Webinar and virtual event platforms for enterprise buyers
Asked as “webinar and virtual event platform”, and as “platform for hosting webinars and virtual events”, on behalf of an enterprise B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
33%
Contested · Bizzabo 10%
33ON2410Bizzabo10Webex Webinars47others
33% of first choices, contested.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the six products at 0%, ordered by negative rate
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 enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
Livestorm vs Zoom WebinarsLivestorm vs GoTo WebinarLivestorm vs BigMarkerLivestorm vs ON24Demio vs GoldcastDemio vs Zoho WebinarDemio vs Zoom WebinarsDemio vs GoTo WebinarDemio vs BigMarkerDemio vs ON24Goldcast vs Zoho WebinarGoldcast vs Zoom WebinarsGoldcast vs GoTo WebinarGoldcast vs BigMarkerGoldcast vs ON24Zoho Webinar vs Zoom WebinarsZoho Webinar vs GoTo WebinarZoho Webinar vs BigMarkerZoho Webinar vs ON24Zoom Webinars vs GoTo WebinarZoom Webinars vs BigMarkerZoom Webinars vs ON24GoTo Webinar vs BigMarkerGoTo Webinar vs ON24BigMarker vs ON24
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 →
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03
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05
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07
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09
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17Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01ON2433%
ON2433%02Bizzabo10%
Bizzabo10%03Zoom Webinars10%
Zoom Webinars10%04Webex Webinars10%
Webex Webinars10%05Cvent Event Marketing & Management8%
Cvent Event Marketing & Management8%06Microsoft Teams8%
Microsoft Teams8%07BigMarker4%
BigMarker4%08Goldcast4%
Goldcast4%09Cisco Webex Webinars4%
Cisco Webex Webinars4%10EasyWebinar2%
EasyWebinar2%11Demio2%
Demio2%12vFairs0%
vFairs0%13Airmeet0%
Airmeet0%14RingCentral Events0%
RingCentral Events0%15Livestorm0%
Livestorm0%16GoTo Webinar0%
GoTo Webinar0%17WebinarJam0%
WebinarJam0%What they warned about
Three of twelve 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, Llama 4 Maverick, Kimi K2 and GLM 4.7 FlashX 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.
Zoom Webinars27%
17 of 64 labels negative · 12 of 12 models · 2 hard negative
“Zoom's tiered pricing rises steeply based on room capacity limits ... substantial seat-license bloat” Gemini 3.5 Flash, budget prompt
GoTo Webinar42%
10 of 24 labels negative · 9 of 12 models · 2 hard negative
“Platforms to Avoid or Approach with High Caution: - GoTo Webinar... Not reliable for global town halls or high-stakes broadcasts” Grok 4.20, negative prompt
Demio65%
11 of 17 labels negative · 8 of 12 models · 7 hard negative
“Users report the highest failure rates during peak load events... "absent support during live events when problems arise"” GLM 4.7 FlashX, negative prompt
WebinarJam90%
9 of 10 labels negative · 6 of 12 models · 6 hard negative
“often lack the enterprise-grade Single Sign-On (SSO) and advanced API reliability needed for Fortune 500 integration” Qwen 3.7 Flash, negative prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
21 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 311 links across 104 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.
vendor site · EasyWebinar15 answers · 28 citations · 3 models
vendor site · Bizzabo15 answers · 18 citations · 3 models
vendor site · WebinarNinja14 answers · 21 citations · 3 models
vendor site · vFairs11 answers · 11 citations · 3 models
vendor site · Goldcast9 answers · 10 citations · 3 models
vendor site · Airmeet8 answers · 11 citations · 2 models
vendor site · Livestorm8 answers · 9 citations · 4 models
vendor site · ON248 answers · 9 citations · 3 models
vendor site · Whova8 answers · 8 citations · 3 models
vendor site · Zoom7 answers · 8 citations · 2 models
5 answers · 5 citations · 1 model
5 answers · 5 citations · 2 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.
14 answers · 3 models
11 answers · 3 models
9 answers · 3 models
7 answers · 3 models
7 answers · 2 models
6 answers · 2 models
6 answers · 3 models
6 answers · 2 models
5 answers · 2 models
5 answers · 2 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 webinar and virtual event platform”, “webinar and virtual event 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 |
|---|---|---|---|---|---|---|---|---|
| ON24 on24.com | 33% | 104 | 3,600 | 177 | 50,901 | 38 | 1 | |
| Bizzabo bizzabo.com | 10% | 190 | 2,400 | 41 | 13,809 | $8 | 15 | |
| Zoom zoom.com Zoom Webinars 10% | 10% | 192 | 3,350,000 | 120,299 | 2,795,648 company | $4,064 | 47 | |
| Cisco webex.com Webex Webinars 10% | 10% | 84 | 165,000 | 48,352 | 373,023 | 0 | ||
| Cvent Event Marketing & Management cvent.com | 8% | 212 | 0 | 1,714,548 | 73 | |||
| Microsoft parent site Microsoft Teams 8% | 8% | 95 | 2,240,000 | 403,136 | ||||
| BigMarker bigmarker.com | 4% | 67 | 1,300 | 14 | 13,514 | 0 | ||
| Goldcast goldcast.io | 4% | 71 | 4,400 | 42 | 6,549 | 24 | 7 | |
| Cisco cisco.com Cisco Webex Webinars 4% | 4% | 17 | 165,000 | 48,352 | 5,114,808 company | $683 | 91 | |
| Swoogo swoogo.events | 4% | 99 | 4,400 | 49 | 17,342 | 25 |
Google's top ten for the two searches hold 13 sites; 5 of them are among the sites the models cited here (goldcast.io, livestorm.co, on24.com, ventureharbour.com, webinarninja.com). The first result for “best webinar and virtual event platform” 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 webinar and virtual event platform for an enterprise B2B company?”Paraphrase“Which platform for hosting webinars and virtual events would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade webinar and virtual event platforms and how do they differ?”Budget-constrained“What is the best webinar and virtual event platform 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 webinar and virtual event platform. What should we look at?”Negative“Which webinar and virtual event platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5ON24Zoom WebinarsChangedno first choiceWebex Webinarsno first choiceagainst: Webex Webinars, Zoom Webinars
Four alternatives
Airmeet, Bizzabo, Cvent Event Marketing & Management, Zoom WebinarsFour alternatives
Cisco Webex Webinars, Microsoft Teams, ON24, RingCentral EventsSix alternatives
Airmeet, Bizzabo, Livestorm, ON24, Zoom Webinars, vFairsOne alternative
ON24GPT-5.4 miniON24against: GoTo Webinar, Zoho WebinarMicrosoft TeamsChangedON24ON24against: Zoom Webinarsno first choiceagainst: Zoom Webinars
Two alternatives
Cvent Event Marketing & Management, Webex SuiteTwo alternatives
Webex Webinars, Zoom WebinarsSix alternatives
BigMarker, Cvent Event Marketing & Management, GoTo Webinar, Livestorm, Webex Webinars, Zoom WebinarsTwo alternatives
Cvent Event Marketing & Management, Microsoft TeamsGemini 3.5 FlashGoldcastCvent Event Marketing & Management, ON24ChangedCvent Event Marketing & Management, Goldcast, ON24EventsAir, Swoogoagainst: Cvent Event Marketing & Management, Livestorm, Zoom WebinarsON24against: Adobe Connect, Basic Zoom Meetings, Demio, GoTo Webinar, Goldcast, Google Meet, ON24, RingCentral Events, Standard Microsoft Teams, WebinarJam, WebinarKit
Three alternatives
Bizzabo, ON24, Zoom WebinarsFive alternatives
Bizzabo, Goldcast, Microsoft Teams, RingCentral Events, Zoom WebinarsFour alternatives
Bizzabo, Microsoft Teams, Zoom Webinars, vFairsThree alternatives
Microsoft Teams, RingCentral Events, ZuddlThree alternatives
Goldcast, Webex Webinars, Zoom WebinarsPerplexity SonarBizzabo, ON24BizzaboChangedON24Webex Webinarsagainst: Demio, Zoom Webinarsno first choiceagainst: ClickMeeting, Demio, GoTo Webinar, Livestorm, Microsoft Teams, Webex Webinars, WebinarJam, WebinarNinja, Zoom Webinars
Three alternatives
Contrast, Goldcast, Zoom WebinarsThree alternatives
ON24, Webex Webinars, Zoom WebinarsSeven alternatives
BigMarker, Bizzabo, Cvent Event Marketing & Management, Microsoft Teams, Webex Webinars, Zoom Webinars, vFairsTwo alternatives
GoTo Webinar, ON24Grok 4.20ON24ON24, Zoom WebinarsChangedagainst: Demio, Livestormno first choiceCisco Webex Webinarsagainst: Bizzabo, Cvent Event Marketing & Management, Demio, GoTo Webinar, Livestorm, ON24, WebinarNinja, eWebinarCvent Event Marketing & Management, EasyWebinaragainst: Demio, GoTo Webinar, ON24, Webex Webinars, Zoom Webinars
Four alternatives
Bizzabo, Cvent Event Marketing & Management, Webex Webinars, Zoom WebinarsOne alternative
Webex WebinarsThree alternatives
EasyWebinar, Microsoft Teams, Zoom WebinarsOne alternative
Zoom WebinarsMistral SmallWebex WebinarsCisco Webex WebinarsChangedWebex Webinars, Zoom WebinarsMicrosoft Teamsagainst: Zoom Webinarsno first choiceagainst: StreamYard
Six alternatives
Bizzabo, GoTo Webinar, Goldcast, ON24, SpotMe, Zoom WebinarsThree alternatives
Convay, ON24, Zoom WebinarsFive alternatives
Bizzabo, Cvent Event Marketing & Management, SpotMe, Zuddl, vFairsThree alternatives
Cisco Webex Webinars, Convay, EasyWebinarDeepSeek V4 FlashON24ON24HeldON24BigMarkeragainst: ON24, Webex Webinars, Zoom WebinarsON24, Webex Webinars, Zoom Webinarsagainst: Cvent Event Marketing & Managementagainst: BigMarker, BrightTALK, Cisco Webex Webinars, Crowdcast, Demio, GoTo Webinar, Notified, ON24, StreamYard, WebinarJam, Zoom Webinars
Four alternatives
Goldcast, Livestorm, Zoom Webinars, vFairsFive alternatives
Airmeet, Bizzabo, Cvent Event Marketing & Management, Microsoft Teams, Webex WebinarsNine alternatives
BigMarker, Bizzabo, Cvent Event Marketing & Management, GoTo Webinar, Goldcast, SpotMe, Webex Webinars, Zoom Webinars, vFairsOne alternative
Convay Big MeetingLlama 4 MaverickDemioON24Changedno first choiceno first choiceno first choiceagainst: Cvent Event Marketing & Management, GoTo Webinar, Webex Webinars, Whova, Zoom Webinars
Three alternatives
Bizzabo, Marketful, WhovaTwo alternatives
Bizzabo, GoTo WebinarQwen 3.7 FlashON24ON24HeldBigMarker, ON24BigMarkerZoom Webinarsagainst: vFramer/Hopinagainst: 6Connex, ClickMeeting, Demio, GoTo Webinar, Webcasts.com, WebinarJam, Zoho Webinar, Zoom Webinars, vFairs
Four alternatives
Bizzabo, Cisco Webex Webinars, Cvent Event Marketing & Management, Zoom WebinarsTwo alternatives
Goldcast, Zoom WebinarsThree alternatives
Cvent Event Marketing & Management, Zoom Webinars, vFairsTwo alternatives
Cisco Webex Webinars, EasyWebinarTwo alternatives
Cisco Webex Webinars, GoTo WebinarKimi K2Bizzabo, Cvent Event Marketing & Managementagainst: Zoom WebinarsBizzaboChangedBizzabo, Cvent Event Marketing & Management, ON24against: RingCentral EventsSwoogoagainst: BigMarker, ON24, Webex Webinars, Zoom Webinars, vFairsCvent Event Marketing & Management, ON24against: BrightTALK, Cvent Event Marketing & Management, Demio, GoTo Webinar, Livestorm, Notified, RingCentral Events, WebinarJam, Zoho Webinar, Zoom Webinars
Two alternatives
ON24, Webex WebinarsTwo alternatives
Airmeet, ON24Seven alternatives
BigMarker, GoTo Webinar, Livestorm, Webex Webinars, Whova, Zoom Webinars, vFairsTwo alternatives
Accelevents, Microsoft TeamsThree alternatives
BigMarker, Bizzabo, Webex WebinarsGLM 4.7 FlashXGoldcast, Webex WebinarsBizzaboChangedDemio, Zoom Webinarsagainst: CrowdcastMicrosoft Teams, Zoom Webinarsno first choiceagainst: BrightTALK, ClickMeeting, Demio, GoTo Webinar, Notified, WebinarJam, Zoom Webinars
Four alternatives
Bizzabo, ON24, RingCentral Events, vFairsTwo alternatives
Cvent Event Marketing & Management, ON24Seven alternatives
Accelevents, BigMarker, Microsoft Teams, ON24, SpotMe, Webex Webinars, vFairsThree alternatives
GoTo Webinar, Livestorm, Webex WebinarsSix alternatives
BigMarker, Bizzabo, Cvent Event Marketing & Management, EasyWebinar Unlimited, Webex Webinars, Zoom WebinarsMiniMax M2.5ON24ON24HeldGoldcast, ON24, Zoom WebinarsMicrosoft Teamsagainst: Webinar.gg, WebinarKitno first choiceagainst: BrightTALK, ClickMeeting, Demio, Goldcast, Notified, ON24, Zoom Webinars, vFairs
Four alternatives
BigMarker, Livestorm, Zoom Webinars, vFairsFour alternatives
BigMarker, Bizzabo, Webex Webinars, Zoom WebinarsTwo alternatives
Bizzabo, Cvent Event Marketing & ManagementTwo alternatives
ON24, Zoom WebinarsBold 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.
Seventy-two 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 | 2026-09-15 01:10 | yes | 7 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:22 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 05:00 | yes | 21 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 04:59 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 01:27 | yes | 0 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:42 | yes | 0 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:02 | yes | 0 | 17 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:36 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:04 | yes | 0 | 16 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:15 | yes | 0 | 42 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:00 | yes | 0 | 57 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:47 | yes | 0 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:19 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:55 | yes | 4 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:41 | yes | 18 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 00:28 | yes | 20 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 03:08 | yes | 0 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:26 | yes | 0 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:50 | yes | 0 | 18 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:28 | yes | 0 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:31 | yes | 0 | 60 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:19 | yes | 0 | 37 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:14 | yes | 0 | 145 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:28 | yes | 0 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:57 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:59 | yes | 8 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:30 | yes | 25 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 02:19 | yes | 20 | 13 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 03:20 | yes | 0 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:21 | yes | 0 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 00:49 | yes | 0 | 29 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:55 | yes | 0 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:33 | yes | 0 | 79 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:24 | yes | 0 | 78 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:44 | yes | 0 | 30 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:10 | yes | 0 | 14 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:36 | yes | 14 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:09 | no | 0 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:54 | yes | 22 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 02:48 | yes | 20 | 6 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:34 | yes | 0 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 22:58 | yes | 0 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:43 | yes | 0 | 49 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:39 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:01 | yes | 0 | 70 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:00 | yes | 0 | 52 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:15 | yes | 0 | 49 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:39 | yes | 0 | 47 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:13 | yes | 18 | 11 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:22 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:05 | yes | 10 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 00:36 | yes | 20 | 12 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 01:54 | yes | 0 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 22:58 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:07 | yes | 0 | 73 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:42 | yes | 0 | 1 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 05:01 | no | 0 | 39 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:54 | yes | 0 | 58 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:18 | yes | 0 | 24 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:27 | yes | 0 | 14 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:27 | yes | 14 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:26 | yes | 1 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:36 | yes | 17 | 32 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 02:18 | yes | 19 | 20 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 23:29 | yes | 0 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:16 | yes | 0 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:37 | yes | 0 | 123 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:11 | yes | 0 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:23 | yes | 0 | 79 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:12 | yes | 0 | 63 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:10 | yes | 0 | 85 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:15 | yes | 0 | 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.
ShowHide
Category-scoped readings
Cisco Webex read as Cisco Webex Webinars
Cisco Webex Events read as Cisco Webex Webinars
Cvent read as Cvent Event Marketing & Management
Cvent (formerly Hopin) read as Cvent Event Marketing & Management
Cvent (incorporating ON24 and Goldcast) read as Cvent Event Marketing & Management
Cvent Webinar read as Cvent Event Marketing & Management
Microsoft Teams Live read as Microsoft Teams
Webex Events & Webinars (Cisco) read as Webex Webinars
Webex Events/Webinars read as Webex Webinars
Zoom read as Zoom Webinars
Unresolved, counted raw
Basic Zoom Meetings
Convay Big Meeting
Digital Samba
Marketful
Standard Microsoft Teams
Teams Town Hall
Webcasts.com
Webex Suite
Webinar.gg
vFramer/Hopin
Discontinued, still offered
No shut-down product was recommended here.