Event management platforms for small business buyers
Asked as “event management platform”, and as “in-person event registration and management software”, on behalf of a small B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
18%
Contested · Swoogo 13%
18Eventbrite13Swoogo09Ticket Tailor60others
18% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Eventbrite (18%) replaces Zoho Backstage (19% then, 5% now), 13 points clear, past the 11-point floor.Eventbrite leads at 18%, replacing Zoho Backstage, which led at 19% and stands at 5% now: 13 points clear, past the 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
Eventbrite18%Contested↗new leaderNew leader since October 2026: Eventbrite (18%) replaces Zoho Backstage (19% then, 5% now), 13 points clear, past the 11-point floor.This pageMid-market
Bizzabo23%Contested▼−5Since October 2026: 28% → 23%, −5 points. Inside the 11-point floor: within noise.Standing →Enterprise
Cvent Event Marketing & Management58%Clear leader▲+9Since October 2026: 49% → 58%, +9 points. Inside the 11-point floor: within noise.Standing →
Eventbrite18%Contested↗new leaderNew leader since October 2026: Eventbrite (18%) replaces Zoho Backstage (19% then, 5% now), 13 points clear, past the 11-point floor.This pageMid-marketBizzabo23%Contested▼−5Since October 2026: 28% → 23%, −5 points. Inside the 11-point floor: within noise.Standing →EnterpriseCvent Event Marketing & Management58%Clear leader▲+9Since October 2026: 49% → 58%, +9 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
01Eventbrite18%30%69criticized challenger▲+3Since October 2026: 15% → 18%, +3 points. Inside the 11-point floor: within noise.15% → 18%
Eventbrite18%30%69criticized challenger▲+3Since October 2026: 15% → 18%, +3 points. Inside the 11-point floor: within noise.15% → 18%02
Swoogo13%27%26criticized challenger▲+5Since October 2026: 8% → 13%, +5 points. Inside the 11-point floor: within noise.8% → 13%
Swoogo13%27%26criticized challenger▲+5Since October 2026: 8% → 13%, +5 points. Inside the 11-point floor: within noise.8% → 13%03
Ticket Tailor9%0%18accepted challenger▲+1Since October 2026: 8% → 9%, +1 point. Inside the 11-point floor: within noise.8% → 9%
Ticket Tailor9%0%18accepted challenger▲+1Since October 2026: 8% → 9%, +1 point. Inside the 11-point floor: within noise.8% → 9%04
Whova5%16%37accepted challenger▼−1Since October 2026: 6% → 5%, −1 point. Inside the 11-point floor: within noise.6% → 5%
Whova5%16%37accepted challenger▼−1Since October 2026: 6% → 5%, −1 point. Inside the 11-point floor: within noise.6% → 5%05
Luma5%0%14accepted challenger▼−4Since October 2026: 9% → 5%, −4 points. Inside the 11-point floor: within noise.9% → 5%
Luma5%0%14accepted challenger▼−4Since October 2026: 9% → 5%, −4 points. Inside the 11-point floor: within noise.9% → 5%06
Zoho Backstage5%0%11accepted challenger▼−14Since October 2026: 19% → 5%, −14 points. Past the 11-point floor: movement.19% → 5%
Zoho Backstage5%0%11accepted challenger▼−14Since October 2026: 19% → 5%, −14 points. Past the 11-point floor: movement.19% → 5%07Cvent Event Marketing & Management5%77%48criticized challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise.2% → 5%
Cvent Event Marketing & Management5%77%48criticized challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise.2% → 5%Show the one product at 0%, ordered by negative rate
09Bizzabo0%58%31criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
Bizzabo0%58%31criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 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.
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
Bizzabo vs EventzillaBizzabo vs AcceleventsBizzabo vs vFairsBizzabo vs Zoho BackstageSwoogo vs EventbriteSwoogo vs Cvent Event Marketing & ManagementSwoogo vs EventzillaSwoogo vs AcceleventsSwoogo vs vFairsSwoogo vs Zoho BackstageEventbrite vs Cvent Event Marketing & ManagementEventbrite vs EventzillaEventbrite vs AcceleventsEventbrite vs vFairsEventbrite vs Zoho BackstageCvent Event Marketing & Management vs EventzillaCvent Event Marketing & Management vs AcceleventsCvent Event Marketing & Management vs vFairsCvent Event Marketing & Management vs Zoho BackstageEventzilla vs AcceleventsEventzilla vs vFairsEventzilla vs Zoho BackstageAccelevents vs vFairsAccelevents vs Zoho BackstagevFairs vs Zoho Backstage
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 →
01020304050607C08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Eventbrite18%
Eventbrite18%02Swoogo13%
Swoogo13%03Ticket Tailor9%
Ticket Tailor9%04Whova5%
Whova5%05Luma5%
Luma5%06Zoho Backstage5%
Zoho Backstage5%07Cvent Event Marketing & Management5%
Cvent Event Marketing & Management5%08CONREGO2%
09Bizzabo0%
Bizzabo0%What they warned about
Zero 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, 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.
Eventbrite30%
21 of 69 labels negative · 14 of 14 models · 3 hard negative
“High and confusing fees... platforms with enterprise-level pricing and complex interfaces (like Cvent) or high-fee marketplaces (like Eventbrite) may not be the best fit” GLM 4.7 FlashX, negative prompt
Cvent Event Marketing & Management77%
37 of 48 labels negative · 13 of 14 models · 16 hard negative
“For a small business the a la carte, per-registrant and add-on fees, plus the steep learning curve, can make total cost of ownership high.” Muse Glimmer 30B, negative prompt
Bizzabo58%
18 of 31 labels negative · 12 of 14 models · 8 hard negative
“Often difficult to justify for a small business because plans target corporate marketing events and reportedly start around $17,999 per year.” Perplexity Sonar, negative prompt
Swoogo27%
7 of 26 labels negative · 6 of 14 models · 1 hard negative
“Best avoided if you need strong exhibitor management, simple setup, or rapid deployment.” Claude Haiku 4.5, 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
73 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. 824 links across 161 sites, every framing counted. Ranked by the number of answers carrying the site or page. 2 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 · Capterra52 answers · 147 citations · 12 models
vendor site · Software Advice39 answers · 56 citations · 10 models
30 answers · 32 citations · 10 models
27 answers · 44 citations · 12 models
vendor site · Eventify20 answers · 28 citations · 10 models
vendor site · Spotsaas20 answers · 22 citations · 11 models
vendor site · Rework19 answers · 24 citations · 10 models
vendor site · Bizzabo18 answers · 21 citations · 8 models
vendor site · Zoho17 answers · 20 citations · 9 models
vendor site · Swoogo14 answers · 26 citations · 8 models
vendor site · Eventbrite12 answers · 13 citations · 4 models
vendor site · Converve11 answers · 11 citations · 8 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.
36 answers · 10 models
34 answers · 11 models
27 answers · 10 models
17 answers · 10 models
17 answers · 11 models
15 answers · 8 models
14 answers · 7 models
13 answers · 6 models
11 answers · 8 models
11 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 event management platform”, “event management platform”. 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 |
|---|---|---|---|---|---|---|---|---|
| Eventbrite eventbrite.com | 18% | 131 | 673,000 | 4,192 | 11,231,792 | $483 | 25 | |
| Swoogo swoogo.events | 13% | 99 | 4,400 | 49 | 17,342 | 25 | ||
| Ticket Tailor tickettailor.com | 9% | 27 | 12,100 | 116 | 128,324 | 47 | ||
| Zeffy zeffy.com | 9% | 13 | ||||||
| RegFox regfox.com | 7% | 8 | ||||||
| Whova whova.com | 5% | 128 | 14,800 | 329 | 32,703 | 0 | 5 | |
| Luma luma.com | 5% | 17 | 90,500 | 7,669 | 109,488 | 24 | ||
| Zoho parent site Zoho Backstage 5% | 5% | 24 | 1,000 | 19 | ||||
| Cvent Event Marketing & Management cvent.com | 5% | 212 | 0 | 1,714,548 | 73 | |||
| InviteDesk invitedesk.com | 4% | 11 |
Google's top ten for the two searches hold 15 sites; 1 of them are among the sites the models cited here (converve.com). The first result for “best event management platform” is vfairs.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 event management platform for a small B2B company?”Paraphrase“Which in-person event registration and management software would you recommend to a small business that sells to other businesses?”Comparative“What are the top event management platforms for a small team and how do they differ?”Budget-constrained“What is the best event management platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an event management platform. What should we look at?”Negative“Which event management platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Eventbrite, RingCentral EventsSunfish EventsChangedagainst: BizzaboEventbriteEventbrite, Lumano first choiceagainst: Eventbrite, Eventify, Eventleaf, Slido, Swoogo
Two alternatives
Hubilo, SplashThree alternatives
RegFox, Splash, WhovaFive alternatives
Asana, HoneyBook, Monday.com, Trello, Zoho BackstageThree alternatives
Eventleaf, Planning Pod, RSVPifyGPT-5.4 miniEventbriteCvent Event Marketing & ManagementChangedEventbriteagainst: Bizzabo, Cvent Event Marketing & ManagementTicket Tailoragainst: Cvent Event Marketing & Management, Eventbrite, Whovano first choicenothing named
Two alternatives
Bizzabo, Webex Events/WebinarsTwo alternatives
Expo Pass, WhovaTwo alternatives
Swoogo, WhovaOne alternative
TicketSourceGemini 3.5 FlashLu.maagainst: Bizzabo, Cvent Event Marketing & ManagementSplashChangedagainst: Cvent Event Marketing & ManagementLumaagainst: Bizzabo, Cvent Event Marketing & ManagementTicket Tailoragainst: EventbriteLumaagainst: Cvent Event Marketing & Management, Eventbriteagainst: Bizzabo, Cvent Event Marketing & Management, Eventbrite, Swoogo
Five alternatives
Airmeet, Blackthorn, Eventee, Goldcast, WhovaThree alternatives
Eventee, Lu.ma, Ticket TailorFive alternatives
Airmeet, Eventbrite, RSVPify, Ticket Tailor, WhovaSeven alternatives
Airmeet, Canva, Google Calendar, Google Forms, Luma, RSVPify, RingCentral EventsFive alternatives
Airmeet, EventMobi, RingCentral Events, Splash, SwoogoPerplexity SonarSwoogoagainst: Bizzabo, Cvent Event Marketing & ManagementRegFoxChangedagainst: Eventbrite, SwoogoEventbriteagainst: Cvent Event Marketing & ManagementEventbriteno first choiceagainst: Accelevents, Bizzabo, Brella, Cvent Event Marketing & Management, Eventbrite, Swapcard, Whova
Three alternatives
Eventbrite, Swapcard, Zoho BackstageTwo alternatives
Jotform, WhovaSix alternatives
Eventzilla, RingCentral Events, Sched, Swoogo, Whova, Zoho BackstageThree alternatives
Eventzilla, RSVPify, Zoho BackstageGrok 4.20Whovaagainst: Cvent Event Marketing & ManagementEventbrite, InviteDeskChangedagainst: Cvent Event Marketing & Management, SpotMe, vFairsEventbrite, Lumaagainst: Bizzabo, Cvent Event Marketing & ManagementEventbriteEventbrite, Swoogoagainst: Cvent Event Marketing & Managementagainst: Cvent Event Marketing & Management, Eventbrite
Three alternatives
Bizzabo, Eventbrite, SwoogoThree alternatives
Bizzabo, Brushfire, EventsquidThree alternatives
Swoogo, Whova, vFairsFive alternatives
Attendease, Eventsquid, GEVME, Planning Pod, ThunderTixFive alternatives
Luma, Partiful, Webex Webinars, Whova, vFairsMistral SmallCvent Event Marketing & Management, Highbarno first choiceChangedagainst: Cvent Event Marketing & Managementno first choiceZeffyno first choiceagainst: Cvent Event Marketing & Management, Eventbrite
Three alternatives
Converve, Eventbrite, KonfHubSix alternatives
Eventbrite, Eventsquid, Genesis, Luma, Ticket Tailor, WhovaTwo alternatives
Eventbrite, KonfHubDeepSeek V4 FlashSwoogoagainst: Bizzabo, Cvent Event Marketing & ManagementRegFoxChangedagainst: Bizzabo, Cvent Event Marketing & Management, Eventbrite, SwoogoEventbrite, Lumaagainst: Splash, SwoogoEventCreateno first choiceagainst: Bizzabo, Cvent Event Marketing & Managementagainst: Bizzabo, Cvent Event Marketing & Management, Eventbrite
Four alternatives
Eventbrite, Goldcast, Nunify, WhovaOne alternative
CONREGOOne alternative
WhovaThree alternatives
Eventbrite, Planning Pod, Ticket TailorLlama 4 Maverickno first choiceTicket TailorChangedno first choiceCvent Event Marketing & Management, Eventbrite, Ticket Tailor, TicketSourceno first choiceagainst: Cvent Event Marketing & Management, Eventbrite, Whova
Qwen 3.7 FlashAcceleventsagainst: Bizzabo, Cvent Event Marketing & ManagementZoho BackstageChangedEventbriteTicket Tailor, Zeffyagainst: Eventbriteno first choiceagainst: Cvent Event Marketing & Managementagainst: Asana, Cvent Event Marketing & Management, Eventbrite, Monday.com, Trello, Whova
Two alternatives
Eventbrite, RingCentral EventsThree alternatives
Eventbrite, InviteDesk, WhovaThree alternatives
Eventsquid, Ticket Tailor, WhovaTwo alternatives
Eventleaf, SlidoKimi K2Swoogo, WhovaRegFoxChangedagainst: Bizzabo, EventbriteEventbrite, Zoho BackstageEventbriteno first choiceagainst: Cvent Event Marketing & Management, Eventbrite, Whova
Three alternatives
CONREGO, Eventbrite, HeySummitTwo alternatives
Swoogo, WhovaThree alternatives
Swoogo, TicketSource, WhovaFour alternatives
EventCreate, RSVPify, Swoogo, idloomThree alternatives
EventX, Eventbrite, PypoGLM 4.7 FlashXSwoogoagainst: Cvent Event Marketing & ManagementEventMobi, SwoogoChangedagainst: Cvent Event Marketing & Management, EventbriteEventbrite, Swoogoagainst: Bizzabo, Cvent Event Marketing & ManagementZeffyagainst: GEVMEno first choiceagainst: Cvent Event Marketing & Management, Eventbrite, Events.com
Three alternatives
Bizzabo, Eventbrite, WhovaTwo alternatives
EventCreate, Zoho BackstageOne alternative
WhovaFive alternatives
Eventbrite, KonfHub, Planning Pod, RSVPify, Ticket TailorMiniMax M2.5Zoho BackstageCONREGO, RegFoxChangedLumaagainst: Bizzabo, Cvent Event Marketing & Management, SwoogoZeffyWhovaagainst: Caterease, Cvent Event Marketing & Management, Eventbrite
Three alternatives
Bizzabo, Eventtia, HoneyBookOne alternative
WhovaThree alternatives
Eventbrite, Taskade Genesis, WhovaTwo alternatives
Eventbrite, Ticket TailorFour alternatives
Bizzabo, Eventbrite, Webex Events/Webinars, vFairsGPT-6 LunaZoho Backstageagainst: SwoogoEventbriteChangedagainst: Bizzabo, Cvent Event Marketing & ManagementLumaLumano first choiceagainst: Cvent Event Marketing & Management, Eventbrite, Whova
Two alternatives
Eventbrite, LumaOne alternative
AcceleventsFour alternatives
Eventbrite, RegFox, Whova, ZeffyOne alternative
EventbriteMuse Glimmer 30BSwoogoInviteDeskChangedagainst: Bizzabo, Cvent Event Marketing & Management, RainFocusEventbrite, Swoogoagainst: Cvent Event Marketing & ManagementZeffyno first choiceagainst: Cvent Event Marketing & Management, Eventbrite, Events.com
Five alternatives
Accelevents, Eventbrite, Eventzilla, HubSpot Events, Webex WebinarsTwo alternatives
Eventbrite, SwoogoTwo alternatives
RingCentral Events, WhovaThree alternatives
EventCreate, Eventbrite, Ticket TailorBold 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 11:59 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:28 | yes | 2 | 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 17:29 | yes | 5 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 13:17 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:30 | yes | 14 | 16 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:20 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:21 | yes | 23 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:42 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:52 | yes | 14 | 51 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:11 | yes | 5 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:55 | yes | 19 | 56 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:07 | yes | 10 | 21 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:28 | yes | 4 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:16 | yes | 13 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:29 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:48 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:18 | yes | 5 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:22 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:32 | yes | 5 | 12 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:59 | no | 0 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:25 | yes | 25 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:17 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:21 | yes | 19 | 54 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:46 | yes | 15 | 31 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:29 | yes | 25 | 276 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:32 | yes | 24 | 61 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:57 | yes | 3 | 19 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:24 | yes | 23 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:51 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:57 | 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 15:26 | no | 0 | 19 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 13:35 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:16 | yes | 9 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:05 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:25 | yes | 21 | 32 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:27 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:48 | yes | 10 | 66 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:11 | yes | 14 | 27 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:07 | yes | 25 | 55 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:12 | yes | 13 | 26 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:11 | yes | 5 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:36 | yes | 23 | 40 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:53 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:34 | yes | 2 | 7 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 13:01 | no | 0 | 13 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:34 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:00 | yes | 5 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:30 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:08 | yes | 18 | 14 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:25 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:13 | yes | 5 | 16 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:12 | yes | 15 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:55 | yes | 14 | 141 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:59 | yes | 5 | 30 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:16 | yes | 2 | 8 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:42 | yes | 24 | 31 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:22 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:16 | 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 13:46 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 08:57 | yes | 10 | 5 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:18 | yes | 8 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:14 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:39 | yes | 19 | 46 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:03 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:00 | no | 0 | 24 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:16 | yes | 19 | 23 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:13 | no | 0 | 5 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:45 | yes | 5 | 39 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:41 | yes | 2 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:13 | no | 0 | 4 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:50 | yes | 9 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:30 | yes | 4 | 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 12:54 | yes | 16 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 15:23 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:02 | yes | 17 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:43 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:18 | yes | 24 | 21 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:01 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:34 | yes | 9 | 45 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:11 | yes | 24 | 36 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:42 | yes | 24 | 74 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:19 | yes | 14 | 44 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:23 | yes | 3 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:01 | yes | 20 | 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
Cvent read as Cvent Event Marketing & Management
Cvent Event Management read as Cvent Event Marketing & Management
Unresolved, counted raw
Anyvite
Attendease
Beyonk
Caterease
EventHex
Eventify.io
Genesis (by Taskade)
Highbar
Livestream
PromoTix
Pypo
Sunfish Events
Tixtree
Discontinued, still offered
No shut-down product was recommended here.