Webinar and virtual event platforms
Asked as “webinar and virtual event platform”, and as “platform for hosting webinars and virtual events”, on behalf of a mid-market B2B company. 44 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
23%
Contested · Demio 20%
23Livestorm20Demio14Goldcast43others
41% of first choices at a 6% negative rate, against a field where the incumbents are named mostly to be warned against: Zoom, GoTo, Teams and ON24 all clear 29% negative.
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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the nine 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.
Google Meet 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 eleven models zero times of 44. Lab treatment is defined on the method page; the row is marked, not excluded.
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 →
01
02
03
04
05
06
07
08
09
10
11
12
13
14
15
16
17
18
19Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Livestorm23%
Livestorm23%02Demio20%
Demio20%03Goldcast14%
Goldcast14%04Zoho Webinar11%
Zoho Webinar11%05Zoom Webinars7%
Zoom Webinars7%06GoTo Webinar7%
GoTo Webinar7%07BigMarker2%
BigMarker2%08ON242%
ON242%09Bizzabo2%
Bizzabo2%10ClickMeeting2%
ClickMeeting2%11Airmeet0%
Airmeet0%12Webex Webinars0%
Webex Webinars0%13Microsoft Teams0%
Microsoft Teams0%14Whova0%
Whova0%15WebinarNinja0%
WebinarNinja0%16Google Meet0%
Google Meet0%17RingCentral Events0%
RingCentral Events0%18vFairs0%
vFairs0%19WebinarJam0%
WebinarJam0%What they warned about
Three 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, Llama 4 Maverick, Qwen 3.7 Flash, 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 Webinars26%
18 of 68 labels negative · 11 of 12 models · 2 hard negative
“Zoom Webinars: Basic features, requires separate Zoom subscription” Kimi K2, direct prompt
ON2430%
11 of 37 labels negative · 6 of 12 models · 2 hard negative
“What to avoid for this use case- ON24 and Goldcast are powerful, but they're sales-quoted, enterprise-priced” DeepSeek V4 Flash, paraphrase prompt
GoTo Webinar23%
8 of 35 labels negative · 6 of 12 models · 1 hard negative
“Reviewers cite reliability and audio-lag issues... Widely considered overpriced” DeepSeek V4 Flash, negative prompt
WebinarJam33%
7 of 21 labels negative · 5 of 12 models · 5 hard negative
“avoid WebinarJam, EverWebinar, and WebinarKit based on consistent patterns of failure and poor support” Kimi K2, 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
20 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. 284 links across 122 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 · EasyWebinar14 answers · 27 citations · 3 models
vendor site · WebinarNinja12 answers · 19 citations · 3 models
9 answers · 9 citations · 3 models
vendor site · Whova8 answers · 8 citations · 2 models
vendor site · Livestorm7 answers · 8 citations · 3 models
vendor site · ON247 answers · 8 citations · 3 models
vendor site · Zoom6 answers · 7 citations · 2 models
vendor site · Goldcast6 answers · 6 citations · 3 models
vendor site · Airmeet5 answers · 8 citations · 3 models
vendor site · Bizzabo5 answers · 5 citations · 3 models
vendor site · Demio5 answers · 5 citations · 3 models
vendor site · Reddit4 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.
9 answers · 3 models
7 answers · 2 models
6 answers · 2 models
6 answers · 2 models
5 answers · 3 models
5 answers · 3 models
5 answers · 3 models
5 answers · 3 models
4 answers · 1 model
4 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 |
|---|---|---|---|---|---|---|---|---|
| Livestorm livestorm.co | 23% | 133 | 1,600 | 23 | 124,272 | 0 | 8 | |
| Demio demio.com | 20% | 102 | 3,600 | 236 | 3,294 | 1 | ||
| Goldcast goldcast.io | 14% | 71 | 4,400 | 42 | 6,549 | 24 | 7 | |
| Zoho parent site Zoho Webinar 11% | 11% | 31 | 590 | 6 | ||||
| Zoom zoom.com Zoom Webinars 7% | 7% | 192 | 3,350,000 | 120,299 | 2,795,648 company | $4,064 | 47 | |
| GoTo goto.com GoTo Webinar 7% | 7% | 66 | 2,900 | 199 | 503,681 | $549 | 59 | 8 |
| BigMarker bigmarker.com | 2% | 67 | 1,300 | 14 | 13,514 | 0 | ||
| ON24 on24.com | 2% | 104 | 3,600 | 177 | 50,901 | 38 | 1 | |
| Bizzabo bizzabo.com | 2% | 190 | 2,400 | 41 | 13,809 | $8 | 15 | |
| ClickMeeting clickmeeting.com | 2% | 30 | 18,100 | 5 | 8,016 | 36 | 5 |
Google's top ten for the two searches hold 13 sites; 6 of them are among the sites the models cited here (goldcast.io, livestorm.co, on24.com, 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 mid-market B2B company?”Paraphrase“Which platform for hosting webinars and virtual events would you recommend to a mid-sized B2B company?”Comparative“What are the top webinar and virtual event platforms and how do they differ?”Budget-constrained“What is the best webinar and virtual event platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a webinar and virtual event platform. What should we look at?”Negative“Which webinar and virtual event platforms should I avoid or be cautious about?”
Claude Haiku 4.5BigMarkerGoTo Webinar, LivestormChangedno first choiceZoho Webinarno first choiceagainst: Zoom Webinars
Four alternatives
Demio, GoTo Webinar, Goldcast, LivestormOne alternative
BigMarkerTwo alternatives
Webex Webinars, Zoom WebinarsFive alternatives
GoTo Webinar, Microsoft 365, MyOwnConference, WebinarJam, eWebinarGPT-5.4 miniDemioON24, Zoom WebinarsChangedZoom WebinarsZoom Webinarsagainst: Livestormno first choicenothing named
One alternative
ON24Two alternatives
Microsoft Teams, ON24One alternative
DemioGemini 3.5 FlashGoldcastagainst: ON24GoldcastHeldagainst: Cvent Event Marketing & Management, ON24, Zoom WebinarsZoom WebinarsZoho Webinaragainst: Demio, GoTo Webinar, Livestormno first choiceagainst: Webex Webinars, Zoom Webinarsagainst: AltspaceVR, GoTo Webinar, RingCentral Events, WebinarJam, WebinarTV.us, Zoom Webinars
Three alternatives
Airmeet, Demio, LivestormThree alternatives
Contrast, Demio, LivestormTen alternatives
Airmeet, Demio, EasyWebinar, Livestorm, Microsoft Teams, ON24, RingCentral Events, Webex Webinars, WebinarJam, WhovaFive alternatives
Google Meet, RingCentral Events, WebinarGeek, WebinarKit, YouTube LivePerplexity SonarGoldcastLivestormChangedLivestormZoho Webinarno first choiceagainst: WebinarNinja, Zoom Webinars
Three alternatives
Bizzabo, GoTo Webinar, LivestormFive alternatives
BigMarker, Demio, GoTo Webinar, ON24, Zoom WebinarsSix alternatives
BigMarker, Demio, Webex Webinars, WebinarJam, Zoom Webinars, eWebinarTwo alternatives
WebinarNinja, Zoom WebinarsGrok 4.20DemioGoTo WebinarChangedZoom Webinarsagainst: Hubilo, ON24Zoho Webinaragainst: Livestorm, Zoom Webinarsno first choiceagainst: BigMarker, BrightTALK, ClickMeeting, Demio, GoTo Webinar, Notified, WebinarJam, Zoom Webinars
Five alternatives
GoTo Webinar, Goldcast, Livestorm, ON24, Zoom WebinarsFour alternatives
Demio, Livestorm, WebinarNinja, Zoom WebinarsTen alternatives
Airmeet, BigMarker, Demio, GoTo Webinar, Livestorm, Remo Conference, RingCentral Events, Webex Webinars, WebinarNinja, vFairsFour alternatives
Airmeet, Google Meet, WebinarNinja, YouTube LiveThree alternatives
Bizzabo, Microsoft Teams, RingCentral EventsMistral SmallGoldcastDemioChangedno first choiceClickMeetingno first choiceagainst: ON24, WebinarJam, Zoom Webinars
Three alternatives
Demio, Livestorm, Zoom WebinarsFive alternatives
GoTo Webinar, Goldcast, Livestorm, WebinarNinja, Zoom WebinarsTen alternatives
Airmeet, BigMarker, ClickMeeting, Demio, Livestorm, Webex Webinars, Zoho Webinar, Zoom Webinars, eWebinar, vFairsThree alternatives
Demio, LiveWebinar, Microsoft TeamsDeepSeek V4 FlashLivestormagainst: Bizzabo, ON24LivestormHeldagainst: GoTo Webinar, Goldcast, ON24, Zoom Webinarsno first choiceagainst: RingCentral EventsZoho Webinaragainst: Demio, Livestorm, WebinarNinjaDemio, Livestorm, Zoom Webinarsagainst: ON24against: BrightTALK, ClickMeeting, Demio, GoTo Webinar, ON24, RingCentral Events, WebinarJam, Zoom Webinars
Two alternatives
Demio, GoldcastOne alternative
DemioFourteen alternatives
Airmeet, BigMarker, Bizzabo, Brella, Cvent Event Marketing & Management, Demio, EasyWebinar, GoTo Webinar, Livestorm, Swoogo, WebinarJam, Zoom Webinars, eWebinar, vFairsThree alternatives
Airmeet, ClickMeeting, EasyWebinarNine alternatives
Airmeet, BigMarker, Bizzabo, Cvent Event Marketing & Management, GoTo Webinar, RingCentral Events, Teams webinars, Webex Webinars, WhovaLlama 4 Maverickno first choiceBizzaboChangedno first choiceLivestormno first choiceagainst: Crowdcast, Webex Webinars, Zoom Webinars
Five alternatives
GoTo Webinar, Goldcast, ON24, RingCentral Events, Zoom WebinarsTwo alternatives
Whova, Zoom WebinarsQwen 3.7 FlashGoldcastLivestormChangedagainst: ON24no first choiceLivestormno first choiceagainst: GoTo Webinar, Zoom Webinarsagainst: Bigo Live, BlueJeans, Gather.town, Google Meet, Remo Conference, RingCentral Events, Skype for Business, Telegram Voice Calls, Twitch, WhatsApp Groups
Three alternatives
Livestorm, ON24, Zoom WebinarsThree alternatives
Demio, RingCentral Events, Zoom WebinarsFour alternatives
Google Meet, WebinarNinja, YouTube Live, Zoom WebinarsKimi K2Demio, Livestormagainst: Bizzabo, ON24, Zoom WebinarsDemio, GoldcastChangedagainst: Zoom WebinarsWebinarNinjaLivestormagainst: 6Connex, Hubilo, Remo Conference, RingCentral Events, vFairsno first choiceagainst: GoTo Webinar, ON24, Sessions, Webex Webinars, WebinarJam, WebinarKit, Zoom Webinars
Two alternatives
BigMarker, GoldcastOne alternative
ON24Nine alternatives
BigMarker, Demio, GoTo Webinar, Livestorm, ON24, Webex Webinars, Whova, Zoom Webinars, vFairsThree alternatives
ClickMeeting, Google Meet, Zoho WebinarGLM 4.7 FlashXGoTo WebinarDemio, WebinarGeekChangedno first choicePopup, WebinarKitno first choiceagainst: 6Connex, Axial, BrightTALK, Demio, Notified, Zoom Webinars, vFairs
Ten alternatives
Airmeet, ClickMeeting, Cvent Event Marketing & Management, Demio, EventMobi, PheedLoop, WebinarJam, Whova, Zoom Webinars, ZuddlFour alternatives
Bizzabo, Goldcast, Livestorm, Zoom WebinarsFive alternatives
ClickMeeting, Jitsi Meet, Systeme.io, Zoho Webinar, Zoom WebinarsMiniMax M2.5DemioDemioHeldno first choiceEasyWebinarno first choiceagainst: BrightTALK, Demio, GoTo Webinar, Notified, Webex Webinars, Zoom Webinars
Three alternatives
Bizzabo, Goldcast, LivestormFour alternatives
Bizzabo, Goldcast, Livestorm, ON24Eleven alternatives
BigMarker, ClickMeeting, Demio, LiveWebinar, Livestorm, ON24, Webex Webinars, WebinarNinja, Zoom Webinars, eWebinar, vFairsThree alternatives
Demio, Livestorm, 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 | 2026-09-14 23:12 | yes | 8 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:13 | yes | 2 | 9 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:32 | yes | 13 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-14 23:57 | yes | 20 | 18 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 02:20 | yes | 0 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:57 | yes | 0 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:24 | yes | 0 | 39 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:46 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:01 | yes | 0 | 72 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:59 | yes | 0 | 31 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:59 | yes | 0 | 144 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:15 | yes | 0 | 14 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:22 | yes | 8 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:34 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:54 | yes | 15 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 01:49 | yes | 20 | 18 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 04:00 | yes | 0 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:21 | yes | 0 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:58 | yes | 0 | 17 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:03 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:48 | no | 0 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:36 | yes | 0 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:52 | yes | 0 | 42 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:44 | yes | 0 | 12 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:00 | yes | 15 | 14 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:50 | yes | 5 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:58 | yes | 10 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 02:42 | yes | 20 | 8 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 04:26 | yes | 0 | 7 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:12 | yes | 0 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:54 | yes | 0 | 22 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:27 | yes | 0 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:22 | yes | 0 | 50 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:19 | yes | 0 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:43 | yes | 0 | 148 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:21 | yes | 0 | 16 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:30 | yes | 8 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:12 | yes | 2 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 22:58 | yes | 24 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 02:33 | 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 01:56 | yes | 0 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:34 | yes | 0 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:27 | yes | 0 | 17 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:14 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:37 | yes | 0 | 17 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:33 | yes | 0 | 31 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:33 | yes | 0 | 23 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:43 | yes | 0 | 9 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:57 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:31 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:40 | no | 0 | 13 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 00:41 | yes | 20 | 7 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 23:05 | yes | 0 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:19 | yes | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 00:20 | yes | 0 | 30 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:13 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:42 | yes | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:14 | yes | 0 | 26 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:10 | no | 0 | 14 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:08 | yes | 0 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:08 | yes | 31 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:16 | no | 0 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:18 | yes | 21 | 18 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-14 22:55 | yes | 20 | 7 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 23:58 | yes | 0 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:10 | yes | 0 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 01:13 | yes | 0 | 23 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:04 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:54 | no | 0 | 34 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:52 | yes | 0 | 70 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:40 | yes | 0 | 47 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:32 | yes | 0 | 15 s |
Noise floor in this category
Flips between the edition run and its calibration repeat. Six prompts per model is a small sample; the index-wide floor is the number to trust.
ShowHide
Claude Haiku 4.5
4 of 4 flipped
GPT-5.4 mini
2 of 4 flipped
Gemini 3.5 Flash
2 of 5 flipped
Perplexity Sonar
2 of 4 flipped
Grok 4.20
4 of 6 flipped
Mistral Small
3 of 3 flipped
DeepSeek V4 Flash
4 of 5 flipped
Llama 4 Maverick
3 of 3 flipped
Qwen 3.7 Flash
3 of 4 flipped
Kimi K2
4 of 6 flipped
GLM 4.7 FlashX
4 of 4 flipped
MiniMax M2.5
3 of 3 flipped
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 Events read as Cisco Webex Webinars
Cvent read as Cvent Event Marketing & Management
Remo read as Remo Conference
Webex Events & Webinars read as Webex Webinars
Webex Events/Webinars read as Webex Webinars
Zoom read as Zoom Webinars
Zoom (Free Tier) read as Zoom Webinars
Zoom (Webinar Mode) read as Zoom Webinars
Zoom (Webinars) read as Zoom Webinars
Zoom (Webinars, Sessions, & Events) read as Zoom Webinars
Unresolved, counted raw
AltspaceVR
Axial
Bigo Live
BlueJeans (by Verizon)
Gather.town
Jitsi Meet
MyOwnConference
Sessions (AppSumo)
Skype for Business
SpatialChat
Teams Town Halls
Teams webinars
Telegram Voice Calls
WebinarTV.us
WhatsApp Groups
Discontinued, still offered
No shut-down product was recommended here.