Meeting scheduling for enterprise buyers
Asked as “meeting scheduling tool for sales teams”, and as “appointment scheduling software”, on behalf of an enterprise B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
54%
Clear leader
54Calendly29Chili Piper07Cal.com11others
54% of first choices, clear leader.
Since October 2026▲+8Since October 2026: 46% → 54%, +8 points. Inside the 11-point floor: within noise.Calendly held the lead, +8 points on 46%, inside the 11-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
Calendly66%Clear leader▲+7Since October 2026: 59% → 66%, +7 points. Inside the 11-point floor: within noise.Standing →Mid-marketCalendly56%Clear leader▲+20Since October 2026: 36% → 56%, +20 points. Past the 11-point floor: movement.Standing →EnterpriseCalendly54%Clear leader▲+8Since October 2026: 46% → 54%, +8 points. Inside the 11-point floor: within noise.This page
Calendly66%Clear leader▲+7Since October 2026: 59% → 66%, +7 points. Inside the 11-point floor: within noise.Standing →Mid-marketCalendly56%Clear leader▲+20Since October 2026: 36% → 56%, +20 points. Past the 11-point floor: movement.Standing →EnterpriseCalendly54%Clear leader▲+8Since October 2026: 46% → 54%, +8 points. Inside the 11-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Calendly54%10%73endorsed leader▲+8Since October 2026: 46% → 54%, +8 points. Inside the 11-point floor: within noise.46% → 54%
Calendly54%10%73endorsed leader▲+8Since October 2026: 46% → 54%, +8 points. Inside the 11-point floor: within noise.46% → 54%02
Chili Piper29%9%57accepted challenger▲+2Since October 2026: 27% → 29%, +2 points. Inside the 11-point floor: within noise.27% → 29%
Chili Piper29%9%57accepted challenger▲+2Since October 2026: 27% → 29%, +2 points. Inside the 11-point floor: within noise.27% → 29%03
Cal.com7%4%45accepted challenger▼−1Since October 2026: 8% → 7%, −1 point. Inside the 11-point floor: within noise.8% → 7%
Cal.com7%4%45accepted challenger▼−1Since October 2026: 8% → 7%, −1 point. Inside the 11-point floor: within noise.8% → 7%04
Microsoft Bookings4%14%42accepted challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise.5% → 4%
Microsoft Bookings4%14%42accepted challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise.5% → 4%05
HubSpot Meetings2%10%31accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
HubSpot Meetings2%10%31accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%06
RevenueHero2%0%13accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
RevenueHero2%0%13accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the two products at 0%, ordered by negative rate
08
Doodle0%60%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Doodle0%60%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
Acuity Scheduling0%36%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Acuity Scheduling0%36%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 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
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
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% negative70%
Key
01Calendly54%
Calendly54%02Chili Piper29%
Chili Piper29%03Cal.com7%
Cal.com7%04Microsoft Bookings4%
Microsoft Bookings4%05HubSpot Meetings2%
HubSpot Meetings2%06RevenueHero2%
RevenueHero2%07Acuity Scheduling0%
Acuity Scheduling0%08Doodle0%
Doodle0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna 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.
Doodle60%
9 of 15 labels negative · 9 of 14 models · 5 hard negative
“The free version has major restrictions (no calendar integrations, reminders, or custom branding)... better suited for internal meetings rather than complex enterprise use cases” Mistral Small, negative prompt
Calendly10%
7 of 73 labels negative · 7 of 14 models · 1 hard negative
“Tools to Avoid or Use with High Caution ... Calendly (especially free/standard tiers) ... unsuitable for sensitive industries” Grok 4.20, negative prompt
Microsoft Bookings14%
6 of 42 labels negative · 5 of 14 models
“Microsoft Bookings, Google Workspace scheduling, and similar native features can be attractive when already included in an enterprise license, but confirm whether they meet requirements” Perplexity Sonar, negative prompt
Acuity Scheduling36%
4 of 11 labels negative · 4 of 14 models · 2 hard negative
“Free tier / consumer versions of major schedulers (Calendly Free, Doodle Free, Acuity Free/Personal, etc.) ... Why to avoid:” DeepSeek V4 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
75 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. 936 links across 266 sites, every framing counted. Ranked by the number of answers carrying the site or page. 31 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.
vendor site · Calendly45 answers · 103 citations · 12 models
vendor site · Cal.com42 answers · 81 citations · 12 models
vendor site · HubSpot30 answers · 40 citations · 12 models
vendor site · Chili Piper20 answers · 23 citations · 8 models
vendor site · Guideflow19 answers · 26 citations · 9 models
vendor site · Albato18 answers · 18 citations · 9 models
vendor site · Default16 answers · 18 citations · 10 models
vendor site · RevenueHero15 answers · 17 citations · 11 models
14 answers · 15 citations · 10 models
vendor site · Software Advice13 answers · 15 citations · 8 models
publisher (Gane)13 answers · 13 citations · 6 models
vendor site · Microsoft13 answers · 13 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.
20 answers · 9 models
18 answers · 9 models
14 answers · 8 models
13 answers · 9 models
13 answers · 6 models
11 answers · 7 models
10 answers · 7 models
9 answers · 5 models
9 answers · 6 models
8 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 meeting scheduling tool for sales teams”, “meeting scheduling tool for sales teams”. 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 |
|---|---|---|---|---|---|---|---|---|
| Calendly calendly.com | 54% | 201 | 368,000 | 2,824 | 292,858 | $34 | 5 | |
| Chili Piper chilipiper.com | 29% | 275 | 6,600 | 130 | 6,997 | $295 | 41 | |
| Cal.com cal.com | 7% | 133 | 2,900 | 100 | 439,943 | 3 | 7 | |
| Microsoft parent site Microsoft Bookings 4%, Microsoft 365 0% | 4% | 59 | 2,240,000 | 403,136 | ||||
| HubSpot parent site HubSpot Meetings 2%, HubSpot Sales Hub 0% | 2% | 687 | 368,000 | 9,776 | ||||
| RevenueHero revenuehero.io | 2% | 104 | 720 | 1 | 1,187 | 5 | ||
| ChiliCal | 2% | |||||||
| Salesforce parent site Salesforce Sales Cloud 2%, Salesforce Scheduler 0% | 2% | 318 | 550,000 | 60,632 | ||||
| OnceHub oncehub.com | 0% | 17 | 4,400 | 67 | 9,082 | 7 | ||
| Google parent site Google Workspace 0%, Google Calendar Appointment Scheduling 0% | 0% | 36 | 368,000 | 7,422 |
Google's top ten for the two searches hold 17 sites; 3 of them are among the sites the models cited here (blog.hubspot.com, cal.com, youcanbook.me). The first result for “best meeting scheduling tool for sales teams” is peoplemanagingpeople.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 meeting scheduling tool for sales teams for an enterprise B2B company?”Paraphrase“Which appointment scheduling software would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade meeting scheduling tools and how do they differ?”Budget-constrained“What is the best meeting scheduling tool for sales teams for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a meeting scheduling tool for sales teams. What should we look at?”Negative“Which meeting scheduling tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Calendly, Chili PiperCalendlyChangedCalendlyCalendlyno first choicenothing named
Two alternatives
Acuity Scheduling, Microsoft BookingsThree alternatives
Cal.com, LeadAngel, SimplyBook.meTwo alternatives
Chili Piper, Microsoft BookingsTwo alternatives
Chili Piper, HubSpot MeetingsGPT-5.4 miniChili PiperCalendlyChangedCalendlyCalendlyagainst: Cal.com, HubSpot Meetings, Microsoft BookingsChili Pipernothing named
Two alternatives
Calendly, HubSpot MeetingsThree alternatives
Acuity Scheduling, Doodle, Microsoft BookingsThree alternatives
Doodle, Microsoft Bookings, Zoom SchedulerTwo alternatives
Calendly, HubSpot MeetingsGemini 3.5 FlashChili PiperCalendly, Chili PiperChangedCalendlyCal.comagainst: Chili PiperChili Piperagainst: HubSpot Meetings, Salesforce Nativeagainst: Acuity Scheduling, Appointlet, Clara, Doodle, SavvyCal, Setmore, SimplyBook.me, YouCanBookMe, x.ai
Three alternatives
Calendly, LeanData BookIt, RevenueHeroTwo alternatives
Cal.com, Microsoft BookingsSix alternatives
Cal.com, Chili Piper, HubSpot Meetings, Microsoft Bookings, OnceHub, Salesforce SchedulerSix alternatives
Calendly, Google Workspace, HubSpot Sales Hub, Microsoft Bookings, RevenueHero, Salesforce SchedulerThree alternatives
Calendly, LeanData BookIt, RevenueHeroPerplexity SonarChili PiperCal.comChangedagainst: Microsoft BookingsCal.com, Calendlyagainst: Microsoft TeamsCalendlyagainst: Chili Piperno first choiceagainst: Cal.com, Doodle, Google Workspace scheduling, Microsoft Bookings
Five alternatives
Calendly, HubSpot Meetings, LeadAngel, Microsoft Bookings, RevenueHeroThree alternatives
Calendly, Chili Piper, HubSpot MeetingsFive alternatives
Acuity Scheduling, Chili Piper, HubSpot Meetings, Microsoft Bookings, Salesforce SchedulerTwo alternatives
HubSpot Meetings, RevenueHeroThree alternatives
Calendly, HubSpot Meetings, Microsoft BookingsGrok 4.20Chili Piperagainst: Microsoft BookingsChili PiperHeldagainst: Setmore, Square AppointmentsCalendlyCalendlyno first choiceagainst: Acuity Scheduling, Calendly, Doodle, YouCanBookMe
Four alternatives
Cal.com, Calendly, HubSpot Meetings, RevenueHeroThree alternatives
Calendly, HubSpot Meetings, Microsoft BookingsSix alternatives
Cal.com, Doodle, Google Calendar Appointment Scheduling, Microsoft Bookings, OnceHub, SavvyCalFour alternatives
Cal.com, Chili Piper, HubSpot Meetings, OnceHubMistral SmallCalendly, Chili Piperno first choiceChangedCalendlyCalendly, Salesforce Sales Cloudno first choiceagainst: Doodle, GoTo Meeting, Google Calendar Appointment Scheduling, Pexip, SimplyMeet.me, Zoom Webinars
Three alternatives
Cal.com, HubSpot Meetings, Microsoft BookingsSix alternatives
Cal.com, Chili Piper, Dialpad, MeetingBooster, Microsoft Bookings, RobinTwo alternatives
Chili Piper, HubSpot Sales HubDeepSeek V4 FlashCalendlyCalendlyHeldCal.com, CalendlyCalendlyagainst: Chili PiperCalendlyagainst: Acuity Scheduling, Calendly, Clara, Doodle, Julie, SavvyCal, YouCanBookMe, x.ai
Four alternatives
Cal.com, Chili Piper, HubSpot Meetings, Salesloft SchedulerThree alternatives
Cal.com, Chili Piper, Microsoft BookingsFour alternatives
Chili Piper, Doodle, Google Calendar Appointment Scheduling, Microsoft BookingsTwo alternatives
Cal.com, Microsoft BookingsThree alternatives
Cal.com, Chili Piper, RevenueHeroLlama 4 MaverickCalendlyCalendlyHeldCalendlyCalendlyno first choiceagainst: Calendly
Three alternatives
Cal.com, Chili Piper, HubSpot MeetingsTwo alternatives
Cal.com, Chili PiperFour alternatives
Cal.com, Chili Piper, HubSpot Meetings, Microsoft BookingsThree alternatives
Cal.com, Chili Piper, SavvyCalQwen 3.7 FlashCalendly, Chili PiperCal.comChangedCalendlyCalendlyno first choiceagainst: Calendly, Doodle, Google Calendar Appointment Scheduling, SavvyCal
Two alternatives
Cal.com, HubSpot MeetingsFour alternatives
Calendly, Chili Piper, HubSpot Meetings, Microsoft BookingsFive alternatives
Cal.com, Chili Piper, MeetingBooster, Microsoft Bookings, Robin Office SpaceThree alternatives
Chili Piper, Microsoft Bookings, OutlookKimi K2Chili Piper, RevenueHeroCalendlyChangedagainst: Microsoft BookingsCalendlyCalendlyagainst: Chili Piper, SavvyCalCal.com, Calendlyagainst: Chili Piperagainst: Doodle, Read AI, When2meet
Two alternatives
Calendly, HubSpot Sales HubTwo alternatives
Cal.com, Salesforce SchedulerFour alternatives
Cal.com, Chili Piper, Microsoft Bookings, RevenueHeroOne alternative
Cal.com Organizations/EnterpriseGLM 4.7 FlashXChili Piper, Microsoft BookingsCalendlyChangedCalendlyCalendlyno first choicenothing named
Two alternatives
Cal.com, HubSpot MeetingsThree alternatives
Chili Piper, HubSpot Meetings, Salesforce SchedulerFive alternatives
Fellow, Monday.com, Robin, Teem by iOFFICE, ZapierThree alternatives
Cal.com, HubSpot Sales Hub, Microsoft BookingsMiniMax M2.5HubSpot MeetingsCalendly, Chili Piper, Microsoft BookingsChangedCalendlyagainst: Acuity Scheduling, Google Calendar Appointment SchedulingCalendlyagainst: HubSpot Meetingsno first choiceagainst: Calendly, Google Meet, Zoom Webinars
Two alternatives
Calendly, Microsoft BookingsOne alternative
Cal.comSix alternatives
Cal.com, Doodle, Microsoft Bookings, Motion, OnceHub, SimplyMeet.meTwo alternatives
Cal.com, Chili PiperGPT-6 LunaChili PiperCalendlyChangedCalendlyChiliCalCalendlyagainst: Calendly, Doodle, Microsoft Bookings, When2meet
Two alternatives
Calendly, RevenueHeroTwo alternatives
Chili Piper, Microsoft BookingsFive alternatives
Chili Piper, Google Calendar Appointment Scheduling, Microsoft Bookings, OnceHub, Salesforce SchedulerTwo alternatives
Chili Piper, Microsoft BookingsTwo alternatives
Chili Piper, RevenueHeroMuse Glimmer 30BCalendlyCalendlyHeldCal.comChili Piperno first choiceagainst: Calendly, Doodle, Howie, Setmore, SimplyBook.me, Skej, Workmate Scheduler, zcal
Two alternatives
Chili Piper, HubSpot MeetingsThree alternatives
Chili Piper, Setster, SimplyBook.meSix alternatives
Calendly, Chili Piper, HubSpot Meetings, Microsoft Bookings, Microsoft Teams, Zoom WebinarsOne alternative
CalendlyBold 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 15:49 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:55 | yes | 5 | 5 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 11:37 | yes | 14 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:26 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:07 | yes | 13 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:20 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:09 | yes | 21 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:20 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:20 | yes | 5 | 21 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:22 | yes | 20 | 29 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:16 | yes | 9 | 18 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:44 | yes | 5 | 22 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:36 | yes | 4 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:48 | yes | 13 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:28 | yes | 20 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:20 | yes | 4 | 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 15:21 | yes | 12 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:05 | yes | 10 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:47 | yes | 5 | 12 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:28 | no | 0 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:09 | yes | 23 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:31 | yes | 5 | 4 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:18 | yes | 5 | 39 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:43 | yes | 14 | 58 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:23 | yes | 22 | 45 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:23 | yes | 14 | 28 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:57 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:20 | yes | 12 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:06 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:34 | yes | 4 | 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 12:57 | yes | 13 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:23 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:41 | yes | 10 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:09 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:42 | yes | 23 | 41 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:06 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:31 | yes | 10 | 51 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:58 | yes | 20 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:20 | yes | 24 | 42 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:35 | yes | 10 | 125 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:41 | yes | 7 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:22 | yes | 15 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:58 | yes | 15 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:36 | yes | 4 | 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 16:50 | yes | 8 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 16:19 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:08 | yes | 24 | 18 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:07 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:57 | yes | 24 | 40 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:50 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:39 | no | 0 | 32 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:22 | yes | 25 | 27 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:24 | yes | 23 | 94 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:31 | yes | 17 | 80 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:28 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:12 | yes | 23 | 41 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:34 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:33 | yes | 3 | 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 13:19 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:48 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:31 | yes | 5 | 17 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:55 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:48 | yes | 25 | 49 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:54 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:43 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:43 | yes | 22 | 41 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:25 | yes | 15 | 25 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:17 | no | 0 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:43 | yes | 4 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:46 | yes | 14 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:24 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:06 | yes | 5 | 5 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 11:07 | no | 0 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 13:38 | yes | 10 | 7 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:19 | yes | 20 | 20 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:25 | yes | 15 | 12 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:55 | yes | 25 | 45 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:10 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:17 | yes | 19 | 52 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:40 | yes | 25 | 22 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:00 | yes | 24 | 37 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:00 | yes | 15 | 46 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:43 | yes | 3 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:52 | yes | 21 | 26 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 Appointment Schedules read as Google Calendar Appointment Scheduling
Google Calendar read as Google Calendar Appointment Scheduling
Google Calendar (Appointment Scheduling) read as Google Calendar Appointment Scheduling
Google Calendar appointment schedules read as Google Calendar Appointment Scheduling
Google Workspace Appointment Schedules read as Google Calendar Appointment Scheduling
HubSpot Scheduler read as HubSpot Meetings
Unresolved, counted raw
Blockit
Cal.com Organizations/Enterprise
GoTo Meeting
Google Cal
Google Calendar for Enterprise
Google Workspace scheduling
Howie
Julie
Microsoft 365's integrated scheduling
Oncalls/Spillway
Pexip
Robin Office Space
Salesloft Scheduler
Setster
Skej
Teem by iOFFICE (SpaceIQ)
Workmate Scheduler
Zoho
Discontinued, still offered
No shut-down product was recommended here.