Interview scheduling for small business buyers
Asked as “interview scheduling software”, and as “recruiting coordination 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
50%
Clear leader
50Calendly15Koalendar11Cal.com24others
50% of first choices, clear leader.
Since October 2026▲+9Since October 2026: 41% → 50%, +9 points. Inside the 13-point floor: within noise.Calendly held the lead, +9 points on 41%, 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
Calendly50%Clear leader▲+9Since October 2026: 41% → 50%, +9 points. Inside the 13-point floor: within noise.This pageMid-market
ModernLoop28%Contested↗new leaderNew leader since October 2026: ModernLoop (28%) replaces Calendly (20% then, 16% now), 12 points clear, inside the 13-point floor.Standing →Enterprise
GoodTime55%Clear leader=heldSince October 2026: 55% → 55%, ±0 points. Inside the 13-point floor: within noise.Standing →
Calendly50%Clear leader▲+9Since October 2026: 41% → 50%, +9 points. Inside the 13-point floor: within noise.This pageMid-marketModernLoop28%Contested↗new leaderNew leader since October 2026: ModernLoop (28%) replaces Calendly (20% then, 16% now), 12 points clear, inside the 13-point floor.Standing →EnterpriseGoodTime55%Clear leader=heldSince October 2026: 55% → 55%, ±0 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
01Calendly50%9%66endorsed leader▲+9Since October 2026: 41% → 50%, +9 points. Inside the 13-point floor: within noise.41% → 50%
Calendly50%9%66endorsed leader▲+9Since October 2026: 41% → 50%, +9 points. Inside the 13-point floor: within noise.41% → 50%02
Koalendar15%0%26accepted challenger▲+1Since October 2026: 14% → 15%, +1 point. Inside the 13-point floor: within noise.14% → 15%
Koalendar15%0%26accepted challenger▲+1Since October 2026: 14% → 15%, +1 point. Inside the 13-point floor: within noise.14% → 15%03
Cal.com11%0%34accepted challenger▲+8Since October 2026: 3% → 11%, +8 points. Inside the 13-point floor: within noise.3% → 11%
Cal.com11%0%34accepted challenger▲+8Since October 2026: 3% → 11%, +8 points. Inside the 13-point floor: within noise.3% → 11%04
Breezy HR7%9%23accepted challenger▲+2Since October 2026: 5% → 7%, +2 points. Inside the 13-point floor: within noise.5% → 7%
Breezy HR7%9%23accepted challenger▲+2Since October 2026: 5% → 7%, +2 points. Inside the 13-point floor: within noise.5% → 7%05
Zoho Recruit6%0%15accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 13-point floor: within noise.2% → 6%
Zoho Recruit6%0%15accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 13-point floor: within noise.2% → 6%06
JazzHR6%8%13accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 13-point floor: within noise.2% → 6%
JazzHR6%8%13accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 13-point floor: within noise.2% → 6%07GoodTime2%69%39criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
GoodTime2%69%39criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%Show the nine products at 0%, ordered by negative rate
15
Paradox0%58%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Paradox0%58%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%16
VidCruiter0%55%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
VidCruiter0%55%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%14ModernLoop0%53%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
ModernLoop0%53%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%13
Greenhouse0%47%15criticized challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 13-point floor: within noise.3% → 0%
Greenhouse0%47%15criticized challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 13-point floor: within noise.3% → 0%12
Google Calendar Lab in the set0%27%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Google Calendar Lab in the set0%27%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%10
Workable0%17%18accepted challenger▼−7Since October 2026: 7% → 0%, −7 points. Inside the 13-point floor: within noise.7% → 0%
Workable0%17%18accepted challenger▼−7Since October 2026: 7% → 0%, −7 points. Inside the 13-point floor: within noise.7% → 0%11
Ashby0%8%12accepted challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 13-point floor: within noise.5% → 0%
Ashby0%8%12accepted challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 13-point floor: within noise.5% → 0%09
Setmore0%7%14accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Setmore0%7%14accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%08
YouCanBookMe0%6%18accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
YouCanBookMe0%6%18accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 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.
Google Calendar 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 twenty-eight head-to-head pages: the top eight products, each against each
ModernLoop vs Cal.comModernLoop vs LeverModernLoop vs GreenhouseModernLoop vs PreludeCalendly vs GoodTimeCalendly vs KoalendarCalendly vs Cal.comCalendly vs LeverCalendly vs GreenhouseCalendly vs PreludeGoodTime vs KoalendarGoodTime vs Cal.comGoodTime vs LeverGoodTime vs GreenhouseGoodTime vs PreludeKoalendar vs Cal.comKoalendar vs LeverKoalendar vs GreenhouseKoalendar vs PreludeCal.com vs LeverCal.com vs GreenhouseCal.com vs PreludeLever vs GreenhouseLever vs PreludeGreenhouse vs Prelude
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 →
01020304050607080910111213141516Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01Calendly50%
Calendly50%02Koalendar15%
Koalendar15%03Cal.com11%
Cal.com11%04Breezy HR7%
Breezy HR7%05Zoho Recruit6%
Zoho Recruit6%06JazzHR6%
JazzHR6%07GoodTime2%
GoodTime2%08YouCanBookMe0%
YouCanBookMe0%09Setmore0%
Setmore0%10Workable0%
Workable0%11Ashby0%
Ashby0%12Google Calendar0%
Google Calendar0%13Greenhouse0%
Greenhouse0%14ModernLoop0%
ModernLoop0%15Paradox0%
Paradox0%16VidCruiter0%
VidCruiter0%What they warned about
One 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, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 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.
GoodTime69%
27 of 39 labels negative · 12 of 14 models · 9 hard negative
“GoodTime has non-transparent pricing that is expensive for smaller teams, and ATS and calendar synchronization are often quoted as "unreliable"” Claude Haiku 4.5, negative prompt
VidCruiter55%
6 of 11 labels negative · 6 of 14 models · 4 hard negative
“Full interview lifecycle platform priced for mid-size to enterprise... Starting Price: US$5,000.00” Muse Glimmer 30B, negative prompt
Greenhouse47%
7 of 15 labels negative · 6 of 14 models · 2 hard negative
“Why avoid: These are full ATS platforms, not just scheduling tools.” Kimi K2, negative prompt
Calendly9%
6 of 66 labels negative · 6 of 14 models
“Free tier Calendly ... Why to be cautious: Simple booking tools are great for initial 15-minute phone screens, but using them beyond their limits for multi-stage hiring causes major operational headaches.” Gemini 3.5 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. 727 links across 154 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.
vendor site · Cal.com38 answers · 71 citations · 11 models
vendor site · FluentBooking30 answers · 30 citations · 11 models
vendor site · FirstHR29 answers · 29 citations · 10 models
vendor site · G227 answers · 41 citations · 11 models
22 answers · 24 citations · 10 models
vendor site · Lever22 answers · 22 citations · 9 models
vendor site · Koalendar21 answers · 34 citations · 10 models
20 answers · 21 citations · 10 models
17 answers · 32 citations · 7 models
vendor site · Calendly17 answers · 25 citations · 8 models
17 answers · 17 citations · 9 models
vendor site · Lead Change Group16 answers · 21 citations · 10 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
31 answers · 10 models
30 answers · 11 models
29 answers · 10 models
24 answers · 11 models
21 answers · 9 models
21 answers · 9 models
21 answers · 10 models
20 answers · 10 models
17 answers · 10 models
15 answers · 8 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 interview scheduling software”, “interview scheduling software”, “interview 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 |
|---|---|---|---|---|---|---|---|---|
| Calendly calendly.com | 50% | 214 | 368,000 | 2,824 | 292,858 | $34 | 5 | |
| Koalendar koalendar.com | 15% | 48 | 2,400 | 32 | 1,332,699 | 9 | ||
| Cal.com cal.com | 11% | 92 | 2,900 | 100 | 439,943 | 3 | ||
| Breezy breezy.hr Breezy HR 7% | 7% | 226 | 3,600 | 59 | 178,670 company | $56 | 25 | |
| Zoho zoho.com Zoho Recruit 6% | 6% | 312 | 2,900 | 46 | 1,216,894 company | $51,031 | 119 | |
| JazzHR jazzhr.com | 6% | 141 | 14,800 | 70 | 11,754 | 19 | ||
| SavvyCal savvycal.com | 2% | 8 | 880 | 1 | 10,407,137 | |||
| AvaHR avahr.com | 2% | 9 | ||||||
| GoodTime goodtime.io | 2% | 156 | 135,000 | 614 | 2,435 | $1,627 | 7 | 4 |
| YouCanBookMe youcanbook.me | 0% | 37 | 5,400 | 77 | 81,637 | 3 | 8 |
Google's top ten for the three searches hold 13 sites; 2 of them are among the sites the models cited here (peoplemanagingpeople.com, selectsoftwarereviews.com). The first result for “best interview scheduling software” is candidate.fyi.
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 interview scheduling software for a small B2B company?”Paraphrase“Which recruiting coordination tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top interview scheduling tools for a small team and how do they differ?”Budget-constrained“What is the best interview scheduling software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an interview scheduling software. What should we look at?”Negative“Which interview scheduling tools should a small business avoid or be cautious about?”
Claude Haiku 4.5Calendlyno first choiceChangedCalendly, KoalendarCalendlyno first choiceagainst: Calendly, GoodTime, HireVue, Sign In Scheduling
Three alternatives
Breezy HR, Koalendar, Zoho RecruitOne alternative
Zoho RecruitTwo alternatives
Koalendar, YouCanBookMeGPT-5.4 miniCalendlyGoodTimeChangedCalendlyCalendlyno first choicenothing named
Three alternatives
Ashby, GoodTime, PreludeThree alternatives
Greenhouse, Lever, WorkableFive alternatives
Ashby, Breezy HR, GoodTime, Greenhouse, Zoho RecruitThree alternatives
Ashby, GoodTime, WorkstreamGemini 3.5 FlashCalendlyBreezy HRChangedagainst: JazzHRCalendlyCalendlyagainst: GoodTime, PreludeCalendlyagainst: GoodTime, Preludeagainst: Calendly, GoodTime, Google Calendar Appointment Schedules, HireVue, Microsoft Bookings, ModernLoop, Oracle Taleo, Paradox, SAP SuccessFactors Recruiting, Workday Recruiting, candidate.fyi, myInterview
Four alternatives
Ashby, Cal.com, ModernLoop, candidate.fyiThree alternatives
Ashby, Recruitee, WorkableFour alternatives
Acuity Scheduling, Cal.com, SavvyCal, TidyCalFour alternatives
SavvyCal, TidyCal, YouCanBookMe, Zoho RecruitFour alternatives
Ashby, Cronofy, SavvyCal, WorkablePerplexity SonarCalendlyagainst: GoodTimeJazzHRChangedagainst: WorkableCalendly, YouCanBookMeagainst: GoodTime, Greenhouse, ModernLoop, ParadoxCalendlyno first choiceagainst: Appointlet, Doodle, GoodTime, HireVue, ModernLoop, Paradox, Recruitee, VidCruiter, YouCanBookMe
Two alternatives
Cal.com, LeverThree alternatives
Breezy HR, Calendly, Zoho RecruitFour alternatives
Breezy HR, Cal.com, Koalendar, WorkableFive alternatives
Cal.com, JazzHR, Koalendar, Microsoft Bookings, YouCanBookMeGrok 4.20Calendlyagainst: GoodTime, Greenhouse, ParadoxJazzHRChangedCalendly, Koalendaragainst: Google Calendar, Greenhouse, Lever, Microsoft BookingsKoalendaragainst: GoodTimeCalendlyagainst: Workday Recruitingagainst: Calendly, GoodTime, Paradox, VidCruiter
Four alternatives
Breezy HR, Cal.com, Recruit CRM, WorkableFour alternatives
Breezy HR, Manatal, Recruit CRM, Zoho RecruitFour alternatives
Cal.com, GoodTime, ModernLoop, SetmoreThree alternatives
Cal.com, Calendly, SetmoreThree alternatives
Cal.com, Greenhouse, LeverMistral SmallCalendlyno first choiceChangedCalendly, Setmoreagainst: GoodTimeKoalendarno first choiceagainst: Breezy HR, GoodTime, Paylocity, VidCruiter, Yello
Four alternatives
Cal.com, GoodTime, ModernLoop, ParadoxTwo alternatives
Cal.com, KoalendarThree alternatives
Calendly, Google Calendar, SetmoreDeepSeek V4 FlashCal.comagainst: GoodTime, ModernLoopZoho RecruitChangedCal.com, CalendlyKoalendarCalendlyagainst: GoodTime, Greenhouseagainst: Breezy HR, GoodTime, HireVue, ModernLoop, Paylocity, Prelude, VidCruiter, Zapier
Three alternatives
Ashby, Calendly, Zoho BookingsOne alternative
Breezy HRFour alternatives
Breezy HR, Koalendar, YouCanBookMe, Zoho RecruitThree alternatives
Cal.com, Calendly, Zoho RecruitTwo alternatives
FluentBooking, VidCruiterLlama 4 MaverickCal.comno first choiceChangedno first choiceCalendlyno first choiceagainst: GoodTime, VidCruiter
Six alternatives
Breezy HR, Calendly, GoodTime, ModernLoop, VidCruiter, WhenAvailableThree alternatives
Breezy HR, WhenAvailable, WorkableQwen 3.7 FlashCalendlyagainst: GoodTimeBreezy HRChangedCalendlyCalendlyCal.com, Koalendaragainst: Bookme, Calendly, Doodle, Google Calendar, Jitsi Meet, Oracle Taleo, Outlook Web, SAP SuccessFactors Recruiting, Setmore, Workday Recruiting, Zoho Schedule
One alternative
Cal.comTwo alternatives
Cal.com, JazzHRThree alternatives
GoodTime.ai, Google Appointments, Microsoft BookingsFive alternatives
FluentBooking, Google Calendar, Microsoft Bookings, Setmore, YouCanBookMeThree alternatives
Calendly, ModernLoop, PreludeKimi K2Cal.com, Calendlyagainst: GoodTime, ModernLoop, ParadoxJazzHRChangedagainst: WorkableCalendlyagainst: Doodle, GoodTime, ModernLoopKoalendar, Zoho RecruitCalendly, SavvyCalagainst: Calendly, GoodTime, Google Calendar, Greenhouse, Lever, ModernLoop, Outlook
One alternative
KoalendarFour alternatives
100Hires, Breezy, Cal.com, CalendlyThree alternatives
Cal.com, Koalendar, YouCanBookMeThree alternatives
Calendly, Picktime, SetmoreThree alternatives
Cronofy, GoodTime, PreludeGLM 4.7 FlashXCalendlyBreezy HRChangedCalendly, KoalendarCalendly, KoalendarCalendlynothing named
Three alternatives
Cal.com, Koalendar, YouCanBookMeFour alternatives
BambooHR, JazzHR, Workable, Zoho RecruitFour alternatives
Cal.com, Doodle, Setmore, YouCanBookMeTwo alternatives
Google Calendar, YouCanBookMeTwo alternatives
Cal.com, KoalendarMiniMax M2.5Cal.com, CalendlyCal.com, Zoho RecruitChangedCal.comagainst: GoodTimeKoalendarCalendlyagainst: GoodTime, Greenhouse, Paylocity, Workday Recruiting
Two alternatives
100Hires, Breezy HRThree alternatives
AvaHR, Breezy HR, JazzHRTwo alternatives
Calendly, ModernLoopThree alternatives
Cal.com, Calendly, SetmoreFour alternatives
Acuity Scheduling, Fountain, Greenhouse, Zoom SchedulerGPT-6 LunaCalendlyCalendlyHeldCalendlyagainst: GoodTimeCalendlyno first choiceagainst: Calendly, GoodTime, HireVue, Paradox
One alternative
PreludeOne alternative
WorkableThree alternatives
Microsoft Bookings, Your ATS's built-in scheduler, Zoho BookingsOne alternative
YouCanBookMeMuse Glimmer 30BCalendlyagainst: GoodTimeAvaHR, Breezy HRChangedCalendly, Koalendaragainst: GoodTimeKoalendarno first choiceagainst: Ashby, Cronofy, GoodTime, Greenhouse, ModernLoop, Paylocity, Prelude, VidCruiter, Workable
Three alternatives
Cal.com, FluentBooking, KoalendarTwo alternatives
JazzHR, SequenzyOne alternative
SetmoreFour alternatives
Cal.com, Calendly, FluentBooking, YouCanBookMeBold 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 10:49 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:43 | yes | 4 | 7 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 08:41 | yes | 6 | 17 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:47 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:19 | yes | 10 | 33 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:16 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:26 | yes | 20 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:22 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:47 | yes | 5 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:49 | yes | 9 | 34 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:20 | yes | 23 | 130 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:26 | yes | 5 | 24 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:45 | yes | 2 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:32 | yes | 13 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:56 | no | 0 | 2 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:57 | no | 0 | 2 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 11:14 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:33 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:18 | yes | 5 | 22 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:18 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:20 | yes | 19 | 17 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:40 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:48 | yes | 5 | 21 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:49 | yes | 10 | 35 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:22 | yes | 19 | 89 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:27 | yes | 13 | 38 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:42 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:29 | yes | 13 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:30 | yes | 10 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:24 | 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 12:16 | no | 0 | 14 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:58 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:14 | yes | 5 | 33 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:59 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:02 | yes | 23 | 27 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:30 | yes | 5 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:48 | no | 0 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:15 | yes | 15 | 46 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:32 | yes | 18 | 165 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:26 | yes | 13 | 35 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:50 | yes | 5 | 15 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:16 | yes | 13 | 22 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:07 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:37 | yes | 3 | 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 09:28 | no | 0 | 15 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:47 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 8 | 25 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:20 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:41 | yes | 24 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:57 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:47 | yes | 5 | 14 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:44 | yes | 14 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:02 | yes | 23 | 101 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:15 | yes | 5 | 30 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:44 | yes | 3 | 10 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:26 | yes | 13 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:51 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:54 | no | 0 | 6 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 10:59 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:25 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:17 | yes | 5 | 27 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:01 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:20 | yes | 10 | 20 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:11 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:50 | yes | 10 | 36 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:05 | no | 0 | 42 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:03 | yes | 19 | 24 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:15 | no | 0 | 55 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:24 | yes | 2 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:49 | no | 0 | 7 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:59 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:49 | yes | 5 | 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 08:39 | yes | 14 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:57 | yes | 10 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:10 | yes | 19 | 35 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:17 | yes | 10 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:40 | yes | 23 | 27 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:35 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:26 | no | 0 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:08 | yes | 23 | 44 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:45 | yes | 14 | 29 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:48 | yes | 18 | 43 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:37 | yes | 4 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:02 | yes | 22 | 36 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
SAP SuccessFactors read as SAP SuccessFactors Recruiting
Workday read as Workday Recruiting
Unresolved, counted raw
Appland
Bookme
GoodTime.ai
Google Appointments
Google Calendar Appointment Schedules
Jobadda
Outlook Web
Reservio
Sequenzy
SmartRecruiters Interview Scheduling
TalentReef
Zoho Schedule
Zoom Scheduler
envisage
Discontinued, still offered
No shut-down product was recommended here.