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. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
34%
Contested · Demio 19%
34Livestorm19Demio10Zoho Webinar36others
34% of first choices, contested.
Since October 2026▲+9Since October 2026: 25% → 34%, +9 points. Inside the 11-point floor: within noise.Livestorm held the lead, +9 points on 25%, 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.This pageEnterprise
ON2435%Contested=heldSince October 2026: 35% → 35%, ±0 points. Inside the 11-point floor: within noise.Standing →
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.This pageEnterpriseON2435%Contested=heldSince October 2026: 35% → 35%, ±0 points. Inside the 11-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Livestorm34%2%54endorsed leader▲+9Since October 2026: 25% → 34%, +9 points. Inside the 11-point floor: within noise.25% → 34%
Livestorm34%2%54endorsed leader▲+9Since October 2026: 25% → 34%, +9 points. Inside the 11-point floor: within noise.25% → 34%02Demio19%10%41accepted challenger▲+6Since October 2026: 13% → 19%, +6 points. Inside the 11-point floor: within noise.13% → 19%
Demio19%10%41accepted challenger▲+6Since October 2026: 13% → 19%, +6 points. Inside the 11-point floor: within noise.13% → 19%03
Zoho Webinar10%0%11accepted challenger▲+2Since October 2026: 8% → 10%, +2 points. Inside the 11-point floor: within noise.8% → 10%
Zoho Webinar10%0%11accepted challenger▲+2Since October 2026: 8% → 10%, +2 points. Inside the 11-point floor: within noise.8% → 10%04
Goldcast9%4%27accepted challenger▼−1Since October 2026: 10% → 9%, −1 point. Inside the 11-point floor: within noise.10% → 9%
Goldcast9%4%27accepted challenger▼−1Since October 2026: 10% → 9%, −1 point. Inside the 11-point floor: within noise.10% → 9%05
Zoom Webinars5%20%71accepted challenger▼−5Since October 2026: 10% → 5%, −5 points. Inside the 11-point floor: within noise.10% → 5%
Zoom Webinars5%20%71accepted challenger▼−5Since October 2026: 10% → 5%, −5 points. Inside the 11-point floor: within noise.10% → 5%06
Airmeet3%13%31accepted challenger=heldSince October 2026: 3% → 3%, ±0 points. Inside the 11-point floor: within noise.3% → 3%
Airmeet3%13%31accepted challenger=heldSince October 2026: 3% → 3%, ±0 points. Inside the 11-point floor: within noise.3% → 3%07
WebinarJam3%35%17criticized challenger=heldSince October 2026: 3% → 3%, ±0 points. Inside the 11-point floor: within noise.3% → 3%
WebinarJam3%35%17criticized challenger=heldSince October 2026: 3% → 3%, ±0 points. Inside the 11-point floor: within noise.3% → 3%08ON242%14%42accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
ON242%14%42accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%09
BigMarker2%7%27accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
BigMarker2%7%27accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%10
vFairs2%11%19accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
vFairs2%11%19accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%11
RingCentral Events2%26%27criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
RingCentral Events2%26%27criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the five products at 0%, ordered by negative rate
13
GoTo Webinar0%22%32accepted challenger▼−8Since October 2026: 8% → 0%, −8 points. Inside the 11-point floor: within noise.8% → 0%
GoTo Webinar0%22%32accepted challenger▼−8Since October 2026: 8% → 0%, −8 points. Inside the 11-point floor: within noise.8% → 0%14
Webex Webinars0%15%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Webex Webinars0%15%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%15
Cvent Event Marketing & Management0%10%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Cvent Event Marketing & Management0%10%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%16
Bizzabo0%10%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Bizzabo0%10%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%12
Microsoft Teams0%5%22accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Microsoft Teams0%5%22accepted 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.
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 →
01020304050607080910111213141516Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Livestorm34%
Livestorm34%02Demio19%
Demio19%03Zoho Webinar10%
Zoho Webinar10%04Goldcast9%
Goldcast9%05Zoom Webinars5%
Zoom Webinars5%06Airmeet3%
Airmeet3%07WebinarJam3%
WebinarJam3%08ON242%
ON242%09BigMarker2%
BigMarker2%10vFairs2%
vFairs2%11RingCentral Events2%
RingCentral Events2%12Microsoft Teams0%
Microsoft Teams0%13GoTo Webinar0%
GoTo Webinar0%14Webex Webinars0%
Webex Webinars0%15Cvent Event Marketing & Management0%
Cvent Event Marketing & Management0%16Bizzabo0%
Bizzabo0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Mistral Small, Llama 4 Maverick, 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 Webinars20%
14 of 71 labels negative · 10 of 14 models
“Zoom's Events privacy statement says it may process data for legitimate interests including improving products, ensuring safety, and sending marketing communications/advertising related to events. That doesn't make it "bad," but it does mean you should be cautious” GPT-5.4 mini, negative prompt
GoTo Webinar22%
7 of 32 labels negative · 7 of 14 models · 2 hard negative
“The broader LogMeIn/GoTo brand has poor consumer sentiment. Trustpilot shows "LogMeIn is rated 'Poor' with 1.9 / 5 on Trustpilot"” Muse Glimmer 30B, negative prompt
RingCentral Events26%
7 of 27 labels negative · 6 of 14 models · 2 hard negative
“Oriented toward very large conference-style events; may be more than mid-sized teams need” DeepSeek V4 Flash, paraphrase prompt
WebinarJam35%
6 of 17 labels negative · 5 of 14 models · 3 hard negative
“Avoid or approach with extreme caution: WebinarJam, Airmeet (due to business ethics), and Events.com.” Kimi K2, 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
72 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. 796 links across 202 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 · 50 citations · 11 models
vendor site · Airmeet28 answers · 51 citations · 10 models
vendor site · Livestorm27 answers · 40 citations · 13 models
25 answers · 32 citations · 12 models
vendor site · Eventify22 answers · 25 citations · 8 models
vendor site · ON2419 answers · 23 citations · 11 models
vendor site · Capterra16 answers · 27 citations · 7 models
vendor site · Demio15 answers · 20 citations · 9 models
vendor site · Zuddl15 answers · 17 citations · 7 models
vendor site · Zoom13 answers · 16 citations · 8 models
vendor site · Bizzabo13 answers · 14 citations · 7 models
vendor site · vFairs12 answers · 16 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.
16 answers · 7 models
13 answers · 7 models
12 answers · 8 models
12 answers · 7 models
11 answers · 8 models
11 answers · 9 models
11 answers · 7 models
10 answers · 9 models
9 answers · 6 models
9 answers · 8 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best 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 | 34% | 133 | 1,600 | 23 | 124,272 | 0 | 8 | |
| Demio demio.com | 19% | 102 | 3,600 | 236 | 3,294 | 1 | ||
| Zoho parent site Zoho Webinar 10% | 10% | 31 | 590 | 6 | ||||
| Goldcast goldcast.io | 9% | 71 | 4,400 | 42 | 6,549 | 24 | 7 | |
| Zoom zoom.com Zoom Webinars 5% | 5% | 192 | 3,350,000 | 120,299 | 2,795,648 company | $4,064 | 47 | |
| Airmeet airmeet.com | 3% | 58 | 720 | 12 | 8,585 | 23 | ||
| EasyWebinar easywebinar.com | 3% | 35 | 390 | 0 | 5,467 | 1 | ||
| WebinarJam webinarjam.com | 3% | 52 | 3,600 | 87 | 2,043 | 8 | ||
| ON24 on24.com | 2% | 104 | 3,600 | 177 | 50,901 | 38 | 1 | |
| BigMarker bigmarker.com | 2% | 67 | 1,300 | 14 | 13,514 | 0 |
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 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 4.5LivestormDemioChangedDemioWebinarJamno first choiceagainst: Adobe Connect, Airmeet, BigMarker, ClickMeeting, GoTo Webinar, WebinarJam
Two alternatives
Demio, GoldcastTwo alternatives
GoTo Webinar, LivestormFour alternatives
Livestorm, ON24, Webex Webinars, WebinarNinjaThree alternatives
ClickMeeting, Digital Samba, Zoho WebinarGPT-5.4 miniLivestorm, RingCentral EventsLivestormChangedZoom WebinarsZoho Webinar, Zoom Webinarsagainst: RingCentral Events, Zoom Webinarsno first choiceagainst: Webex Webinars, Zoom Webinars
Two alternatives
ON24, Zoom WebinarsTwo alternatives
ON24, Zoom WebinarsFive alternatives
Cvent Event Marketing & Management, GoTo Webinar, Livestorm, ON24, Webex WebinarsGemini 3.5 FlashGoldcastagainst: ON24GoldcastHeldagainst: Zoom Webinarsno first choiceZoho Webinarno first choiceagainst: Zoom Webinarsagainst: Adobe Connect, Cisco Webex Webinars, RingCentral Events, StealthSeminar, WebinarJam
Three alternatives
Airmeet, Livestorm, Zoom WebinarsThree alternatives
Airmeet, Demio, LivestormEight alternatives
Airmeet, Bizzabo, Cvent Event Marketing & Management, Demio, Livestorm, ON24, RingCentral Events, Zoom WebinarsSix alternatives
Demio, Google Meet, Livestorm, StreamYard, WebinarGeek, Zoom WebinarsPerplexity SonarLivestormON24ChangedZoom Webinarsagainst: Cvent Event Marketing & ManagementLivestormagainst: Airmeetno first choiceagainst: Webex Webinars, Zoom Webinars
Five alternatives
BigMarker, Bizzabo, Goldcast, ON24, Zoom WebinarsFive alternatives
BigMarker, Bizzabo, Livestorm, Zoom Webinars, ZuddlNine alternatives
Airmeet, Goldcast, Google Meet, Livestorm, Microsoft Teams, ON24, Remo Conference, Whova, vFairsFour alternatives
GoTo Webinar, Google Meet, Microsoft Teams, Zoho WebinarGrok 4.20Livestormagainst: ON24, vFairsLivestormHeldZoom Webinarsagainst: RingCentral EventsDemio, Livestormno first choiceagainst: Cvent Event Marketing & Management, ON24against: Airmeet, Cisco Webex Webinars, ClickMeeting, Livestorm, Zoom Webinars
One alternative
HubiloSix alternatives
Airmeet, Goldcast, Hubilo, ON24, Zoom Webinars, vFairsNine alternatives
Demio, GoTo Webinar, Goldcast, Livestorm, Microsoft Teams, ON24, Remo Conference, Webex Webinars, vFairsSix alternatives
Airmeet, ClickMeeting, Google Meet, Microsoft Teams, WebinarJam, Zoom WebinarsNine alternatives
Airmeet, Bizzabo, Demio, Goldcast, Kaltura, Livestorm, RingCentral Events, Webex Webinars, Zoom WebinarsMistral SmallAirmeet, LivestormDemio, LivestormChangedDemioLivestorm, Zoho Webinarno first choiceagainst: GoTo Webinar
Three alternatives
Goldcast, ON24, Zoom WebinarsThree alternatives
Blu, GoTo Webinar, WorkCastEight alternatives
Adobe Connect, BigMarker, Cvent Event Marketing & Management, GoTo Webinar, Remo Conference, WebinarJam, Zoom Webinars, vFairsThree alternatives
Airmeet, ClickMeeting, Zoom WebinarsDeepSeek V4 FlashLivestormagainst: BigMarker, ON24, Zoom WebinarsLivestormHeldagainst: GoTo Webinar, ON24, RingCentral EventsDemio, Zoom WebinarsZoho Webinarno first choiceagainst: Remo Conference, RingCentral Events, Webex Webinars, Zoom Webinars
Three alternatives
Airmeet, Demio, GoldcastTwo alternatives
Goldcast, Zoom WebinarsTen alternatives
Airmeet, BigMarker, GoTo Webinar, Hubilo, Livestorm, ON24, SpotMe, WebinarJam, Zuddl, vFairsFive alternatives
Demio, Livestorm, WebinarJam, WebinarNinja, Zoom WebinarsNine alternatives
BigMarker, Brella, Cvent Event Marketing & Management, EventsAir, Goldcast, Microsoft Teams, ON24, Webex Webinars, Zoom WebinarsLlama 4 Maverickno first choiceAirmeet, Demio, LivestormChangedno first choiceLivestormvFairsagainst: Bizzabo, Cisco Webex Webinars, GoTo Webinar, Goldcast, Zoom Webinars
Three alternatives
Demio, HeySummit, WebinarNinjaTwo alternatives
Cisco Webex Webinars, Zoom WebinarsQwen 3.7 FlashDemioBigMarker, LivestormChangedHubiloDemiono first choiceagainst: Cisco Webex Webinars, Demio, GoTo Webinar, Microsoft Teams, WebinarJam
Four alternatives
GoTo Webinar, Goldcast, RingCentral Events, Zoom WebinarsThree alternatives
GoTo Webinar, HubSpot Meetings, Zoom WebinarsFive alternatives
Cvent Event Marketing & Management, Demio, ON24, Zoom Webinars, vFairsThree alternatives
Livestorm, WebinarJam, Zoom WebinarsKimi K2Livestormagainst: ON24LivestormHeldno first choiceGoogle Meet, Zoho Webinaragainst: Demiono first choiceagainst: Airmeet, Events.com, RingCentral Events, WebinarJam, vFairs
Three alternatives
BigMarker, Demio, GoldcastThree alternatives
Demio, Goldcast, Zoom WebinarsFour alternatives
Jitsi Meet, Livestorm, Microsoft Teams, StreamYardGLM 4.7 FlashXDemio, Goldcastagainst: Zoom WebinarsDemio, Zoom WebinarsChangedno first choicePopupno first choiceagainst: Demio, EasyWebinar, GoTo Webinar, WebinarJam, Zoom Webinars
Two alternatives
GoTo Webinar, LivestormThree alternatives
GoTo Webinar, RingCentral Events, Webex WebinarsSeven alternatives
Airmeet, Cvent Event Marketing & Management, Goldcast, ON24, Webex Webinars, Zoom Webinars, vFairsSeven alternatives
BigMarker, Crowdcast, EasyWebinar, Livestorm, StreamYard, YouTube Live, Zoom WebinarsMiniMax M2.5DemioDemio, LivestormChangedZoom WebinarsEasyWebinar, Livestormagainst: Zoom Webinarsno first choicenothing named
Four alternatives
Airmeet, EasyWebinar, GoTo Webinar, Zoom WebinarsThree alternatives
Airmeet, BigMarker, Zoom WebinarsTen alternatives
Airmeet, Demio, Goldcast, Hubilo, Livestorm, ON24, Remo Conference, SpatialChat, Whova, vFairsThree alternatives
ClickMeeting, Crowdcast, DemioGPT-6 LunaGoldcastGoldcastHeldno first choiceZoho Webinaragainst: Zoom Webinarsno first choiceagainst: BlueJeans by Verizon, RingCentral Events
Three alternatives
Livestorm, ON24, Zoom WebinarsTwo alternatives
ON24, Zoom WebinarsNine alternatives
BigMarker, Cvent Event Marketing & Management, GoTo Webinar, Livestorm, Microsoft Teams, ON24, RingCentral Events, Webex Webinars, Zoom WebinarsTwo alternatives
Microsoft Teams, Zoom WebinarsFour alternatives
Microsoft Teams, ON24, Webex Webinars, Zoom Webinars or Zoom EventsMuse Glimmer 30BZoom WebinarsDemioChangedWebex WebinarsClickMeeting, EasyWebinar, WebinarJamno first choiceagainst: Crowdcast, Demio, GoTo Webinar, WebinarTV, Zoom Webinars
Four alternatives
Airmeet, Goldcast, Livestorm, ON24Seven alternatives
Airmeet, BigMarker, GoTo Webinar, Goldcast, Livestorm, ON24, Zoom WebinarsNine alternatives
Airmeet, BigMarker, Crowdcast, Demio, GoTo Webinar, Livestorm, Remo Conference, Zoho Webinar, Zoom WebinarsFour alternatives
Demio, Livestorm, StreamYard, 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.
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 15:23 | yes | 17 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:42 | yes | 2 | 9 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 13:41 | no | 0 | 14 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:08 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:57 | yes | 9 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:29 | yes | 4 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:50 | yes | 22 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:29 | yes | 4 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:53 | yes | 5 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:34 | yes | 18 | 50 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:44 | yes | 24 | 29 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:09 | yes | 8 | 28 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:16 | yes | 4 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:51 | yes | 15 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:53 | yes | 10 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:33 | yes | 3 | 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 13:19 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:21 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:06 | yes | 5 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:40 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:52 | yes | 24 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:45 | yes | 4 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:07 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:12 | yes | 18 | 30 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:59 | no | 0 | 38 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:18 | yes | 14 | 42 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:53 | yes | 4 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:23 | yes | 14 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:06 | yes | 16 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:51 | yes | 6 | 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 08:50 | yes | 3 | 19 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 14:06 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:24 | yes | 10 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:01 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:20 | yes | 25 | 42 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:36 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:22 | yes | 5 | 18 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:33 | yes | 20 | 32 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:04 | yes | 23 | 154 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:36 | yes | 10 | 64 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:02 | yes | 9 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:36 | yes | 15 | 32 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:48 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:42 | yes | 3 | 5 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 14:24 | yes | 5 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:49 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:27 | yes | 5 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:48 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:20 | yes | 22 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:07 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:43 | yes | 14 | 45 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:41 | yes | 15 | 41 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:28 | yes | 10 | 37 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:20 | yes | 5 | 21 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:59 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:57 | yes | 11 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:01 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:53 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:26 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:22 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:26 | yes | 5 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:14 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via baseten | 2026-11-01 15:57 | yes | 20 | 12 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:28 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:33 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:04 | yes | 25 | 41 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:03 | yes | 13 | 18 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:24 | no | 0 | 14 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:17 | yes | 4 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:44 | no | 0 | 5 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:35 | yes | 18 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:04 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:52 | yes | 13 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:44 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:16 | yes | 13 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:48 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:53 | yes | 22 | 33 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:46 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:42 | yes | 9 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:05 | yes | 25 | 33 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:45 | yes | 25 | 44 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:45 | no | 0 | 13 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:32 | yes | 4 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:45 | yes | 24 | 41 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 Event Management read as Cvent Event Marketing & Management
Cvent Webinar read as Cvent Event Marketing & Management
Microsoft Teams Live read as Microsoft Teams
Remo read as Remo Conference
Remo (formerly Remo Conference) read as Remo Conference
Webex Events/Webinars read as Webex Webinars
Zoom read as Zoom Webinars
Zoom (Free/Paid) read as Zoom Webinars
Zoom (Webinars and Events) read as Zoom Webinars
Zoom Video Webinars read as Zoom Webinars
Unresolved, counted raw
AltspaceVR
Blu
BlueJeans by Verizon
Digital Samba
EventBuilder
Jitsi Meet
SpatialChat
StealthSeminar
WorkCast
Discontinued, still offered
No shut-down product was recommended here.