Meeting scheduling for small business buyers
Asked as “meeting scheduling tool for sales teams”, and as “appointment scheduling software”, on behalf of a small B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
66%
Clear leader
66Calendly20HubSpot Meetings06Chili Piper08others
66% of first choices, clear leader.
Since October 2026▲+7Since October 2026: 59% → 66%, +7 points. Inside the 11-point floor: within noise.Calendly held the lead, +7 points on 59%, 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.This pageMid-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.Standing →
Calendly66%Clear leader▲+7Since October 2026: 59% → 66%, +7 points. Inside the 11-point floor: within noise.This pageMid-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.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
01Calendly66%18%74endorsed leader▲+7Since October 2026: 59% → 66%, +7 points. Inside the 11-point floor: within noise.59% → 66%
Calendly66%18%74endorsed leader▲+7Since October 2026: 59% → 66%, +7 points. Inside the 11-point floor: within noise.59% → 66%02
HubSpot Meetings20%7%56accepted challenger▲+3Since October 2026: 17% → 20%, +3 points. Inside the 11-point floor: within noise.17% → 20%
HubSpot Meetings20%7%56accepted challenger▲+3Since October 2026: 17% → 20%, +3 points. Inside the 11-point floor: within noise.17% → 20%03
Chili Piper6%53%36criticized challenger▼−1Since October 2026: 7% → 6%, −1 point. Inside the 11-point floor: within noise.7% → 6%
Chili Piper6%53%36criticized challenger▼−1Since October 2026: 7% → 6%, −1 point. Inside the 11-point floor: within noise.7% → 6%04
Cal.com4%5%44accepted challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 11-point floor: within noise.8% → 4%
Cal.com4%5%44accepted challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 11-point floor: within noise.8% → 4%Show the eight products at 0%, ordered by negative rate
12
Doodle0%41%22criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Doodle0%41%22criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
RevenueHero0%33%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
RevenueHero0%33%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Google Calendar Appointment Scheduling Lab in the set0%31%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Google Calendar Appointment Scheduling Lab in the set0%31%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
07
Acuity Scheduling0%21%24accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Acuity Scheduling0%21%24accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
Setmore0%5%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Setmore0%5%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%05
SavvyCal0%0%23accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
SavvyCal0%0%23accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
YouCanBookMe0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
YouCanBookMe0%0%12accepted 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.
Google Calendar Appointment Scheduling is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models zero times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
For buyers
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
One product takes 66% of first choices here, so the chart would put eleven markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Five products carry a negative rate above 25% in this category.
What they warned about
Nine of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Mistral Small, Llama 4 Maverick and Qwen 3.7 Flash 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.
Chili Piper53%
19 of 36 labels negative · 9 of 14 models · 5 hard negative
“I wouldn't start with Chili Piper for most small businesses: its routing-focused Growth plan starts at $1,250/month” GPT-6 Luna, paraphrase prompt
Doodle41%
9 of 22 labels negative · 9 of 14 models · 2 hard negative
“Avoid using Doodle's free tier for external client interactions.” Gemini 3.5 Flash, negative prompt
Calendly18%
13 of 74 labels negative · 9 of 14 models
“The free plan is quite limited (just 1 event type), and round-robin requires the pricier Teams tier... not the most budget-friendly for a small team.” DeepSeek V4 Flash, budget prompt
Acuity Scheduling21%
5 of 24 labels negative · 5 of 14 models
“Some users report a lengthy onboarding process and a need for more integrations... The phone app is also noted as difficult to use” Mistral Small, 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
70 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. 721 links across 168 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 · Albato37 answers · 39 citations · 11 models
vendor site · Calendly35 answers · 52 citations · 12 models
vendor site · HubSpot33 answers · 62 citations · 11 models
vendor site · Cal.com24 answers · 33 citations · 10 models
23 answers · 28 citations · 9 models
21 answers · 22 citations · 11 models
vendor site · Capterra20 answers · 34 citations · 11 models
14 answers · 14 citations · 8 models
vendor site · Software Advice13 answers · 18 citations · 9 models
vendor site · Default12 answers · 13 citations · 7 models
vendor site · HubSpot11 answers · 16 citations · 6 models
vendor site · Koalendar11 answers · 12 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
37 answers · 11 models
13 answers · 9 models
13 answers · 8 models
12 answers · 6 models
11 answers · 8 models
10 answers · 8 models
9 answers · 6 models
9 answers · 6 models
8 answers · 6 models
8 answers · 6 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 | 66% | 201 | 368,000 | 2,824 | 292,858 | $34 | 5 | |
| HubSpot parent site HubSpot Meetings 20%, HubSpot CRM 2%, HubSpot Sales Hub 0% | 22% | 687 | 368,000 | 9,776 | ||||
| Chili Piper chilipiper.com | 6% | 275 | 6,600 | 130 | 6,997 | $295 | 41 | |
| Cal.com cal.com | 4% | 133 | 2,900 | 100 | 439,943 | 3 | 7 | |
| Zoho parent site Zoho Bookings 2% | 2% | 15 | 2,900 | 268 | ||||
| SavvyCal savvycal.com | 0% | 38 | 880 | 1 | 10,407,137 | |||
| Setmore setmore.com | 0% | 25 | 12,100 | 128 | 1,053,528 | 10 | ||
| Acuity Scheduling acuityscheduling.com | 0% | 46 | 90,500 | 288 | 926,226 | 23 | 1 | |
| YouCanBookMe youcanbook.me | 0% | 25 | 5,400 | 77 | 81,637 | 3 | 8 | |
| Koalendar koalendar.com | 0% | 7 | 2,400 | 32 | 1,332,699 | 9 |
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 a small B2B company?”Paraphrase“Which appointment scheduling software would you recommend to a small business that sells to other businesses?”Comparative“What are the top meeting scheduling tools for a small team and how do they differ?”Budget-constrained“What is the best meeting scheduling tool for sales teams for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a meeting scheduling tool for sales teams. What should we look at?”Negative“Which meeting scheduling tools should a small business avoid or be cautious about?”
Claude Haiku 4.5Calendly, Chili Piperno first choiceChangedCalendlyHubSpot Meetingsno first choiceagainst: Acuity Scheduling, Cal.com, Calendly, Chili Piper, Doodle, Lark
Five alternatives
Acuity Scheduling, Google Calendar Appointment Scheduling, Koalendar, Setmore, YouCanBookMeTwo alternatives
Mixmax, SetmoreGPT-5.4 miniCalendlyagainst: Chili PiperCalendlyHeldCalendlyHubSpot Meetingsagainst: Chili Piperno first choiceagainst: Zoom Webinars
Two alternatives
HubSpot Meetings, HubSpot Sales HubTwo alternatives
Acuity Scheduling, Square AppointmentsThree alternatives
Doodle, Microsoft 365, Zoom SchedulerOne alternative
CalendlyGemini 3.5 FlashHubSpot Meetingsagainst: Chili PiperCalendlyChangedCalendlyHubSpot Meetingsagainst: Chili Piper, RevenueHeroChili Piperagainst: Doodle, Salesforce Scheduler, x.ai
Four alternatives
Cal.com, Calendly, RevenueHero, SavvyCalFour alternatives
Chili Piper, HubSpot Meetings, SavvyCal, TidyCalSix alternatives
Acuity Scheduling, Cal.com, Doodle, HubSpot Meetings, SavvyCal, TidyCalThree alternatives
Cal.com, Calendly, TidyCalSix alternatives
Cal.com, Calendly, HubSpot Meetings, LeanData, RevenueHero, SavvyCalPerplexity SonarCalendlyagainst: Chili Piper, RevenueHeroCalendlyHeldCalendlyCalendlyagainst: Chili Piper, RevenueHerono first choiceagainst: Cal.com, Chili Piper, Doodle, Google Calendar Appointment Scheduling
Two alternatives
Cal.com, HubSpot MeetingsFour alternatives
Acuity Scheduling, Appointlet, HubSpot Meetings, Zoho BookingsSix alternatives
Cal.com, Doodle, Google Calendar Appointment Scheduling, Koalendar, Microsoft Bookings, YouCanBookMeTwo alternatives
HubSpot Meetings, SetmoreGrok 4.20Calendlyagainst: Clara LabsCalendlyHeldCalendlyHubSpot MeetingsCalendlyagainst: Acuity Scheduling, Calendly, Doodle, Google Calendar Appointment Scheduling, HubSpot Meetings, Square Appointments
Four alternatives
HubSpot Sales Hub, Motion, RevenueHero, SavvyCalFive alternatives
Acuity Scheduling, Cal.com, HubSpot Meetings, Setmore, SimplyBook.meSix alternatives
Cal.com, Doodle, HubSpot Meetings, Motion, SavvyCal, When2meetThree alternatives
Cal.com, Calendly, SetmoreFour alternatives
Chili Piper, HubSpot Meetings, Motion, RevenueHeroMistral SmallCalendlyno first choiceChangedCalendlyCalendly, HubSpot Meetingsno first choiceagainst: Acuity Scheduling, Doodle, Microsoft Bookings, SimplyMeet.me
Two alternatives
Cal.com, HubSpot MeetingsSeven alternatives
Cal.com, Calendar, Doodle, HubSpot Meetings, Motion, Reclaim.ai, YouCanBookMeTwo alternatives
Setmore, YouCanBookMeDeepSeek V4 FlashCalendlyagainst: Chili Piper, Default, MotionCalendlyHeldagainst: Chili PiperCalendlyagainst: MotionCal.com, HubSpot Meetingsagainst: CalendlyCalendlyagainst: Chili Piper, RevenueHeroagainst: 2Meetup, Acuity Scheduling, Calendly, Doodle, HoneyBook
Two alternatives
HubSpot Meetings, RevenueHeroThree alternatives
Acuity Scheduling, Cal.com, HubSpot MeetingsFour alternatives
Doodle, HubSpot Meetings, SavvyCal, When2meetFour alternatives
Cal.com, HubSpot Meetings, Pipedrive Scheduler, SavvyCalLlama 4 MaverickCalendlyno first choiceChangedno first choiceCalendlyCalendlyagainst: Squarespace Scheduling, When2meet
Three alternatives
Cal.com, HubSpot Meetings, SetmoreFour alternatives
Chili Piper, Lunacal, SavvyCal, YouCanBookMeFour alternatives
Acuity Scheduling, Cal.com, HubSpot Meetings, SimplyMeet.meQwen 3.7 FlashChili PiperCalendlyChangedCalendlyHubSpot Meetingsagainst: Calendlyno first choiceagainst: Calendly, Doodle, Google Calendar Appointment Scheduling, HubSpot Meetings, NeetoCal, Setmore, SimplyMeet.me, Squarespace Scheduling
Three alternatives
Calendly, HubSpot Meetings, SavvyCalThree alternatives
Acuity Scheduling, Chili Piper, HubSpot MeetingsFour alternatives
Cal.com, Doodle, Motion, SavvyCalOne alternative
Cal.comFour alternatives
Calendly, Chalk, Chili Piper, SavvyCalKimi K2CalendlyCalendlyHeldagainst: Chili Piper, OnceHubCal.com, CalendlyCal.com, HubSpot Meetingsagainst: Chili Piper, MotionCalendlyagainst: Chili Piperagainst: Calendly, TidyCal
Four alternatives
Cal.com, HubSpot Meetings, RevenueHero, SavvyCalTwo alternatives
Cal.com, HubSpot MeetingsThree alternatives
Doodle, HubSpot Meetings, MotionThree alternatives
Calendly, Google Calendar Appointment Scheduling, YouCanBookMeThree alternatives
Cal.com, HubSpot Meetings, MotionGLM 4.7 FlashXCalendlyCalendlyHeldCalendlyCalendlyagainst: Chili Piperno first choiceagainst: Calendly, Doodle, Google Calendar Appointment Scheduling, HubSpot Meetings, Microsoft Bookings, SimplyBook.me, Zeeg
Four alternatives
Acuity Scheduling, Cal.com, Chili Piper, HubSpot MeetingsFive alternatives
HubSpot Meetings, Setmore, SuiteDash, YouCanBookMe, meetergoNine alternatives
Acuity Scheduling, Cal.com, Chili Piper, Doodle, Microsoft Bookings, SavvyCal, SimplyMeet.me, YouCanBookMe, Zoho BookingsTwo alternatives
HubSpot Sales Hub, RevenueHeroMiniMax M2.5CalendlyCalendlyHeldCalendlyCalendlyHubSpot CRMagainst: Calendly
Two alternatives
Chili Piper, HubSpot MeetingsThree alternatives
Chili Piper, HubSpot Meetings, SetmoreFour alternatives
CalendarHero, Doodle, HubSpot Meetings, YouCanBookMeThree alternatives
Cal.com, HubSpot Meetings, KoalendarGPT-6 LunaCalendlyCalendlyHeldagainst: Chili PiperCalendlyZoho Bookingsagainst: CalendlyCalendlyagainst: Acuity Scheduling, Calendly, Chili Piper, Doodle
One alternative
HubSpot MeetingsOne alternative
HubSpot MeetingsFive alternatives
Cal.com, Doodle, Google Calendar Appointment Scheduling, Microsoft Bookings, SavvyCalOne alternative
HubSpot MeetingsTwo alternatives
Chili Piper, HubSpot MeetingsMuse Glimmer 30BCalendlyagainst: Chili PiperCalendlyHeldCal.com, Calendlyagainst: Microsoft BookingsHubSpot Meetingsagainst: Calendly, Chili Piperno first choiceagainst: Calendly, HubSpot Meetings, Microsoft Bookings, SimplyBook.me
Two alternatives
Cal.com, HubSpot MeetingsFour alternatives
Acuity Scheduling, Cal.com, HubSpot Meetings, SetmoreThree alternatives
Acuity Scheduling, Doodle, YouCanBookMeTwo alternatives
Cal.com, Koalendar Free ForeverBold 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 14:29 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:07 | 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 10:51 | yes | 9 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 16:13 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:53 | yes | 5 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:32 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:25 | yes | 23 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:20 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:47 | no | 0 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:05 | yes | 5 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:07 | yes | 15 | 23 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:57 | yes | 5 | 22 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:31 | yes | 2 | 10 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:14 | yes | 15 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:08 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:57 | yes | 3 | 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 11:59 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 16:49 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:27 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:51 | no | 0 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:36 | yes | 24 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:25 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:36 | yes | 5 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:02 | yes | 15 | 52 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:32 | yes | 13 | 33 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:43 | yes | 10 | 45 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:40 | yes | 3 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:18 | yes | 12 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:21 | yes | 10 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:58 | 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 13:41 | no | 0 | 15 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:35 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:10 | yes | 5 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:07 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:57 | yes | 25 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:52 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:27 | yes | 5 | 26 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:48 | yes | 10 | 32 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:28 | yes | 10 | 25 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:33 | yes | 10 | 19 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:26 | yes | 6 | 15 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:43 | yes | 13 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:08 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:39 | yes | 4 | 5 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 09:06 | no | 0 | 13 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:44 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:36 | yes | 5 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:42 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:38 | yes | 20 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:55 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:22 | yes | 5 | 31 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:13 | yes | 15 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:20 | yes | 25 | 67 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:09 | yes | 5 | 16 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:34 | yes | 3 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:15 | yes | 13 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:27 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:14 | no | 0 | 5 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 09:57 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:59 | yes | 10 | 5 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:45 | yes | 12 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:18 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:56 | yes | 24 | 35 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:34 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:31 | no | 0 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:41 | yes | 9 | 53 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:14 | yes | 9 | 25 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:38 | no | 0 | 84 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:35 | yes | 3 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:14 | yes | 15 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:49 | yes | 16 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:37 | yes | 6 | 6 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 17:31 | no | 0 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 13:55 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:18 | yes | 13 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:56 | yes | 14 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:03 | yes | 25 | 44 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:19 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:53 | yes | 11 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:36 | yes | 20 | 41 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:37 | yes | 23 | 38 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:37 | yes | 14 | 44 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:43 | yes | 4 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:58 | yes | 24 | 29 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 read as Google Calendar Appointment Scheduling
Google Calendar (Standalone) read as Google Calendar Appointment Scheduling
Google Calendar Appointment Schedules read as Google Calendar Appointment Scheduling
Google Calendar appointment schedules read as Google Calendar Appointment Scheduling
Google Calendar appointment slots read as Google Calendar Appointment Scheduling
HubSpot read as HubSpot Meetings
HubSpot Meetings Scheduler read as HubSpot Meetings
HubSpot Scheduler read as HubSpot Meetings
Unresolved, counted raw
2Meetup
Calendar
Chalk
GoReminders
Koalendar Free Forever
NeetoCal
Notion Calendar
Proton Calendar
Schedly
Discontinued, still offered
No shut-down product was recommended here.