Workforce scheduling
Asked as “employee scheduling software”, and as “shift scheduling tool”, on behalf of a mid-market B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
29%
Contested · Sling 25%
29Deputy25Sling24When I Work22others
29% of first choices, contested.
Since October 2026▼−8Since October 2026: 37% → 29%, −8 points. Inside the 13-point floor: within noise.Deputy held the lead, −8 points on 37%, inside the 13-point 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
Connecteam26%Contested↗new leaderNew leader since October 2026: Connecteam (26%) replaces Homebase (26% then, 24% now), 2 points clear, inside the 13-point floor.Standing →Mid-market
Deputy29%Contested▼−8Since October 2026: 37% → 29%, −8 points. Inside the 13-point floor: within noise.This pageEnterprise
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.Standing →Mid-marketDeputy29%Contested▼−8Since October 2026: 37% → 29%, −8 points. Inside the 13-point floor: within noise.This pageEnterpriseUKG 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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Deputy29%2%40accepted challenger▼−8Since October 2026: 37% → 29%, −8 points. Inside the 13-point floor: within noise.37% → 29%
Deputy29%2%40accepted challenger▼−8Since October 2026: 37% → 29%, −8 points. Inside the 13-point floor: within noise.37% → 29%02
Sling25%6%36accepted challenger▲+1Since October 2026: 24% → 25%, +1 point. Inside the 13-point floor: within noise.24% → 25%
Sling25%6%36accepted challenger▲+1Since October 2026: 24% → 25%, +1 point. Inside the 13-point floor: within noise.24% → 25%03
When I Work24%2%43accepted challenger▲+18Since October 2026: 6% → 24%, +18 points. Past the 13-point floor: movement.6% → 24%
When I Work24%2%43accepted challenger▲+18Since October 2026: 6% → 24%, +18 points. Past the 13-point floor: movement.6% → 24%04
Homebase10%4%23accepted challenger▲+4Since October 2026: 6% → 10%, +4 points. Inside the 13-point floor: within noise.6% → 10%
Homebase10%4%23accepted challenger▲+4Since October 2026: 6% → 10%, +4 points. Inside the 13-point floor: within noise.6% → 10%05Connecteam2%2%40accepted challenger▼−8Since October 2026: 10% → 2%, −8 points. Inside the 13-point floor: within noise.10% → 2%
Connecteam2%2%40accepted challenger▼−8Since October 2026: 10% → 2%, −8 points. Inside the 13-point floor: within noise.10% → 2%Show the six products at 0%, ordered by negative rate
10
Calendly0%28%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Calendly0%28%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%11
Doodle0%18%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Doodle0%18%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%06
7shifts0%0%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
7shifts0%0%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%07Planday0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
09
Acuity Scheduling0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Acuity Scheduling0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%08
Cal.com0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Cal.com0%0%10accepted 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.
For buyers
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 →
010203040506P07
08091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Deputy29%
Deputy29%02Sling25%
Sling25%03When I Work24%
When I Work24%04Homebase10%
Homebase10%05Connecteam2%
Connecteam2%067shifts0%
7shifts0%07Planday0%
08Cal.com0%
Cal.com0%09Acuity Scheduling0%
Acuity Scheduling0%10Calendly0%
Calendly0%11Doodle0%
Doodle0%What they warned about
Five of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Kimi K2, 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.
Google Calendar56%
5 of 9 labels negative · 5 of 14 models · 3 hard negative
“Avoid using simple shared calendar apps (like basic Google Calendar or Outlook) for project management or complex team scheduling.” Mistral Small, negative prompt
Calendly28%
5 of 18 labels negative · 5 of 14 models · 2 hard negative
“US company that stores names, emails, IP addresses, and passes data to US sub-processors. Not ideal for sensitive scheduling” MiniMax M2.5, negative prompt
Reclaim.ai50%
3 of 6 labels negative · 3 of 14 models · 1 hard negative
“Reclaim.ai: No native mobile app, which limits on-the-go adjustments and can lead to scheduling conflicts” Grok 4.20, negative prompt
HubSpot Meetings67%
2 of 3 labels negative · 2 of 14 models · 2 hard negative
“Avoid these if you are a freelancer or small business that values flexibility over integrated reporting.” Qwen 3.7 Flash, 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
69 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. 618 links across 234 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.
31 answers · 47 citations · 11 models
vendor site · Lead Change Group21 answers · 36 citations · 10 models
21 answers · 23 citations · 10 models
20 answers · 30 citations · 8 models
19 answers · 21 citations · 10 models
13 answers · 23 citations · 9 models
vendor site · Zapier12 answers · 12 citations · 6 models
10 answers · 10 citations · 7 models
vendor site · Guideflow9 answers · 11 citations · 6 models
9 answers · 9 citations · 9 models
vendor site · Connecteam8 answers · 8 citations · 7 models
vendor site · Cal.com7 answers · 9 citations · 5 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.
20 answers · 10 models
18 answers · 9 models
13 answers · 8 models
13 answers · 8 models
12 answers · 9 models
10 answers · 4 models
10 answers · 5 models
6 answers · 6 models
6 answers · 5 models
6 answers · 5 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 |
|---|---|---|---|---|---|---|---|---|
| Deputy deputy.com | 29% | 356 | 40,500 | 17,000 | 45,127 | $3,222 | 32 | 3 |
| Sling getsling.com | 25% | 95 | 368,000 | 51,638 | 363,426 | |||
| When I Work wheniwork.com | 24% | 267 | 110,000 | 5,608 | 218,244 | $20 | 34 | 7 |
| Homebase joinhomebase.com | 10% | 353 | 201,000 | 3,839 | 472,253 | $793 | 120 | 2 |
| Rippling rippling.com | 4% | 1438 | 301,000 | 17,886 | 712,399 | $42,013 | 115 | |
| Connecteam connecteam.com | 2% | 693 | 49,500 | 288 | 312,449 | $13,504 | 120 | |
| UKG Ready ukg.com | 2% | 89 | 18,100 | 215 | 310,168 | $11,996 | 120 | |
| Deputy Core | 2% | |||||||
| Float float.com | 2% | 17 | 60,500 | 177,387 | 38,659 | 12 | ||
| 7shifts 7shifts.com | 0% | 64 | 60,500 | 220 | 152,968 | $246 | 69 |
Google's top ten for the three searches hold 22 sites; 2 of them are among the sites the models cited here (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 mid-market B2B company?”Paraphrase“Which shift scheduling tool would you recommend to a mid-sized B2B company?”Comparative“What are the top scheduling tools and how do they differ?”Budget-constrained“What is the best employee scheduling software for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an employee scheduling software. What should we look at?”Negative“Which scheduling tools should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceno first choiceHeldno first choiceHomebase, Slingno first choicenothing named
Four alternatives
Deputy, Planday, When I Work, XShift AIGPT-5.4 miniRippling, UKG Readyagainst: HomebaseRipplingChangedno first choiceConnecteam, Slingno first choicenothing named
Two alternatives
Connecteam, DeputyThree alternatives
Agendrix, OnTheClock, TeambridgeOne alternative
When I WorkGemini 3.5 FlashFloatDeputyChangedno first choiceHomebaseagainst: Google Sheets / Excelno first choiceagainst: Appointlet, Sunrise Calendar
Four alternatives
Connecteam, Deputy, Resource Guru, RipplingSeven alternatives
Opsgenie, PagerDuty, Salesforce Field Service, Shiftboard, Skedulo, When I Work, Workforce.comFour alternatives
7shifts, Connecteam, Sling, When I WorkPerplexity SonarDeputyDeputyHeldagainst: Slingno first choiceSlingno first choiceagainst: Google Calendar, Outlook
Four alternatives
Connecteam, Planday, Sling, When I WorkFive alternatives
Connecteam, Microsoft Shifts, Shiftboard, When I Work, Workforce.comEleven alternatives
7shifts, Acuity Scheduling, Cal.com, Calendly, Connecteam, Deputy, Google Calendar, Microsoft Bookings, Motion, Reclaim, When I WorkFour alternatives
7shifts, Connecteam, Homebase, When I WorkGrok 4.20Deputyagainst: UKG Pro Workforce ManagementDeputyHeldagainst: Slingno first choiceSlingno first choiceagainst: Apple Calendar, Calendly, Google Calendar, Motion, Notion, Outlook Calendar, Reclaim.ai, Routinery, Sunsama
Three alternatives
Connecteam, Sling, When I WorkTwo alternatives
Connecteam, When I WorkThree alternatives
Connecteam, Homebase, When I WorkSeven alternatives
7shifts, Deputy, Homebase, Humanity, Shiftboard, UKG Pro Workforce Management, When I WorkMistral SmallWhen I WorkDeputy, When I WorkChangedno first choiceSlingno first choiceagainst: Calendly, Google Calendar, Outlook
Two alternatives
Deputy, SlingTwo alternatives
Planday, SlingThree alternatives
Connecteam, Findmyshift, HomebaseDeepSeek V4 FlashWhen I WorkDeputyChangedDeputyHomebase, Slingno first choiceagainst: Deputy, Doodle, Hootsuite, HotSchedules, Jira, Microsoft Project, Motion, Oracle P6, Reclaim.ai, Smartsheet, TweetDeck, When I Work
Three alternatives
Deputy, Planday, SlingTwo alternatives
Sling, When I WorkFour alternatives
7shifts, Connecteam, Homebase, When I WorkTwo alternatives
7shifts, ConnecteamLlama 4 Maverickno first choiceWhen I WorkChangedno first choiceSlingno first choicenothing named
Four alternatives
Connecteam, Deputy, Planday, SlingThree alternatives
Connecteam, Homebase, XShift AIQwen 3.7 FlashWhen I WorkWhen I WorkHeldWhen I WorkHomebase, Slingno first choiceagainst: Airtable, Connecteam, Deput, HubSpot Meetings, Monday.com scheduling, Notion, Salesforce Appointment Templates, WhenIn, Zapier
Three alternatives
Deputy, Sling, TimeForgeTwo alternatives
Connecteam, DeputyThree alternatives
Connecteam, Deputy, SlingFour alternatives
7shifts, Connecteam, Deputy, XShift AIKimi K2DeputyDeputy, When I WorkChangedCalendlyHomebase, Slingno first choiceagainst: Calendly, Clockwise, Reclaim.ai, X.ai
Two alternatives
Sling, When I WorkSix alternatives
Connecteam, Homebase, Rippling, Rotageek, Shiftlab, UKG ReadyFour alternatives
Cal.com, Motion, Reclaim.ai, SavvyCalThree alternatives
Agendrix, Connecteam, FindmyshiftGLM 4.7 FlashXDeputy, When I WorkDeputy, When I WorkHeldno first choiceSlingno first choiceagainst: Booking Koala, Google, SingleOps, ZenMaid, meetergo
Three alternatives
Connecteam, Planday, SlingTwo alternatives
Connecteam, SlingFour alternatives
Connecteam, Homebase, Planday, When I WorkMiniMax M2.5Deputy, When I WorkDeputyChangedCalendlySlingagainst: Google Sheets / Excelno first choiceagainst: Calendly, Cronofy, Doodle, Google Calendar
Three alternatives
Connecteam, QuickBooks Time, SlingFour alternatives
Connecteam, Planday, Sling, When I WorkFour alternatives
Acuity Scheduling, Appointy, Clara, Square AppointmentsFour alternatives
ClockIt, Homebase, QuickStaff, When I WorkGPT-6 LunaDeputyDeputy CoreChangedCalendlySlingno first choicenothing named
One alternative
UKG ReadyTwo alternatives
UKG Ready, When I WorkFive alternatives
Acuity Scheduling, Cal.com, Doodle, Google Calendar, Microsoft BookingsTwo alternatives
Homebase, When I WorkMuse Glimmer 30BWhen I WorkDeputy, When I WorkChangedno first choiceSlingno first choiceagainst: Calendly, Google Calendar, HubSpot Meetings, Microsoft Bookings
Four alternatives
Connecteam, Deputy, Planday, SlingOne alternative
ShiftboardThree alternatives
Connecteam, Homebase, When I WorkBold 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 12:27 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:33 | yes | 2 | 6 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 08:39 | yes | 11 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:40 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 12 | 33 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:16 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:33 | yes | 22 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:18 | yes | 6 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:57 | yes | 5 | 46 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:32 | yes | 8 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:54 | yes | 13 | 38 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:01 | yes | 8 | 51 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:08 | yes | 2 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:37 | yes | 10 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:34 | no | 0 | 3 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:19 | yes | 3 | 6 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 10:50 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:42 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:02 | yes | 5 | 28 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:04 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:48 | yes | 23 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:59 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:05 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:33 | yes | 10 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:54 | yes | 9 | 18 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:56 | yes | 5 | 18 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:51 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:39 | yes | 11 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:31 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:51 | yes | 6 | 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 09:17 | no | 0 | 14 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:49 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:11 | yes | 5 | 32 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:07 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:14 | yes | 23 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:48 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:11 | yes | 10 | 38 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:47 | yes | 10 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:43 | yes | 18 | 28 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:45 | yes | 5 | 36 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:46 | yes | 6 | 15 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:15 | yes | 13 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:29 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:31 | yes | 3 | 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 12:08 | yes | 11 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:52 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:26 | yes | 5 | 25 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:49 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:49 | yes | 14 | 11 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:23 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:45 | yes | 5 | 20 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:46 | yes | 5 | 15 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:49 | yes | 7 | 25 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:45 | yes | 5 | 22 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:54 | yes | 3 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:44 | yes | 13 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:47 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:46 | no | 0 | 7 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 10:39 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:12 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:27 | yes | 5 | 34 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:42 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:24 | yes | 18 | 44 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:30 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:46 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:10 | no | 0 | 33 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:18 | yes | 15 | 16 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:13 | no | 0 | 16 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:44 | yes | 3 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:30 | no | 0 | 2 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:05 | no | 0 | 2 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:55 | yes | 5 | 10 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 10:30 | yes | 8 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:20 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 5 | 31 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:58 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:40 | yes | 25 | 34 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:52 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:08 | no | 0 | 28 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:18 | yes | 15 | 63 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:43 | yes | 23 | 49 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:41 | yes | 15 | 49 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:59 | yes | 2 | 10 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:20 | yes | 15 | 19 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
Google Calendar appointment schedules read as Google Calendar
UKG read as UKG Pro Workforce Management
UKG (Ultimate Kronos Group) read as UKG Pro Workforce Management
Workday read as Workday Workforce Management
Unresolved, counted raw
Akiflow
Booking Koala
CalendarHero
ClockIt
Deput
Deputy Core
FoxOMS
Google Workspace add-ons
Monday.com scheduling
Omnify
Opsgenie (by Atlassian)
Oracle P6
PagerDuty
QuickStaff
Reclaim
Routinery
Salesforce Appointment Templates
Shedul
Shiftlab
SingleOps
Striven
Sunrise Calendar
TherapyNotes
TuCalendi
TweetDeck
Tymeslot
ZenMaid
Zip Schedules
zcal
Discontinued, still offered
No shut-down product was recommended here.