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. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
42%
Clear leader
42Demio40Livestorm09Zoho Webinar09others
42% of first choices, clear leader.
Since October 2026↗new leaderNew leader since October 2026: Demio (42%) replaces Livestorm (32% then, 40% now), 2 points clear, inside the 11-point floor.Demio leads at 42%, replacing Livestorm, which led at 32% and stands at 40% now: 2 points clear, inside the floor, so the swap reads as unsettled. The verdict moved from contested to clear leader.
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.This pageMid-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.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.This pageMid-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.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Demio42%5%63endorsed leader▲+17Since October 2026: 25% → 42%, +17 points. Past the 11-point floor: movement.25% → 42%
Demio42%5%63endorsed leader▲+17Since October 2026: 25% → 42%, +17 points. Past the 11-point floor: movement.25% → 42%02Livestorm40%7%69endorsed leader▲+8Since October 2026: 32% → 40%, +8 points. Inside the 11-point floor: within noise.32% → 40%
Livestorm40%7%69endorsed leader▲+8Since October 2026: 32% → 40%, +8 points. Inside the 11-point floor: within noise.32% → 40%03
Zoho Webinar9%6%18accepted challenger▼−3Since October 2026: 12% → 9%, −3 points. Inside the 11-point floor: within noise.12% → 9%
Zoho Webinar9%6%18accepted challenger▼−3Since October 2026: 12% → 9%, −3 points. Inside the 11-point floor: within noise.12% → 9%04
Zoom Webinars8%28%74criticized challenger▼−9Since October 2026: 17% → 8%, −9 points. Inside the 11-point floor: within noise.17% → 8%
Zoom Webinars8%28%74criticized challenger▼−9Since October 2026: 17% → 8%, −9 points. Inside the 11-point floor: within noise.17% → 8%05
ClickMeeting2%0%22accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
ClickMeeting2%0%22accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the nine products at 0%, ordered by negative rate
14ON240%78%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
ON240%78%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
GoTo Webinar0%45%31criticized challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise.3% → 0%
GoTo Webinar0%45%31criticized challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise.3% → 0%13
BigMarker0%43%21criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
BigMarker0%43%21criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
RingCentral Events0%43%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
RingCentral Events0%43%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Webex Webinars0%42%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Webex Webinars0%42%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
WebinarJam0%26%35criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
WebinarJam0%26%35criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%09
Airmeet0%21%19accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Airmeet0%21%19accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%08
WebinarNinja0%12%16accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
WebinarNinja0%12%16accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%06
EasyWebinar0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
EasyWebinar0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 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.
For buyers
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 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 →
0102030405060708091011121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Demio42%
Demio42%02Livestorm40%
Livestorm40%03Zoho Webinar9%
Zoho Webinar9%04Zoom Webinars8%
Zoom Webinars8%05ClickMeeting2%
ClickMeeting2%06EasyWebinar0%
EasyWebinar0%07WebinarJam0%
WebinarJam0%08WebinarNinja0%
WebinarNinja0%09Airmeet0%
Airmeet0%10GoTo Webinar0%
GoTo Webinar0%11RingCentral Events0%
RingCentral Events0%12Webex Webinars0%
Webex Webinars0%13BigMarker0%
BigMarker0%14ON240%
ON240%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, 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.
Zoom Webinars28%
21 of 74 labels negative · 12 of 14 models · 4 hard negative
“Zoom Webinars — Deceptively Expensive ... Starts at $500/month—prohibitively expensive for most small businesses” Kimi K2, negative prompt
GoTo Webinar45%
14 of 31 labels negative · 11 of 14 models · 3 hard negative
“GoTo Webinar has support complaints, with reviewers describing outsourced support and repeated speaker audio and screen-share failures” Claude Haiku 4.5, negative prompt
ON2478%
14 of 18 labels negative · 9 of 14 models · 9 hard negative
“enterprise-focused platforms (like Intrado, ON24, InXpo, or 6Connex) ... far beyond small business budgets” DeepSeek V4 Flash, negative prompt
BigMarker43%
9 of 21 labels negative · 8 of 14 models · 3 hard negative
“These avoid enterprise tools like ON24 or BigMarker, which are pricier.” Grok 4.20, budget 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
74 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. 813 links across 165 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 · EasyWebinar40 answers · 78 citations · 11 models
vendor site · Livestorm31 answers · 35 citations · 12 models
28 answers · 28 citations · 10 models
27 answers · 42 citations · 12 models
24 answers · 24 citations · 9 models
vendor site · Swarmify22 answers · 22 citations · 11 models
vendor site · HubSpot21 answers · 21 citations · 10 models
vendor site · eWebinar21 answers · 21 citations · 10 models
vendor site · Demio19 answers · 25 citations · 8 models
vendor site · Airmeet19 answers · 22 citations · 9 models
vendor site · WebinarNinja18 answers · 23 citations · 9 models
vendor site · Zapier18 answers · 18 citations · 11 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.
28 answers · 10 models
23 answers · 9 models
22 answers · 11 models
21 answers · 10 models
19 answers · 10 models
18 answers · 11 models
15 answers · 7 models
11 answers · 5 models
10 answers · 5 models
10 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 |
|---|---|---|---|---|---|---|---|---|
| Demio demio.com | 42% | 102 | 3,600 | 236 | 3,294 | 1 | ||
| Livestorm livestorm.co | 40% | 133 | 1,600 | 23 | 124,272 | 0 | 8 | |
| Zoho parent site Zoho Webinar 9% | 9% | 31 | 590 | 6 | ||||
| Zoom zoom.com Zoom Webinars 8% | 8% | 192 | 3,350,000 | 120,299 | 2,795,648 company | $4,064 | 47 | |
| ClickMeeting clickmeeting.com | 2% | 30 | 18,100 | 5 | 8,016 | 36 | 5 | |
| EasyWebinar easywebinar.com EasyWebinar 0%, EasyWebinar Launch 0% | 0% | 35 | 390 | 0 | 5,467 | 1 | ||
| WebinarJam webinarjam.com | 0% | 52 | 3,600 | 87 | 2,043 | 8 | ||
| WebinarNinja webinarninja.com | 0% | 22 | 260 | 0 | 3,343 | 0 | 2 | |
| eWebinar ewebinar.com | 0% | 14 | 480 | 4 | 2,648 | 22 | ||
| Airmeet airmeet.com | 0% | 58 | 720 | 12 | 8,585 | 23 |
Google's top ten for the two searches hold 13 sites; 3 of them are among the sites the models cited here (livestorm.co, webinarninja.com, zapier.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 4.5LivestormDemio, LivestormChangedLivestormClickMeeting, Zoom Webinarsno first choiceagainst: Demio, GoTo Webinar, Livestorm, Webex Webinars, Zoom Webinars
Three alternatives
ClickMeeting, Demio, Zoho WebinarTwo alternatives
WebinarNinja, Zoom WebinarsThree alternatives
Demio, WebinarNinja, Zoom WebinarsFive alternatives
Demio, EasyWebinar, Popup, WebinarNinja, Zoho WebinarGPT-5.4 miniLivestorm, Zoom Webinarsagainst: ON24DemioChangedLivestormZoom Webinarsagainst: Zoom Webinarsno first choiceagainst: Adobe Connect, GoTo Webinar, LiveWebinar, ON24, Zoho Webinar, Zoom Webinars
Two alternatives
RingCentral Events, Webex WebinarsThree alternatives
BigMarker, Livestorm, Zoom WebinarsFive alternatives
BigMarker, Demio, GoTo Webinar, WebinarJam, Zoom WebinarsTwo alternatives
Livestorm, WebinarJamGemini 3.5 FlashDemioDemio, LivestormChangedagainst: Zoom WebinarsDemio, LivestormZoho Webinarno first choiceagainst: Zoom Webinarsagainst: Bizzabo, Cvent Event Marketing & Management, GoTo Webinar, Legacy Cisco Webex setups, ON24, Virbela, vFairs
Four alternatives
Airmeet, Goldcast, Livestorm, Zoom WebinarsOne alternative
GoldcastThree alternatives
Butter, StreamYard, Zoom WebinarsFour alternatives
Demio, StreamYard, WebinarGeek, YouTube LiveSix alternatives
Airmeet, Butter, Demio, Goldcast, Livestorm, RingCentral EventsPerplexity SonarLivestormagainst: Bizzabo, Cvent Event Marketing & Management, GoTo Webinar, Goldcast, ON24, RingCentral EventsLivestormHeldagainst: BigMarkerLivestormZoho Webinaragainst: Demio, Livestormno first choiceagainst: Airmeet, Cvent Event Marketing & Management, RingCentral Events, Webex Webinars, Whova, Zoom Webinars, vFairs
Two alternatives
Demio, Zoom WebinarsThree alternatives
ClickMeeting, Demio, Zoom WebinarsFive alternatives
Airmeet, Demio, Google Meet, WebinarNinja, Zoom WebinarsThree alternatives
Eventify, Google Meet, Zoom WebinarsGrok 4.20Demio, Livestormagainst: GoTo Webinar, Hubilo, ON24, Zoom WebinarsDemioChangedagainst: Zoom WebinarsLivestorm, Zoom WebinarsLivestormagainst: BigMarker, FreeConferenceCall.com, Google Meet, ON24no first choiceagainst: Cvent Event Marketing & Management, Livestorm, ON24, WebinarJam, Zoom Webinars
One alternative
WebinarJamThree alternatives
ClickMeeting, Livestorm, WebinarJamNine alternatives
Airmeet, BigMarker, ClickMeeting, Demio, Microsoft Teams, Remo Conference, RingCentral Events, WebinarJam, Zoho WebinarFour alternatives
ClickMeeting, Demio, Zoho Webinar, Zoom WebinarsMistral SmallDemio, LivestormDemioChangedLivestormagainst: BigMarkerLivestormagainst: Zoom Webinarsno first choiceagainst: Demandbase, ON24, RingCentral Events, Zoom Webinarsagainst: Catch, GoTo Webinar, Webex Webinars
Two alternatives
WebinarJam, Zoom WebinarsFour alternatives
Airmeet, ClickMeeting, GoTo Webinar, LivestormSix alternatives
Crowdcast, Demio, RingCentral Events, WebinarNinja, Zoom Webinars, eWebinarTwo alternatives
Airmeet, WebinarNinjaDeepSeek V4 FlashDemioagainst: GoTo WebinarDemio, LivestormChangedDemioZoho Webinaragainst: Zoom WebinarsDemioagainst: BigMarker, Cvent Event Marketing & Management, ON24against: 6Connex, EventMobi, GoTo Webinar, InXpo, Intrado, LiveWebinar, ON24, Webex Webinars, WebinarJam, WebinarNinja
Two alternatives
Livestorm, WebinarJamOne alternative
EasyWebinarFive alternatives
ClickMeeting, EasyWebinar, Livestorm, WebinarJam, Zoom WebinarsThree alternatives
Demio, WebinarJam, WebinarNinjaSix alternatives
GoTo Webinar, Livestorm, Remo Conference, RingCentral Events, WebinarJam, Zoom WebinarsLlama 4 MaverickDemioDemioHeldDemio, Livestormagainst: GoTo Webinar, Zoom WebinarsLivestormno first choiceagainst: Vimeo Webinar, Zoom Webinars
Five alternatives
ClickMeeting, GoTo Webinar, Livestorm, WebinarNinja, eWebinarOne alternative
eWebinarThree alternatives
Demio, EasyWebinar, WebinarJamQwen 3.7 FlashLivestormDemio, LivestormChangedagainst: Zoom WebinarsLivestormagainst: BigMarker, GoTo Webinar, RingCentral EventsDemioagainst: Google Meet, Webex Webinarsno first choiceagainst: Basic Zoom/Microsoft Teams, GoTo Webinar, Microsoft Teams, WebinarJam, Zoom Webinars
Two alternatives
Demio, Zoom WebinarsOne alternative
GoTo WebinarThree alternatives
Demio, StreamYard, Zoom WebinarsThree alternatives
Livestorm, Zoho Webinar, Zoom WebinarsSix alternatives
Demio, GoTo Webinar, Microsoft Teams, WebinarJam, YumYum Meetings, Zoom WebinarsKimi K2DemioDemioHeldagainst: BigMarker, GoTo Webinar, ON24, Zoom WebinarsDemioLivestormno first choiceagainst: Cvent Event Marketing & Management, GoTo Webinar, WebinarJam, WebinarNinja, Zoom Webinars
Two alternatives
Livestorm, WebinarNinjaTwo alternatives
Livestorm, WebinarJamFive alternatives
ClickMeeting, Livestorm, WebinarJam, Zoho Webinar, Zoom WebinarsFour alternatives
Demio, WebinarNinja, Zoho Webinar, Zoom WebinarsGLM 4.7 FlashXDemioagainst: BigMarkerZoom WebinarsChangedagainst: Airmeet, BigMarker, Goldcast, ON24, vFairsLivestormLivestormno first choiceagainst: Airmeet, ON24, Premier Virtual, RingCentral Events, Swoogo
Four alternatives
Airmeet, GoTo Webinar, Livestorm, Zoom WebinarsSix alternatives
ClickMeeting, Crowdcast, Demio, RingCentral Events, WebinarJam, Zoom WebinarsFour alternatives
Eventzilla, HeySummit, WebinarJam, Zoho WebinarMiniMax M2.5DemioDemio, LivestormChangedDemio, LivestormLivestormno first choiceagainst: Livestorm, WebinarJam, Zoom Webinars
Four alternatives
ClickMeeting, GoTo Webinar, Livestorm, Zoom WebinarsTwo alternatives
Airmeet, GoTo WebinarSix alternatives
ClickMeeting, EasyWebinar, GoTo Webinar, WebinarJam, Zoom Webinars, eWebinarThree alternatives
EasyWebinar, Microsoft Teams, Zoom WebinarsGPT-6 LunaLivestormLivestormHeldZoom Webinarsagainst: AirmeetZoho Webinaragainst: Zoom Webinarsno first choiceagainst: BigMarker, Livestorm, ON24, WebinarJam, Zoom Webinars or Zoom Events
Two alternatives
Demio, Zoom WebinarsOne alternative
Zoom WebinarsFour alternatives
Crowdcast, Demio, Livestorm, Zoho WebinarTwo alternatives
Livestorm, Zoom WebinarsFive alternatives
Demio, Livestorm, Microsoft Teams, Zoom Webinars, Zoom Webinars or EventsMuse Glimmer 30BDemioDemioHeldDemioLivestorm, Zoho Webinarno first choiceagainst: Demio, GoTo Webinar, WebinarJam
Two alternatives
Livestorm, Zoom WebinarsThree alternatives
Livestorm, Zoom Webinars, eWebinarSeven alternatives
BigMarker, Crowdcast, EasyWebinar, GoTo Webinar, Livestorm, Zoom Webinars, eWebinarFour alternatives
Airmeet, Demio, EasyWebinar Launch, WebinarJamSix alternatives
Demio, Livestorm, Remo Conference, Webex Webinars, Zoom Webinars, vFairsBold 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 15:52 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:19 | yes | 3 | 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 12:13 | no | 0 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:12 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:35 | yes | 5 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:23 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:22 | yes | 22 | 134 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:24 | yes | 5 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:05 | yes | 15 | 40 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:21 | yes | 15 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:29 | yes | 15 | 189 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:54 | yes | 5 | 27 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:52 | yes | 3 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:36 | yes | 13 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:53 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:04 | yes | 1 | 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 12:41 | no | 0 | 14 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:59 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:24 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:41 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:10 | yes | 20 | 35 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:58 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:30 | yes | 10 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:16 | yes | 14 | 42 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:23 | yes | 10 | 32 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:43 | yes | 5 | 18 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:11 | yes | 3 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:55 | yes | 14 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:46 | yes | 17 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:58 | yes | 5 | 9 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 15:59 | no | 0 | 17 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 14:46 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:15 | yes | 14 | 23 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:18 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:50 | yes | 25 | 37 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:35 | yes | 9 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:51 | no | 0 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:59 | yes | 11 | 42 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:04 | yes | 17 | 25 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:28 | yes | 8 | 26 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:11 | yes | 6 | 30 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:16 | yes | 14 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:06 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:12 | yes | 3 | 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 09:33 | yes | 6 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:35 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:38 | yes | 13 | 17 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:17 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:34 | yes | 25 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:51 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:09 | yes | 5 | 22 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:43 | yes | 14 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:11 | yes | 10 | 17 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:26 | yes | 5 | 26 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:27 | yes | 4 | 10 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:31 | yes | 14 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:27 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:47 | no | 0 | 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 16:21 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:03 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:52 | yes | 5 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:51 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:00 | yes | 22 | 42 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:22 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:22 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:19 | yes | 19 | 27 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:54 | yes | 25 | 79 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:45 | no | 0 | 24 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:32 | yes | 4 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:03 | yes | 14 | 32 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:30 | yes | 19 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:57 | yes | 6 | 9 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 09:44 | yes | 10 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:41 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:07 | yes | 24 | 25 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:23 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:25 | yes | 24 | 39 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:05 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:19 | yes | 5 | 29 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:18 | yes | 19 | 63 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:50 | yes | 22 | 41 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:08 | yes | 24 | 48 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:11 | yes | 5 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:50 | yes | 24 | 29 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Cvent read as Cvent Event Marketing & Management
Microsoft Teams Live read as Microsoft Teams
Remo read as Remo Conference
Webex Events & Webinars read as Webex Webinars
Zoom read as Zoom Webinars
Zoom (Free/Basic) read as Zoom Webinars
Zoom Video Webinars read as Zoom Webinars
Unresolved, counted raw
Basic Zoom/Microsoft Teams
EasyWebinar Launch
InXpo
Intrado
Legacy Cisco Webex setups
Premier Virtual
Vimeo Webinar
Virbela
YumYum Meetings
Zoom Webinars or Events
Discontinued, still offered
No shut-down product was recommended here.