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. 61 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
25%
Contested · Demio 13%
25Livestorm13Demio10Goldcast52others
25% of first choices, contested.
Since September 2026▲+1Since September 2026: 23% → 24%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.Livestorm held the lead, +1 point on 23%, 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
Livestorm32%Contested↗new leaderNew leader since September 2026: Livestorm (30%) replaces Demio (39% then, 28% now), 2 points clear, inside the 11-point floor.Standing →Mid-marketLivestorm25%Contested▲+1Since September 2026: 23% → 24%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageEnterprise
ON2435%Contested▼−1Since September 2026: 33% → 33%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
Livestorm32%Contested↗new leaderNew leader since September 2026: Livestorm (30%) replaces Demio (39% then, 28% now), 2 points clear, inside the 11-point floor.Standing →Mid-marketLivestorm25%Contested▲+1Since September 2026: 23% → 24%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageEnterpriseON2435%Contested▼−1Since September 2026: 33% → 33%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.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 September 2026
01Livestorm25%4%52accepted challenger▲+1Since September 2026: 23% → 24%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.23% → 24%
Livestorm25%4%52accepted challenger▲+1Since September 2026: 23% → 24%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.23% → 24%02
Demio13%5%41accepted challenger▼−7Since September 2026: 20% → 13%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.20% → 13%
Demio13%5%41accepted challenger▼−7Since September 2026: 20% → 13%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.20% → 13%03
Zoom Webinars10%23%77accepted challenger▲+4Since September 2026: 7% → 11%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 11%
Zoom Webinars10%23%77accepted challenger▲+4Since September 2026: 7% → 11%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 11%04
Goldcast10%5%20accepted challenger▼−6Since September 2026: 14% → 7%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.14% → 7%
Goldcast10%5%20accepted challenger▼−6Since September 2026: 14% → 7%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.14% → 7%05
GoTo Webinar8%26%43criticized challenger▲+2Since September 2026: 7% → 9%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 9%
GoTo Webinar8%26%43criticized challenger▲+2Since September 2026: 7% → 9%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 9%06
Zoho Webinar8%7%14accepted challenger▼−2Since September 2026: 11% → 9%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.11% → 9%
Zoho Webinar8%7%14accepted challenger▼−2Since September 2026: 11% → 9%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.11% → 9%07
Airmeet3%11%18accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%
Airmeet3%11%18accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%08
WebinarJam3%52%25criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
WebinarJam3%52%25criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%09
BigMarker2%18%22accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
BigMarker2%18%22accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%10
Bizzabo2%0%10accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Bizzabo2%0%10accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%11ON242%35%37criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
ON242%35%37criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%12
Microsoft Teams2%31%16criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Microsoft Teams2%31%16criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%Show the four products at 0%, ordered by negative rate
15
RingCentral Events0%28%29criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
RingCentral Events0%28%29criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%13
Webex Webinars0%19%27accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Webex Webinars0%19%27accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%14
vFairs0%12%17accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
vFairs0%12%17accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%16
Remo Conference0%10%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Remo Conference0%10%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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 GoTo WebinarLivestorm vs Zoho WebinarLivestorm vs AirmeetLivestorm vs WebinarJamDemio vs Zoom WebinarsDemio vs GoldcastDemio vs GoTo WebinarDemio vs Zoho WebinarDemio vs AirmeetDemio vs WebinarJamZoom Webinars vs GoldcastZoom Webinars vs GoTo WebinarZoom Webinars vs Zoho WebinarZoom Webinars vs AirmeetZoom Webinars vs WebinarJamGoldcast vs GoTo WebinarGoldcast vs Zoho WebinarGoldcast vs AirmeetGoldcast vs WebinarJamGoTo Webinar vs Zoho WebinarGoTo Webinar vs AirmeetGoTo Webinar vs WebinarJamZoho Webinar vs AirmeetZoho Webinar vs WebinarJamAirmeet vs WebinarJam
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% negative40%
Key
01Livestorm25%
Livestorm25%02Demio13%
Demio13%03Zoom Webinars10%
Zoom Webinars10%04Goldcast10%
Goldcast10%05GoTo Webinar8%
GoTo Webinar8%06Zoho Webinar8%
Zoho Webinar8%07Airmeet3%
Airmeet3%08WebinarJam3%
WebinarJam3%09BigMarker2%
BigMarker2%10Bizzabo2%
Bizzabo2%11ON242%
ON242%12Microsoft Teams2%
Microsoft Teams2%13Webex Webinars0%
Webex Webinars0%14vFairs0%
vFairs0%15RingCentral Events0%
RingCentral Events0%16Remo Conference0%
Remo Conference0%What they warned about
Three 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, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, 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 Webinars23%
18 of 77 labels negative · 13 of 14 models · 1 hard negative
“Avoid this. It is highly prone to disruptions, screen-sharing hijackings” Gemini 3.5 Flash, negative prompt
WebinarJam52%
13 of 25 labels negative · 10 of 14 models · 9 hard negative
“Contains high or critical access control vulnerabilities (research showed attackers could easily become a host)” GLM 4.7 FlashX, negative prompt
GoTo Webinar26%
11 of 43 labels negative · 10 of 14 models · 1 hard negative
“Caution Level: High (For stability and cost)... frequently criticized for failing to keep up with modern needs.” DeepSeek V4 Flash, negative prompt
ON2435%
13 of 37 labels negative · 9 of 14 models · 3 hard negative
“What to Avoid **ON24** ... it's typically too expensive and heavy for a mid-sized company” DeepSeek V4 Flash, paraphrase prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 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. 1019 links across 223 sites, every framing counted. Ranked by the number of answers carrying the site or page. 6 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 · Livestorm49 answers · 67 citations · 13 models
vendor site · EasyWebinar46 answers · 102 citations · 12 models
vendor site · Whova31 answers · 31 citations · 12 models
29 answers · 33 citations · 10 models
vendor site · Demio25 answers · 30 citations · 10 models
vendor site · Remo24 answers · 29 citations · 9 models
vendor site · Airmeet23 answers · 35 citations · 11 models
vendor site · Bizzabo20 answers · 27 citations · 11 models
19 answers · 40 citations · 9 models
vendor site · Zoom19 answers · 19 citations · 8 models
vendor site · WebinarNinja18 answers · 21 citations · 10 models
16 answers · 16 citations · 8 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.
39 answers · 12 models
30 answers · 11 models
23 answers · 11 models
22 answers · 10 models
20 answers · 7 models
16 answers · 8 models
15 answers · 8 models
15 answers · 8 models
14 answers · 7 models
13 answers · 7 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 | 25% | 133 | 1,600 | 23 | 124,272 | 0 | 8 | |
| Demio demio.com | 13% | 100 | 3,600 | 236 | 3,294 | 1 | ||
| Zoom zoom.com Zoom Webinars 10% | 10% | 209 | 3,350,000 | 120,299 | 2,795,648 company | $4,064 | 47 | |
| Goldcast goldcast.io | 10% | 75 | 4,400 | 42 | 6,549 | 24 | 7 | |
| GoTo goto.com GoTo Webinar 8% | 8% | 96 | 2,900 | 199 | 503,681 | $549 | 59 | 8 |
| Zoho parent site Zoho Webinar 8% | 8% | 39 | 590 | 6 | ||||
| Airmeet airmeet.com | 3% | 42 | 720 | 12 | 8,585 | 23 | ||
| ClickMeeting clickmeeting.com | 3% | 22 | 18,100 | 5 | 8,016 | 36 | 5 | |
| EasyWebinar easywebinar.com | 3% | 32 | 390 | 0 | 5,467 | 1 | ||
| WebinarJam webinarjam.com | 3% | 51 | 3,600 | 87 | 2,043 | 8 |
Google's top ten for the two searches hold 13 sites; 4 of them are among the sites the models cited here (learn.g2.com, livestorm.co, remo.co, webinarninja.com). The first result for “best webinar and virtual event platform” is peoplemanagingpeople.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best webinar and virtual event platform for a mid-market B2B company?”Paraphrase“Which platform for hosting webinars and virtual events would you recommend to a mid-sized B2B company?”Comparative“What are the top webinar and virtual event platforms and how do they differ?”Budget-constrained“What is the best webinar and virtual event platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a webinar and virtual event platform. What should we look at?”Negative“Which webinar and virtual event platforms should I avoid or be cautious about?”
Claude Haiku 4.5LivestormDemioChangedno first choiceLivestorm, Zoho Webinarno first choiceagainst: 6Connex, BigMarker, GoTo Webinar, Webcasts.com, WebinarJam, Zoom Webinars, vFairs
Four alternatives
Demio, GoTo Webinar, Goldcast, Zoom WebinarsFive alternatives
ClickMeeting, GoTo Webinar, Hubilo, Livestorm, Zoom WebinarsThree alternatives
Digital Samba, Google Meet, Zoom WebinarsGPT-5.4 miniON24Zoom WebinarsChangedON24, RingCentral EventsMicrosoft Teamsagainst: Zoom Webinarsno first choiceagainst: Microsoft Teams, Teams live events, Webex Webinars, Zoom Webinars
Three alternatives
Bizzabo, Cvent, Zoom WebinarsOne alternative
ON24Five alternatives
Bizzabo, Cvent, GoTo Webinar, Zoom Webinars, vFairsTwo alternatives
Zoom Meeting, Zoom WebinarsGemini 3.5 FlashLivestormGoldcastChangedCventLumaDemio, Goldcastagainst: Cisco Webex Webinars, GoTo Webinar, ON24, RingCentral Events, StreamYard, Vimeo, Webinar.gg, WebinarJam, YouTube Live, Zoom Webinars
Four alternatives
Airmeet, Contrast, Demio, GoldcastThree alternatives
Demio, Livestorm, Zoom WebinarsSix alternatives
Bizzabo, Demio, Livestorm, RingCentral Events, Zoom Webinars, vFairsSeven alternatives
Demio, EasyWebinar, Google Meet, WebinarGeek, YouTube Live, Zoho Webinar, Zoom WebinarsFive alternatives
Livestorm, Microsoft Teams, RingCentral Events, Zoom Webinars, vFairsPerplexity SonarAirmeet, Demioagainst: ON24GoTo Webinar, LivestormChangedno first choiceClickMeetingagainst: EasyWebinar, Zoom Webinarsno first choiceagainst: GoTo Webinar, Google Meet, Microsoft Teams, WebinarJam, Zoom Webinars
One alternative
GoTo WebinarTwo alternatives
Adobe Connect, AirmeetOne alternative
Zoho WebinarGrok 4.1 FastGoTo WebinarGoTo WebinarHeldagainst: Airmeet, RingCentral EventsAirmeet, Zoom WebinarsZoho Webinaragainst: Demio, Livestorm, ON24no first choiceagainst: Eventbrite, Events.com, GoTo Webinar, Marcus Evans, Microsoft Teams, Virtual Summits, Webex Webinars, Zoom Webinars
Six alternatives
Demio, Livestorm, ON24, RingCentral Events, Webex Webinars, Zoom WebinarsFive alternatives
Demio, Goldcast, Livestorm, ON24, Zoom WebinarsTwo alternatives
GoTo Webinar, RingCentral EventsOne alternative
Zoom WebinarsMistral SmallGoTo Webinar, Livestormagainst: Airmeet, BigMarkerLivestorm, Zoom WebinarsChangedno first choiceagainst: Zoom WebinarsFreeConferenceCall.com, Google Meet, Zoom Webinarsno first choiceagainst: GoTo Webinar, Goldcast, Microsoft Teams, ON24, Webex Webinars, WebinarJam, Zoom Webinars
Three alternatives
Demio, GoTo Webinar, Microsoft TeamsThree alternatives
Airmeet, Livestorm, RingCentral EventsDeepSeek V4 FlashLivestormagainst: ON24LivestormHeldagainst: ON24Livestorm, Zoom Webinarsagainst: ON24EasyWebinar, Zoho Webinaragainst: WebinarJamLivestormagainst: Zoom Webinarsagainst: BigMarker, ClickFunnels, EasyWebinar, Eventbrite, GoTo Webinar, Kartra, WebinarJam
Three alternatives
Demio, GoTo Webinar, Zoom WebinarsTwo alternatives
BigMarker, DemioEight alternatives
Airmeet, BigMarker, Demio, GoTo Webinar, Hubilo, Remo Conference, WebinarJam, vFairsThree alternatives
Demio, Livestorm, Zoom WebinarsFour alternatives
BigMarker, Bizzabo, ON24, Webex WebinarsLlama 4 MaverickLivestormAirmeetChangedno first choiceagainst: Zoom WebinarsWebinarJamBizzaboagainst: ON24, RingCentral Events, WebinarJam, Zoom Webinars, vFairs
Three alternatives
Livestorm, Swarmify, WhovaThree alternatives
Livestorm, Webex Webinars, Zoom WebinarsFour alternatives
Livestorm, ON24, WebinarJam, Zoom WebinarsQwen 3.7 FlashGoldcastLivestormChangedZoom Webinars, vFairsZoom Oneagainst: ON24, RingCentral Eventsno first choiceagainst: GoTo Webinar, Zoom Webinarsagainst: GoTo Webinar, ON24, WebinarJam, Zoom Webinars
Two alternatives
Livestorm, Zoom WebinarsFour alternatives
BigMarker, Demio, GoTo Webinar, Zoom WebinarsSeven alternatives
Airmeet, Demio, Livestorm, ON24, Remo Conference, RingCentral Events, WhovaFour alternatives
GoTo Webinar, Livestorm, Microsoft Teams, Remo ConferenceKimi K2Demio, GoTo WebinarDemio, LivestormChangedagainst: BigMarker, ON24Zoom WebinarsDemio, EasyWebinaragainst: Livestormno first choiceagainst: Microsoft Teams, ON24, RingCentral Events, WebinarJam, Zoom Webinars
Three alternatives
Livestorm, RingCentral Events, Zoom WebinarsOne alternative
GoTo WebinarSeven alternatives
Airmeet, Bizzabo, Cisco Webex Webinars, GoTo Webinar, Livestorm, ON24, Remo ConferenceThree alternatives
Crowdcast, Zoho Webinar, Zoom WebinarsGLM 4.7 FlashXZoom WebinarsDemioChangedno first choiceLivestorm, Zoho Webinarno first choiceagainst: Eventbrite, GoTo Webinar, Webex Webinars, WebinarJam, WebinarKit, Zoom Webinars
Five alternatives
Airmeet, ON24, RingCentral Events, Webex Webinars, WebinarNinjaThree alternatives
GoTo Webinar, Goldcast, ZuddlTwo alternatives
ClickMeeting, Zoom WebinarsMiniMax M2.5BigMarker, GoldcastZoom WebinarsChangedZoom WebinarsZoho Webinar, Zoom Webinarsno first choiceagainst: GoTo Webinar, Webex Webinars, Zoho Webinar, Zoom Webinars
Two alternatives
RingCentral Events, Zoom WebinarsTwo alternatives
Demio, Microsoft TeamsSix alternatives
BigMarker, Demio, GoTo Webinar, Livestorm, ON24, Webex WebinarsOne alternative
GoTo WebinarGPT-6 LunaGoldcastGoldcastHeldno first choiceWebinarJamno first choiceagainst: RingCentral Events
Two alternatives
ON24, Zoom WebinarsTwo alternatives
ON24, Zoom WebinarsOne alternative
Zoom WebinarsMuse Glimmer 30BDemio, Livestormagainst: ON24LivestormChangedZoom WebinarsClickMeetingagainst: Remo Conference, RingCentral Eventsno first choiceagainst: Cvent Event Marketing & Management, Demio, GoTo Webinar, WebinarJam, Zoom Webinars
Two alternatives
Zoom Video Webinars, ZuddlTwo alternatives
Demio, GoldcastSix alternatives
Airmeet, Brella, Cisco Webex Webinars, GoTo Webinar, RingCentral Events, WhovaFive alternatives
EasyWebinar, FreeConferenceCall.com, GoTo Webinar, Livestorm, Zoom WebinarsBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 11:10 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:49 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:20 | yes | 21 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:37 | yes | 20 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:17 | yes | 21 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:52 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:50 | yes | 20 | 35 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:00 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:47 | yes | 11 | 39 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:23 | yes | 12 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:44 | yes | 15 | 41 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:56 | yes | 23 | 23 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:41 | yes | 4 | 22 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:16 | yes | 12 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:19 | yes | 19 | 12 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:46 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:30 | yes | 9 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:30 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:41 | yes | 22 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:11 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:47 | yes | 23 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:25 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:59 | yes | 6 | 32 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:17 | yes | 14 | 16 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:00 | yes | 13 | 132 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:16 | yes | 5 | 15 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:33 | yes | 4 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:19 | yes | 19 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:15 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:54 | yes | 6 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:33 | yes | 13 | 17 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 07:38 | yes | 17 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:35 | yes | 24 | 6 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 14:10 | yes | 10 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:23 | yes | 24 | 37 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:13 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:26 | yes | 10 | 24 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:57 | yes | 18 | 32 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:30 | yes | 22 | 33 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:26 | yes | 10 | 14 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:17 | yes | 7 | 29 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:07 | yes | 13 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:38 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:11 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:31 | yes | 8 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 12:54 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:42 | yes | 21 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:59 | yes | 15 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:36 | yes | 19 | 18 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:20 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:12 | yes | 20 | 63 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:34 | yes | 7 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:57 | yes | 25 | 98 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:16 | yes | 5 | 7 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:06 | yes | 3 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:43 | yes | 14 | 33 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:37 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:42 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:41 | yes | 13 | 31 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:13 | yes | 18 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:23 | yes | 13 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:26 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:53 | yes | 15 | 38 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:46 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:25 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:18 | yes | 8 | 28 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:35 | no | 0 | 11 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:31 | no | 0 | 56 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:39 | yes | 3 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:23 | yes | 15 | 43 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:19 | yes | 19 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:04 | yes | 6 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:59 | yes | 20 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:41 | yes | 21 | 6 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:40 | yes | 22 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:15 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:11 | yes | 25 | 34 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:29 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:01 | yes | 9 | 42 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 14:03 | yes | 23 | 36 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:06 | yes | 24 | 66 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:07 | yes | 14 | 31 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 14:11 | yes | 3 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:50 | yes | 24 | 25 s |
Noise floor in this category
Flips between the edition run and its calibration repeat. Six prompts per model is a small sample; the index-wide floor is the number to trust.
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Claude Haiku 4.5
2 of 3 flipped
GPT-5.4 mini
4 of 4 flipped
Gemini 3.5 Flash
5 of 6 flipped
Perplexity Sonar
3 of 3 flipped
Grok 4.1 Fast
4 of 5 flipped
Mistral Small
3 of 3 flipped
DeepSeek V4 Flash
4 of 6 flipped
Llama 4 Maverick
3 of 4 flipped
Qwen 3.7 Flash
5 of 5 flipped
Kimi K2
4 of 5 flipped
GLM 4.7 FlashX
5 of 5 flipped
MiniMax M2.5
5 of 5 flipped
GPT-6 Luna
2 of 4 flipped
Muse Glimmer 30B
4 of 4 flipped
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 Events read as Cisco Webex Webinars
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 (Zoom Webinars & Zoom Events) read as Zoom Webinars
Zoom (with Events add-on) read as Zoom Webinars
Unresolved, counted raw
Digital Samba
Events.com (including BPT integration)
FreeConferenceCall
Marcus Evans
Run The World
Teams live events
Virtual PRO (formerly Hubilo)
Virtual Summits
Webcasts.com
Webex Suite
Webinar.gg
Zoom Meeting
Zoom One (Business Plan)
Discontinued, still offered
No shut-down product was recommended here.