree alternatives
Deputy, Homebase, When I WorkTwo alternatives
Findmyshift, HomebaseGLM 4.7 FlashXSling, When I WorkConnecteamChanged7shifts, ConnecteamHomebaseno first choicenothing named
Three alternatives
Connecteam, Deputy, HomebaseTwo alternatives
Homebase, ServiceM8Three alternatives
Agendrix, ClockShark, HomebaseEight alternatives
7shifts, Connecteam, Deputy, HiveDesk, Shiftboard, Sling, TCP Humanity, When I WorkMiniMax M2.5Deputy, When I Workagainst: RipplingConnecteamChangedCalendly, SavvyCalSling, ZoomShiftno first choicenothing named
Three alternatives
ClockShark, Connecteam, HomebaseThree alternatives
Deputy, Homebase, SlingThree alternatives
Cal.com, Doodle, YouCanBookMeThree alternatives
Connecteam, Homebase, When I WorkGPT-6 LunaConnecteamHomebaseChangedHomebase, When I WorkSlingno first choiceagainst: Calendly, Google Calendar
One alternative
DeputyOne alternative
ConnecteamTwo alternatives
Connecteam, HomebaseMuse Glimmer 30BConnecteam, HomebaseConnecteamChangedDeputyagainst: DoodleSlingno first choiceagainst: Acuity Scheduling, Booksy Biz: For Businesses, Calendly, MailerLite Bookings, MyTime Scheduler for Merchants, Paycor Scheduling, Square Appointments, Trafft
Three alternatives
Deputy, Sling, When I WorkThree alternatives
Deputy, Homebase, QuickBooks TimeSeven alternatives
Acuity Scheduling, Cal.com, Calendly, Homebase, Planday, Sling, YouCanBookMeTwo alternatives
Connecteam, HomebaseBold 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.
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 | 2026-11-01 09:05 | yes | 16 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:09 | yes | 2 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:18 | yes | 10 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:46 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 5 | 23 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:49 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:23 | yes | 13 | 19 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:51 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:51 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:49 | yes | 8 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:11 | yes | 14 | 37 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:57 | yes | 5 | 20 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:50 | yes | 2 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:04 | yes | 10 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:32 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:08 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:53 | no | 0 | 11 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:15 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:04 | yes | 5 | 32 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:49 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:11 | yes | 18 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:30 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:44 | yes | 15 | 58 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:23 | yes | 8 | 55 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:20 | yes | 14 | 164 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:43 | yes | 5 | 16 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:45 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:17 | yes | 12 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:54 | yes | 10 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:52 | yes | 5 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:42 | no | 0 | 13 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:05 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 5 | 34 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:54 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:58 | yes | 17 | 25 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:31 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:26 | no | 0 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:28 | yes | 10 | 19 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:43 | yes | 5 | 17 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:01 | yes | 10 | 62 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:45 | yes | 6 | 17 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:40 | yes | 15 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:24 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:24 | yes | 1 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:57 | yes | 18 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:57 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:03 | yes | 20 | 41 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:54 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:14 | yes | 24 | 36 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:34 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:10 | yes | 10 | 17 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:21 | yes | 5 | 14 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:39 | yes | 8 | 30 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:42 | yes | 14 | 55 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:23 | yes | 3 | 7 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:21 | yes | 11 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:48 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:18 | no | 0 | 4 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:36 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:30 | yes | 10 | 5 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:05 | yes | 5 | 37 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:06 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:35 | yes | 14 | 49 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:15 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:42 | yes | 5 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:02 | yes | 9 | 60 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:36 | no | 0 | 9 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:41 | no | 0 | 16 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:38 | yes | 3 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:40 | no | 0 | 2 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:02 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:48 | no | 0 | 3 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:13 | yes | 12 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:19 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:06 | yes | 10 | 33 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:52 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:06 | yes | 25 | 26 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:05 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:02 | yes | 5 | 29 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:22 | yes | 24 | 46 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:47 | yes | 24 | 42 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:55 | yes | 12 | 32 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:32 | yes | 4 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:11 | yes | 25 | 25 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
Unresolved, counted raw
BookingKoala
Booksy
Booksy Biz: For Businesses
Gingr
GlossGenius
Goldie
High-Tier Salesforce
MailerLite Bookings
Mangomint
MyTime Scheduler for Merchants
NetSuite
Paycor Scheduling
Primavera P6
Robin
ScheduleBase
ShiftNote
Slack or asana-based tools
TeamGantt
Toast
Trafft
WhenIsGood
Workever
Discontinued, still offered
No shut-down product was recommended here.