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. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
35%
Contested · Zoom Webinars 10%
35ON2410Zoom Webinars08Cisco Webex Webinars46others
35% of first choices, contested.
Since October 2026=heldSince October 2026: 35% → 35%, ±0 points. Inside the 11-point floor: within noise.ON24 held the lead, ±0 points on 35%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Demio42%Clear leader↗new leaderNew leader since October 2026: Demio (42%) replaces Livestorm (32% then, 40% now), 2 points clear, inside the 11-point floor.Standing →Mid-market
Livestorm34%Contested▲+9Since October 2026: 25% → 34%, +9 points. Inside the 11-point floor: within noise.Standing →Enterprise
ON2435%Contested=heldSince October 2026: 35% → 35%, ±0 points. Inside the 11-point floor: within noise.This page
Demio42%Clear leader↗new leaderNew leader since October 2026: Demio (42%) replaces Livestorm (32% then, 40% now), 2 points clear, inside the 11-point floor.Standing →Mid-marketLivestorm34%Contested▲+9Since October 2026: 25% → 34%, +9 points. Inside the 11-point floor: within noise.Standing →EnterpriseON2435%Contested=heldSince October 2026: 35% → 35%, ±0 points. Inside the 11-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01ON2435%12%60endorsed leader=heldSince October 2026: 35% → 35%, ±0 points. Inside the 11-point floor: within noise.35% → 35%
ON2435%12%60endorsed leader=heldSince October 2026: 35% → 35%, ±0 points. Inside the 11-point floor: within noise.35% → 35%02
Zoom Webinars10%17%78accepted challenger▼−4Since October 2026: 14% → 10%, −4 points. Inside the 11-point floor: within noise.14% → 10%
Zoom Webinars10%17%78accepted challenger▼−4Since October 2026: 14% → 10%, −4 points. Inside the 11-point floor: within noise.14% → 10%03
Webex Webinars8%9%35accepted challenger▼−8Since October 2026: 16% → 8%, −8 points. Inside the 11-point floor: within noise.16% → 8%
Webex Webinars8%9%35accepted challenger▼−8Since October 2026: 16% → 8%, −8 points. Inside the 11-point floor: within noise.16% → 8%04
Cisco Webex Webinars8%0%13accepted challenger▲+2Since October 2026: 6% → 8%, +2 points. Inside the 11-point floor: within noise.6% → 8%
Cisco Webex Webinars8%0%13accepted challenger▲+2Since October 2026: 6% → 8%, +2 points. Inside the 11-point floor: within noise.6% → 8%05
Goldcast4%9%33accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
Goldcast4%9%33accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%06
Cvent Event Marketing & Management4%13%38accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
Cvent Event Marketing & Management4%13%38accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%07
Microsoft Teams4%30%23criticized challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
Microsoft Teams4%30%23criticized challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%08
Bizzabo2%4%24accepted challenger▼−10Since October 2026: 12% → 2%, −10 points. Inside the 11-point floor: within noise.12% → 2%
Bizzabo2%4%24accepted challenger▼−10Since October 2026: 12% → 2%, −10 points. Inside the 11-point floor: within noise.12% → 2%09
RingCentral Events2%8%26accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
RingCentral Events2%8%26accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%10
Airmeet2%7%14accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Airmeet2%7%14accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%11
GoTo Webinar2%27%11criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
GoTo Webinar2%27%11criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the four products at 0%, ordered by negative rate
15
WebinarJam0%90%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
WebinarJam0%90%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%14Livestorm0%41%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Livestorm0%41%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13
vFairs0%19%21accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
vFairs0%19%21accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
BigMarker0%4%24accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
BigMarker0%4%24accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 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 enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
Livestorm vs Zoom WebinarsLivestorm vs AirmeetLivestorm vs WebinarJamLivestorm vs ON24Demio vs Zoho WebinarDemio vs GoldcastDemio vs Zoom WebinarsDemio vs AirmeetDemio vs WebinarJamDemio vs ON24Zoho Webinar vs GoldcastZoho Webinar vs Zoom WebinarsZoho Webinar vs AirmeetZoho Webinar vs WebinarJamZoho Webinar vs ON24Goldcast vs Zoom WebinarsGoldcast vs AirmeetGoldcast vs WebinarJamGoldcast vs ON24Zoom Webinars vs AirmeetZoom Webinars vs WebinarJamZoom Webinars vs ON24Airmeet vs WebinarJamAirmeet vs ON24WebinarJam 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 →
010203040506070809101112131415Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01ON2435%
ON2435%02Zoom Webinars10%
Zoom Webinars10%03Webex Webinars8%
Webex Webinars8%04Cisco Webex Webinars8%
Cisco Webex Webinars8%05Goldcast4%
Goldcast4%06Cvent Event Marketing & Management4%
Cvent Event Marketing & Management4%07Microsoft Teams4%
Microsoft Teams4%08Bizzabo2%
Bizzabo2%09RingCentral Events2%
RingCentral Events2%10Airmeet2%
Airmeet2%11GoTo Webinar2%
GoTo Webinar2%12BigMarker0%
BigMarker0%13vFairs0%
vFairs0%14Livestorm0%
Livestorm0%15WebinarJam0%
WebinarJam0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, GLM 4.7 FlashX, MiniMax M2.5 and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Zoom Webinars17%
13 of 78 labels negative · 11 of 14 models · 4 hard negative
“Zoom Webinars has faced criticism as a "challenger" with a 14% share and ongoing issues that have led some enterprises to seek more robust solutions” Mistral Small, negative prompt
Livestorm41%
7 of 17 labels negative · 6 of 14 models · 2 hard negative
“Avoid Usage-Based Platforms: Steer clear of Livestorm, Demio, or Airmeet if attendee volume is high and unpredictable” Grok 4.20, budget prompt
Microsoft Teams30%
7 of 23 labels negative · 6 of 14 models · 2 hard negative
“a large enterprise may want to be cautious about or avoid Microsoft Teams as a webinar and virtual event platform” Llama 4 Maverick, negative prompt
WebinarJam90%
9 of 10 labels negative · 5 of 14 models · 4 hard negative
“Tools like WebinarJam are designed primarily for solopreneurs... They often lack enterprise-grade security certifications” Gemini 3.5 Flash, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
71 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. 888 links across 226 sites, every framing counted. Ranked by the number of answers carrying the site or page. 21 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 · EasyWebinar29 answers · 71 citations · 9 models
vendor site · Airmeet29 answers · 42 citations · 11 models
28 answers · 51 citations · 10 models
vendor site · ON2428 answers · 44 citations · 12 models
vendor site · Bizzabo28 answers · 34 citations · 11 models
vendor site · Eventify20 answers · 23 citations · 9 models
vendor site · vFairs20 answers · 23 citations · 8 models
vendor site · Livestorm18 answers · 29 citations · 9 models
vendor site · Zuddl15 answers · 20 citations · 8 models
12 answers · 17 citations · 7 models
vendor site · Zoom12 answers · 16 citations · 8 models
vendor site · Swarmify11 answers · 11 citations · 7 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.
23 answers · 10 models
20 answers · 8 models
15 answers · 8 models
15 answers · 10 models
14 answers · 7 models
13 answers · 8 models
13 answers · 8 models
11 answers · 7 models
10 answers · 7 models
9 answers · 6 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 | 35% | 104 | 3,600 | 177 | 50,901 | 38 | 1 | |
| 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 8% | 8% | 84 | 165,000 | 48,352 | 373,023 | 0 | ||
| Cisco cisco.com Cisco Webex Webinars 8% | 8% | 17 | 165,000 | 48,352 | 5,114,808 company | $683 | 91 | |
| Swoogo swoogo.events | 8% | 99 | 4,400 | 49 | 17,342 | 25 | ||
| Goldcast goldcast.io | 4% | 71 | 4,400 | 42 | 6,549 | 24 | 7 | |
| Cvent Event Marketing & Management cvent.com | 4% | 212 | 0 | 1,714,548 | 73 | |||
| Microsoft parent site Microsoft Teams 4% | 4% | 95 | 2,240,000 | 403,136 | ||||
| Bizzabo bizzabo.com | 2% | 190 | 2,400 | 41 | 13,809 | $8 | 15 | |
| RingCentral ringcentral.com RingCentral Events 2% | 2% | 162 | 110,000 | 3,419 | 9,737,061 company | $3,711 | 120 | 6 |
Google's top ten for the two searches hold 13 sites; 2 of them are among the sites the models cited here (livestorm.co, on24.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 4.5no first choiceCisco Webex Webinars, Zoom WebinarsChangedON24Webex Webinarsno first choiceagainst: Zoom Webinars
Two alternatives
ON24, RingCentral EventsFour alternatives
Bizzabo, Goldcast, Webex Webinars, Zoom WebinarsTwo alternatives
GoTo Webinar, Zoom WebinarsGPT-5.4 miniON24Zoom WebinarsChangedON24Webex Webinarsno first choicenothing named
Four alternatives
Cvent Event Marketing & Management, Microsoft Teams, Webex Webinars, Zoom WebinarsOne alternative
Webex WebinarsFour alternatives
Cvent Event Marketing & Management, RingCentral Events, Webex Webinars, Zoom WebinarsOne alternative
Zoom WebinarsGemini 3.5 FlashGoldcastON24ChangedGoldcast, ON24Microsoft Teams Town Halls / Teams Premiumno first choiceagainst: Demio, EasyWebinar, Legacy GoToWebinar setups, Livestorm, Restream, RingCentral Events, Standard Google Meet, Standard Microsoft Teams, Standard Zoom Meetings, StreamYard, WebinarJam, legacy Cisco Webex Events modules, older Adobe Connect instances
Four alternatives
Bizzabo, Cvent Event Marketing & Management, ON24, Zoom WebinarsThree alternatives
Cvent Event Marketing & Management, Goldcast, Zoom WebinarsSix alternatives
Cisco Webex Webinars, Cvent Event Marketing & Management, RingCentral Events, Webex Webinars, Zoom Webinars, vFairsThree alternatives
Goldcast, ON24, Zoom WebinarsPerplexity SonarON24Webex WebinarsChangedON24Swoogoagainst: Livestormno first choiceagainst: Demio, WebinarNinja, Zoom Webinars
Two alternatives
Bizzabo, GoldcastSix alternatives
Bizzabo, Goldcast, Microsoft Teams, ON24, Zoom Webinars, ZuddlEight alternatives
Airmeet, Bizzabo, Cvent Event Marketing & Management, Goldcast, Microsoft Teams, Webex Webinars, Zoom Webinars, vFairsOne alternative
Zoom WebinarsGrok 4.20ON24ON24Heldagainst: Zoom WebinarsCvent Event Marketing & Management, ON24Cisco Webex Webinarsagainst: Airmeet, Demio, LivestormON24against: ClickMeeting, Demio, Google Meet, Livestorm, Microsoft Teams, WebinarJam, Zoom Webinars
Six alternatives
Cvent Event Marketing & Management, Goldcast, Webex Webinars, Zoom Webinars, Zuddl, vFairsFour alternatives
Airmeet, Webex Webinars, Zuddl, vFairsSix alternatives
BigMarker, Cisco Webex Webinars, Microsoft Teams, RingCentral Events, Zoom Webinars, vFairsFour alternatives
BigMarker, ON24, Zoom Webinars, vFairsFive alternatives
Adobe Connect, Cisco Webex Webinars, EasyWebinar, Ten Events, Zoom WebinarsMistral SmallON24no first choiceChangedWebex WebinarsGoTo Webinar, Zoom Webinarsagainst: Bizzabo, Cvent Event Marketing & Management, ON24, vFairsno first choiceagainst: GoTo Webinar, Zoom Webinars, eWebinar
Four alternatives
Airmeet, Goldcast, Zoom Webinars, vFairsEight alternatives
Bizzabo, Cvent Event Marketing & Management, Livestorm, ON24, RingCentral Events, Whova, Zoom Webinars, vFairsDeepSeek V4 FlashGoldcast, ON24against: Zoom WebinarsON24ChangedON24against: Cvent Event Marketing & ManagementEasyWebinaragainst: Goldcast, ON24, Zoom Webinarsno first choiceagainst: Cvent Event Marketing & Management, Demio, Livestorm, ON24, WebinarJam, vFairs
One alternative
LivestormFour alternatives
Bizzabo, Cvent Event Marketing & Management, Webex Webinars, Zoom WebinarsSix alternatives
BigMarker, Cisco Webex Webinars, Goldcast, Livestorm, Zoom Webinars, ZuddlOne alternative
BizzaboLlama 4 Maverickno first choiceno first choiceHeldno first choiceBizzabo, Cvent Event Marketing & Management, Swoogono first choiceagainst: Microsoft Teams, Webex Webinars, Zoom Webinars
Qwen 3.7 FlashON24Zoom WebinarsChangedON24against: GoTo WebinarZoom Webinarsagainst: BigMarker, Goldcast, ON24, vFairsno first choiceagainst: Demio, GoTo Webinar, Livestorm, StreamYard, WebinarJam, Zoom Webinars
Three alternatives
Cvent Event Marketing & Management, Goldcast, Zoom WebinarsThree alternatives
BrightTALK, GoTo Webcast, Microsoft TeamsThree alternatives
BigMarker, RingCentral Events, Zoom WebinarsTwo alternatives
Airmeet, Microsoft TeamsKimi K2ON24ON24HeldON24Swoogoagainst: Cvent Event Marketing & Management, ON24, Webex Webinars, Zoom WebinarsCisco Webex Webinarsagainst: Microsoft Teams, WebinarJamagainst: 6Connex, Cvent Event Marketing & Management, ON24, Venueless, vFairs
Four alternatives
Bizzabo, Goldcast, SpotMe, vFairsThree alternatives
BigMarker, Cisco Webex Webinars, Zoom WebinarsFive alternatives
BigMarker, Cvent Event Marketing & Management, RingCentral Events, Webex Webinars, Zoom WebinarsThree alternatives
BigMarker, Bizzabo, idloomFive alternatives
BigMarker, ON24, RingCentral Events, Webex Webinars, Zoom WebinarsGLM 4.7 FlashXAirmeetCisco Webex WebinarsChangedagainst: Microsoft Teams, RingCentral EventsON24Microsoft Teams, RingCentral Eventsagainst: Zoom Webinarsno first choiceagainst: Webex Webinars
Seven alternatives
Bizzabo, Cvent Event Marketing & Management, EasyWebinar, ON24, SpotMe, Webex Webinars, Zoom WebinarsOne alternative
Zoom WebinarsEight alternatives
BigMarker, Bizzabo, Cvent Event Marketing & Management, RingCentral Events, Webex Webinars, Whova, Zoom Webinars, vFairsTwo alternatives
Cisco Webex Webinars, ZuddlMiniMax M2.5ON24Cvent Event Marketing & Management, ON24ChangedON24, Zoom Webinarsagainst: LivestormTen Events, Webinar.netagainst: Zoom Webinarsno first choicenothing named
Two alternatives
Airmeet, ZuddlThree alternatives
Bizzabo, Goldcast, SpotMeTwo alternatives
Goldcast, Webex WebinarsThree alternatives
EasyWebinar, Webex Webinars, Webinar.ggGPT-6 LunaON24ON24Heldno first choiceMicrosoft Teamsno first choiceagainst: Hopin Events, Microsoft Teams, YouTube
Three alternatives
Cvent Event Marketing & Management, Goldcast, Zoom WebinarsTwo alternatives
Cvent Event Marketing & Management, Zoom WebinarsOne alternative
Zoom WebinarsMuse Glimmer 30BON24Webex WebinarsChangedON24Swoogoagainst: Goldcast, ON24no first choiceagainst: Google Meet, Microsoft Teams, Zoom Webinars
Seven alternatives
Airmeet, Bizzabo, Cvent Event Marketing & Management, Goldcast, Webex Webinars, Zoom Webinars, vFairsTwo alternatives
Cvent Event Marketing & Management, ON24Seven alternatives
Airmeet, BigMarker, Brella, Microsoft Teams, Remo Conference, RingCentral Events, Zoom WebinarsOne alternative
AcceleventsBold 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 15:36 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:17 | yes | 1 | 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 15:55 | no | 0 | 18 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 17:35 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:08 | yes | 15 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:47 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:52 | yes | 23 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:03 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:43 | yes | 5 | 13 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:39 | yes | 15 | 45 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:40 | yes | 22 | 41 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:31 | yes | 5 | 34 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:23 | yes | 4 | 19 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:38 | yes | 14 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:41 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:45 | yes | 4 | 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 16:23 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 13:03 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:10 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:59 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:09 | yes | 19 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:44 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:38 | no | 0 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:53 | yes | 9 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:55 | yes | 15 | 75 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:00 | yes | 5 | 23 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:35 | yes | 4 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:56 | yes | 13 | 26 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:59 | yes | 17 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:47 | yes | 5 | 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 10:46 | no | 0 | 15 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:48 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:16 | yes | 5 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:46 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:58 | yes | 24 | 30 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:35 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:37 | no | 0 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:05 | yes | 19 | 34 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:21 | yes | 23 | 116 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:59 | yes | 20 | 55 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:18 | yes | 6 | 31 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:01 | yes | 13 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:19 | yes | 17 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:03 | yes | 2 | 6 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 16:39 | no | 0 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 14:43 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:14 | yes | 14 | 14 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:01 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:16 | yes | 25 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:07 | yes | 4 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:21 | yes | 10 | 54 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:52 | yes | 25 | 31 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:40 | yes | 25 | 147 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:06 | yes | 14 | 39 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:13 | yes | 3 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:17 | yes | 22 | 29 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:58 | yes | 19 | 15 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:03 | yes | 4 | 7 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 12:45 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:36 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:45 | yes | 14 | 17 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:33 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:34 | yes | 19 | 37 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:44 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:43 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:29 | yes | 25 | 72 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:19 | yes | 23 | 113 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:03 | no | 0 | 14 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:46 | yes | 4 | 24 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:23 | yes | 14 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:05 | yes | 34 | 14 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:52 | yes | 5 | 7 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 16:12 | yes | 3 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 17:31 | yes | 10 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:18 | yes | 23 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:08 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:37 | yes | 24 | 41 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:15 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:11 | yes | 15 | 46 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:11 | yes | 25 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:26 | yes | 21 | 133 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:25 | yes | 12 | 60 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:11 | yes | 5 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:49 | yes | 23 | 39 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
Cisco Webex read as Cisco Webex Webinars
Cisco Webex Events read as Cisco Webex Webinars
Cvent read as Cvent Event Marketing & Management
Cvent (Cvent Attendee Hub) read as Cvent Event Marketing & Management
Cvent Webinar read as Cvent Event Marketing & Management
Remo read as Remo Conference
Webex Events & Webinars read as Webex Webinars
Webex Events & Webinars (by Cisco) read as Webex Webinars
Zoom read as Zoom Webinars
Zoom (including Zoom Webinars) read as Zoom Webinars
Unresolved, counted raw
BlueJeans Virtual Events
Crowdstream
Cvent, including ON24 and Goldcast
GoTo Webcast
Hopin Events
Legacy GoToWebinar setups
Marketo Events
Microsoft Teams Meetings/Webinars
Microsoft Teams Town Halls / Teams Premium
Standard Google Meet
Standard Microsoft Teams
Standard Zoom Meetings
Venueless
Vimeo Live
Webinar.gg
Webinar.net
legacy Cisco Webex Events modules
older Adobe Connect instances
Discontinued, still offered
No shut-down product was recommended here.