Webinar and virtual event platforms for small business buyers
Asked as “webinar and virtual event platform”, and as “platform for hosting webinars and virtual events”, on behalf of a small B2B company. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
39%
Contested · Zoom Webinars 15%
39Demio15Zoom Webinars13Livestorm33others
39% 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 a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the seven 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 small business.
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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08
09
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16Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Demio39%
Demio39%02Zoom Webinars15%
Zoom Webinars15%03Livestorm13%
Livestorm13%04WebinarNinja11%
WebinarNinja11%05WebinarKit9%
WebinarKit9%06Zoho Webinar7%
Zoho Webinar7%07ClickMeeting2%
ClickMeeting2%08EasyWebinar2%
EasyWebinar2%09WebinarJam2%
WebinarJam2%10WebinarGeek0%
WebinarGeek0%11eWebinar0%
eWebinar0%12Microsoft Teams0%
Microsoft Teams0%13GoTo Webinar0%
GoTo Webinar0%14Webex Webinars0%
Webex Webinars0%15BigMarker0%
BigMarker0%16ON240%
ON240%What they warned about
Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 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.
GoTo Webinar46%
17 of 37 labels negative · 10 of 12 models
“recent reviews (2025-2026) highlight growing frustrations regarding reliability, specifically audio/video lag and data tracking errors” Qwen 3.7 Flash, negative prompt
Zoom Webinars24%
17 of 71 labels negative · 9 of 12 models
“That doesn't make it "bad," but it does mean a small business should review settings and terms carefully before using it for sensitive sessions.” GPT-5.4 mini, negative prompt
WebinarJam42%
10 of 24 labels negative · 7 of 12 models · 6 hard negative
“Platforms to Avoid or Use with Caution ### 1. WebinarJam ⚠️ Why to avoid:” GLM 4.7 FlashX, negative prompt
Demio13%
7 of 53 labels negative · 7 of 12 models · 2 hard negative
“Blocks your own data export after cancellation... Demio is the current worst offender.” DeepSeek V4 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
22 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. 286 links across 92 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 · EasyWebinar16 answers · 33 citations · 3 models
vendor site · WebinarNinja14 answers · 19 citations · 3 models
14 answers · 14 citations · 3 models
vendor site · Zoom12 answers · 14 citations · 4 models
9 answers · 16 citations · 2 models
vendor site · Livestorm9 answers · 10 citations · 3 models
vendor site · Reddit7 answers · 9 citations · 2 models
vendor site · eWebinar7 answers · 8 citations · 2 models
vendor site · Whova7 answers · 8 citations · 2 models
vendor site · YouTube5 answers · 9 citations · 1 model
vendor site · Bizzabo5 answers · 6 citations · 3 models
5 answers · 6 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
7 answers · 2 models
7 answers · 2 models
7 answers · 2 models
6 answers · 2 models
6 answers · 3 models
5 answers · 3 models
5 answers · 1 model
5 answers · 3 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 |
|---|---|---|---|---|---|---|---|---|
| Demio demio.com | 39% | 102 | 3,600 | 236 | 3,294 | 1 | ||
| Zoom zoom.com Zoom Webinars 15% | 15% | 192 | 3,350,000 | 120,299 | 2,795,648 company | $4,064 | 47 | |
| Livestorm livestorm.co | 13% | 133 | 1,600 | 23 | 124,272 | 0 | 8 | |
| WebinarNinja webinarninja.com | 11% | 22 | 260 | 0 | 3,343 | 0 | 2 | |
| WebinarKit getwebinarkit.com | 9% | 390 | 9 | 434 | 1 | |||
| Zoho parent site Zoho Webinar 7% | 7% | 31 | 590 | 6 | ||||
| ClickMeeting clickmeeting.com | 2% | 30 | 18,100 | 5 | 8,016 | 36 | 5 | |
| EasyWebinar easywebinar.com | 2% | 35 | 390 | 0 | 5,467 | 1 | ||
| WebinarJam webinarjam.com | 2% | 52 | 3,600 | 87 | 2,043 | 8 | ||
| WebinarGeek webinargeek.com | 0% | 6 | 590 | 3 | 3,016 | 14 |
Google's top ten for the two searches hold 13 sites; 5 of them are among the sites the models cited here (learn.g2.com, livestorm.co, reddit.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 a small B2B company?”Paraphrase“Which platform for hosting webinars and virtual events would you recommend to a small business that sells to other businesses?”Comparative“What are the top webinar and virtual event platforms for a small team and how do they differ?”Budget-constrained“What is the best webinar and virtual event platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a webinar and virtual event platform. What should we look at?”Negative“Which webinar and virtual event platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Demio, WebinarNinjaDemioChangedDemio, WebinarNinjaDemioagainst: WebinarNinjano first choiceagainst: Livestorm, Zoom Webinars
Three alternatives
Goldcast, Livestorm, Zoom WebinarsOne alternative
LivestormThree alternatives
Livestorm, Vimeo, Zoom WebinarsTwo alternatives
EasyWebinar, Zoho WebinarGPT-5.4 miniDemio, Zoom WebinarsZoom WebinarsChangedagainst: GoTo WebinarMicrosoft TeamsZoom Webinarsagainst: Livestorm, Zoom Webinarsno first choiceagainst: Zoom Webinars
One alternative
LivestormOne alternative
LivestormThree alternatives
RingCentral Events, Webex Webinars, Zoom WebinarsGemini 3.5 FlashDemioagainst: Zoom WebinarsDemioHeldagainst: Goldcast, Zoom WebinarsDemio, WebinarGeekWebinarKit, Zoho Webinaragainst: GoTo Webinar, Zoom WebinarsDemioagainst: Bizzabo, Cvent Event Marketing & Management, Microsoft Teams, ON24, Zoom Webinars, vFairsagainst: 6Connex, Cisco Webex Webinars, Cvent Event Marketing & Management, Demio, GoTo Webinar, ON24, Zoom Webinars, vFairs
Three alternatives
Livestorm, WebinarGeek, eWebinarOne alternative
LivestormFour alternatives
Airmeet, Livestorm, Zoom Webinars, eWebinarThree alternatives
Google Meet, Livestorm, Microsoft TeamsFour alternatives
Butter, Livestorm, Luma, UnividPerplexity SonarDemioagainst: Bizzabo, Contrast, ON24LivestormChangedDemio, Livestorm, WebinarNinjaagainst: Webex WebinarsWebinarNinja, Zoho Webinarno first choiceagainst: BigMarker, ClickMeeting, GoTo Webinar, ON24, Webex Webinars
Three alternatives
EasyWebinar, WebinarKit, WebinarNinjaFour alternatives
Demio, GoTo Webinar, WebinarNinja, Zoom WebinarsFive alternatives
BigMarker, ClickMeeting, GoTo Webinar, Zoho Webinar, Zoom WebinarsOne alternative
Zoom WebinarsGrok 4.20Livestormagainst: Bizzabo, ON24DemioChangedagainst: GoTo WebinarDemio, Livestormagainst: Airmeet, BigMarkerZoho Webinaragainst: Livestorm, WebinarNinja, Zoom WebinarsDemio, WebinarNinjaagainst: BigMarker, GoTo Webinar, ON24against: BigMarker, Demio, GoTo Webinar, ON24, WebinarJam, Zoom Webinars
Five alternatives
ClickMeeting, Demio, WebinarNinja, Zoho Webinar, Zoom WebinarsThree alternatives
ClickMeeting, Livestorm, WebinarNinjaFour alternatives
Crowdcast, GoTo Webinar, WebinarNinja, Zoom WebinarsOne alternative
ClickMeetingFour alternatives
ClickMeeting, Crowdcast, Livestorm, Zoom WebinarsMistral SmallWebinarNinjaagainst: Google Meet, YouTube Liveno first choiceChangedDemio, WebinarNinjaagainst: vFairsEasyWebinarno first choiceagainst: BigMarker, Cvent Event Marketing & Management, Demio, GoTo Webinar, Mindbody, WebinarJam, Zoom Webinars, vFairs
Four alternatives
Contrast, Demio, RingCentral Events, Zoom WebinarsSix alternatives
Airmeet, Google Meet, HeySummit, Microsoft Teams, RingCentral Events, Zoom WebinarsFour alternatives
ClickMeeting, Demio, Zoho Webinar, Zoom WebinarsDeepSeek V4 FlashDemio, LivestormDemioChangedagainst: WebinarNinjaClickMeeting, Demio, WebinarNinjaagainst: Accelevents, GoTo Webinar, Whova, vFairsClickMeetingDemioagainst: BigMarker, ON24against: AnyMeeting, BigMarker, ClickMeeting, Crowdcast, Demio, GoTo Webinar, ON24, Webex Webinars, WebinarJam, WebinarNinja, eWebinar
Four alternatives
Airmeet, Remo Conference, WebinarNinja, Zoom WebinarsOne alternative
LivestormFour alternatives
Airmeet, Livestorm, RingCentral Events, Zoom WebinarsFour alternatives
Airmeet, WebinarGeek, WebinarNinja, Zoho WebinarFour alternatives
EasyWebinar, GoTo Webinar, WebinarJam, eWebinarLlama 4 Maverickno first choiceno first choiceHeldLivestormWebinarKitno first choicenothing named
Two alternatives
Demio, WebinarNinjaTwo alternatives
Popup, Zoom WebinarsQwen 3.7 FlashWebinarKitZoom WebinarsChangedAirmeet, LivestormLivestormagainst: GoTo WebinarDemioagainst: GoTo Webinar, Microsoft Teams, ON24, Zoom Webinarsagainst: BigMarker, ClickMeeting, GoTo Webinar, ON24, Webex Webinars, WebinarJam, Zoom Webinars
Three alternatives
Demio, GoTo Webinar, LivestormThree alternatives
Demio, GoTo Webinar, LivestormFive alternatives
Crowdcast, Demio, Eventify, Remo Conference, WebinarKitFour alternatives
ClickMeeting, Google Meet, Microsoft Teams, WebinarNinjaTwo alternatives
Livestorm, WebinarNinjaKimi K2Demio, WebinarNinjaDemioChangedWebinarNinjaagainst: GoTo WebinarWebinarKitno first choiceagainst: Demio, GoTo Webinar, Livestorm, WebinarJam, WebinarNinja, Zoom Webinars
Five alternatives
ClickMeeting, EasyWebinar, Livestorm, WebinarJam, Zoho WebinarThree alternatives
ClickMeeting, WebinarNinja, Zoho WebinarFive alternatives
ClickMeeting, Crowdcast, Demio, Livestorm, Zoom WebinarsFive alternatives
ClickMeeting, EasyWebinar, Livestorm, Zoho Webinar, Zoom WebinarsGLM 4.7 FlashXDemio, WebinarJamLivestormChangedDemio, LivestormLivestormagainst: Zoom Webinarsno first choiceagainst: BigMarker, Demio, GoTo Webinar, Microsoft Teams, WebinarJam, Zoom Webinars
Four alternatives
GoTo Webinar, Livestorm, WebinarGeek, Zoom WebinarsOne alternative
DemioFive alternatives
GoTo Webinar, WebinarGeek, WebinarJam, Zoho Webinar, Zoom WebinarsThree alternatives
Demio, GoTo Webinar, WebinarJamMiniMax M2.5Demio, Zoom WebinarsZoom WebinarsChangedEasyWebinarZoom Webinarsno first choiceagainst: Demio, EasyWebinar, GoTo Webinar, Webex Webinars, WebinarJam, WebinarKit, Zoom Webinars
Three alternatives
BigMarker, Circle, RingCentral EventsOne alternative
GoTo WebinarFive alternatives
Crowdcast, Demio, Livestorm, WebinarKit, Zoom WebinarsThree alternatives
ClickMeeting, WebinarGeek, Zoho WebinarBold 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 04:15 | yes | 7 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:53 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:39 | yes | 14 | 28 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 04:52 | 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 02:29 | yes | 0 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 22:58 | yes | 0 | 10 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 01:57 | yes | 0 | 14 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:07 | yes | 0 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:14 | yes | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:48 | yes | 0 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:19 | yes | 0 | 66 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:00 | yes | 0 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:14 | yes | 8 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:05 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:44 | yes | 12 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 01:25 | yes | 20 | 5 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 04:37 | yes | 0 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:36 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:07 | yes | 0 | 48 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:29 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:58 | yes | 0 | 33 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:54 | yes | 0 | 52 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:25 | yes | 0 | 11 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:27 | no | 0 | 8 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:26 | yes | 7 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:06 | yes | 5 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:56 | yes | 25 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 04:27 | yes | 20 | 11 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 04:50 | yes | 0 | 6 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:16 | yes | 0 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:09 | yes | 0 | 23 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:54 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:06 | yes | 0 | 46 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:44 | yes | 0 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:28 | yes | 0 | 28 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:56 | yes | 0 | 18 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:02 | yes | 8 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:28 | yes | 4 | 7 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:49 | yes | 15 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 01:01 | 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 02:32 | yes | 0 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:34 | yes | 0 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:21 | yes | 0 | 33 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:14 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:53 | yes | 0 | 35 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:23 | yes | 0 | 32 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:48 | yes | 0 | 15 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:57 | yes | 0 | 12 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:45 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:30 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:17 | yes | 12 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 03:21 | yes | 20 | 6 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) | 2026-09-14 23:34 | yes | 0 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:08 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 05:00 | yes | 0 | 15 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:53 | yes | 0 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:17 | yes | 0 | 41 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:05 | yes | 0 | 33 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:50 | yes | 0 | 78 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:54 | no | 0 | 7 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:33 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 22:52 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:45 | yes | 22 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 00:42 | yes | 20 | 8 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) | 2026-09-15 03:49 | yes | 0 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:58 | yes | 0 | 16 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:30 | yes | 0 | 28 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:28 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:05 | yes | 0 | 39 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:09 | yes | 0 | 67 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:03 | yes | 0 | 49 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:40 | yes | 0 | 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.
ShowHide
Category-scoped readings
Cisco Webex read as Cisco Webex Webinars
Cvent read as Cvent Event Marketing & Management
Remo read as Remo Conference
Zoom read as Zoom Webinars
Zoom (Webinars) read as Zoom Webinars
Unresolved, counted raw
AnyMeeting
ProProfs WebinarNinja
Univid
Webinar Geek
Whereby
Zoom Webinar add-on
Discontinued, still offered
No shut-down product was recommended here.