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. 60 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
32%
Contested · Demio 25%
32Livestorm25Demio15Zoom Webinars28others
32% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: Livestorm (30%) replaces Demio (39% then, 28% now), 2 points clear, inside the 11-point floor.Livestorm leads at 30%, replacing Demio, which led at 39% and stands at 28% now: 2 points clear, inside the floor, so the swap reads as unsettled.
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.This pageMid-marketLivestorm25%Contested▲+1Since September 2026: 23% → 24%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
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.This pageMid-marketLivestorm25%Contested▲+1Since September 2026: 23% → 24%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseON2435%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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Livestorm32%8%64endorsed leader▲+17Since September 2026: 13% → 30%, +17 points. Past the 11-point floor: movement. Read over the models both editions asked.13% → 30%
Livestorm32%8%64endorsed leader▲+17Since September 2026: 13% → 30%, +17 points. Past the 11-point floor: movement. Read over the models both editions asked.13% → 30%02
Demio25%3%58accepted challenger▼−11Since September 2026: 39% → 28%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.39% → 28%
Demio25%3%58accepted challenger▼−11Since September 2026: 39% → 28%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.39% → 28%03
Zoom Webinars15%33%72criticized challenger=heldSince September 2026: 15% → 15%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 15%
Zoom Webinars15%33%72criticized challenger=heldSince September 2026: 15% → 15%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 15%04
Zoho Webinar12%4%24accepted challenger▲+6Since September 2026: 7% → 13%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 13%
Zoho Webinar12%4%24accepted challenger▲+6Since September 2026: 7% → 13%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 13%05
GoTo Webinar3%47%34criticized challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%
GoTo Webinar3%47%34criticized challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%06
Airmeet2%0%14accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Airmeet2%0%14accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%07
ClickMeeting2%7%15accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
ClickMeeting2%7%15accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%08
WebinarNinja2%25%16criticized challenger▼−9Since September 2026: 11% → 2%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.11% → 2%
WebinarNinja2%25%16criticized challenger▼−9Since September 2026: 11% → 2%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.11% → 2%09
Crowdcast2%18%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Crowdcast2%18%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%10
WebinarJam2%46%28criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
WebinarJam2%46%28criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%Show the six products at 0%, ordered by negative rate
16ON240%80%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
ON240%80%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%15
Microsoft Teams0%50%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Microsoft Teams0%50%10criticized 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
Webex Webinars0%45%11criticized 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%45%11criticized 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
RingCentral Events0%40%15criticized 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%40%15criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%12
BigMarker0%40%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
BigMarker0%40%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%11
EasyWebinar0%15%13accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
EasyWebinar0%15%13accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 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% negative50%
Key
01Livestorm32%
Livestorm32%02Demio25%
Demio25%03Zoom Webinars15%
Zoom Webinars15%04Zoho Webinar12%
Zoho Webinar12%05GoTo Webinar3%
GoTo Webinar3%06Airmeet2%
Airmeet2%07ClickMeeting2%
ClickMeeting2%08WebinarNinja2%
WebinarNinja2%09Crowdcast2%
Crowdcast2%10WebinarJam2%
WebinarJam2%11EasyWebinar0%
EasyWebinar0%12BigMarker0%
BigMarker0%13RingCentral Events0%
RingCentral Events0%14Webex Webinars0%
Webex Webinars0%15Microsoft Teams0%
Microsoft Teams0%16ON240%
ON240%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, Grok 4.1 Fast, DeepSeek V4 Flash, Llama 4 Maverick, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna 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 Webinars33%
24 of 72 labels negative · 13 of 14 models · 4 hard negative
“The main platforms to avoid or use only with caution are: Zoom Webinars — ... reviewers note weak funnel/CRM support and, in some cases, glitchy webinar features” Perplexity Sonar, negative prompt
GoTo Webinar47%
16 of 34 labels negative · 12 of 14 models · 4 hard negative
“High Priority to Avoid or Test Thoroughly:... GoToWebinar (LogMeIn/GoTo)... Small businesses regret the total ownership cost hitting $25K+” Grok 4.1 Fast, negative prompt
WebinarJam46%
13 of 28 labels negative · 8 of 14 models · 6 hard negative
“the combination of tech instability and poor support makes it a risky bet for small businesses” DeepSeek V4 Flash, negative prompt
ON2480%
8 of 10 labels negative · 6 of 14 models · 4 hard negative
“Small businesses should be particularly cautious about ON24... It is also considered overpriced and may have reliability issues.” Mistral Small, negative 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
77 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. 1005 links across 154 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 · Livestorm56 answers · 90 citations · 14 models
vendor site · EasyWebinar47 answers · 102 citations · 12 models
vendor site · Whova34 answers · 34 citations · 12 models
31 answers · 36 citations · 13 models
vendor site · WebinarNinja28 answers · 38 citations · 9 models
vendor site · Remo25 answers · 33 citations · 7 models
vendor site · HubSpot25 answers · 25 citations · 9 models
24 answers · 38 citations · 13 models
vendor site · eWebinar22 answers · 23 citations · 9 models
vendor site · Demio21 answers · 30 citations · 10 models
vendor site · Zoom21 answers · 25 citations · 8 models
vendor site · Airmeet19 answers · 23 citations · 9 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.
50 answers · 13 models
33 answers · 11 models
25 answers · 9 models
22 answers · 6 models
21 answers · 9 models
20 answers · 8 models
19 answers · 7 models
19 answers · 11 models
14 answers · 11 models
14 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 | 32% | 133 | 1,600 | 23 | 124,272 | 0 | 8 | |
| Demio demio.com | 25% | 100 | 3,600 | 236 | 3,294 | 1 | ||
| Zoom zoom.com Zoom Webinars 15%, Zoom Video Webinars 2% | 17% | 209 | 3,350,000 | 120,299 | 2,795,648 company | $4,064 | 47 | |
| Zoho parent site Zoho Webinar 12% | 12% | 39 | 590 | 6 | ||||
| GoTo goto.com GoTo Webinar 3% | 3% | 96 | 2,900 | 199 | 503,681 | $549 | 59 | 8 |
| Airmeet airmeet.com | 2% | 42 | 720 | 12 | 8,585 | 23 | ||
| ClickMeeting clickmeeting.com | 2% | 22 | 18,100 | 5 | 8,016 | 36 | 5 | |
| WebinarNinja webinarninja.com | 2% | 22 | 260 | 0 | 3,343 | 0 | 2 | |
| Crowdcast crowdcast.io | 2% | 18 | 1,000 | 31 | 2,206 | 0 | ||
| Bizzabo bizzabo.com | 2% | 221 | 2,400 | 41 | 13,809 | $8 | 15 |
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 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 4.5LivestormZoom WebinarsChangedno first choiceClickMeeting, Zoom Webinarsno first choiceagainst: Adobe Connect, ClickMeeting, Demio, GoTo Webinar, Livestorm, Webex Webinars, WebinarNinja, Wistia, Zoom Webinars
Four alternatives
Airmeet, Demio, WebinarNinja, Zoom WebinarsThree alternatives
GoTo Webinar, Microsoft Teams, RingCentral EventsSix alternatives
Airmeet, Demio, Google Meet, Livestorm, WebinarNinja, Zoom WebinarsThree alternatives
Demio, WebinarNinja, Zoho WebinarGPT-5.4 miniLivestorm, Zoom WebinarsGoTo WebinarChangedagainst: ON24Livestorm, Zoom Webinarsagainst: BigMarkerDemio, Zoom Webinarsagainst: Webex Webinarsno first choiceagainst: Cvent, RingCentral Events, Webex Webinars, Zoom Webinars, vFairs
Two alternatives
BigMarker, Webex WebinarsOne alternative
Zoom WebinarsFour alternatives
ClickMeeting, Demio, GoTo Webinar, Microsoft TeamsGemini 3.5 FlashLivestormagainst: Zoom WebinarsDemioChangedagainst: Zoom WebinarsLivestormagainst: Zoom WebinarsZoho Webinaragainst: GoTo WebinarDemio, Livestormagainst: Bizzabo, Cvent, ON24, Webex Webinars, Zoom Webinarsagainst: Adobe Connect, Cvent, GoTo Webinar, ON24, RingCentral Events, Zoom Webinars
Four alternatives
Contrast, Demio, Zoho Webinar, eWebinarTwo alternatives
Livestorm, eWebinarFour alternatives
Airmeet, Contrast, Demio, WebinarJamThree alternatives
Demio, Livestorm, WebinarKitFour alternatives
Airmeet, Contrast, Goldcast, RingCentral EventsPerplexity SonarDemioLivestormChangedLivestormZoho Webinaragainst: EasyWebinar, Livestorm, Zoom Webinarsno first choiceagainst: GoTo Webinar, Teams-based webinar setups, Webex Webinars, WebinarJam, Zoom Webinars
Four alternatives
Airmeet, Bizzabo, Contrast, WebinarJamThree alternatives
Demio, GoTo Webinar, WebinarJamFive alternatives
ClickMeeting, Demio, WebinarJam, Zoho Webinar, Zoom WebinarsOne alternative
ClickMeetingGrok 4.1 FastDemio, Livestormagainst: WebinarJam, Zoom WebinarsDemioChangedLivestorm, Zoom Webinarsagainst: BigMarkerZoho Webinarno first choiceagainst: BigMarker, Cvent, GoTo Webinar, Livestorm, Microsoft Teams, RingCentral Events, WebinarGeek, WebinarJam, Zoom Webinars
One alternative
EasyWebinarFour alternatives
GoTo Webinar, Livestorm, WebinarNinja, Zoom WebinarsThree alternatives
Demio, GoTo Webinar, WebinarNinjaOne alternative
Zoom WebinarsThree alternatives
Demio, Livestorm, Zoom WebinarsMistral SmallDemio, LivestormDemio, LivestormHeldDemio, Livestorm, Zoom WebinarsZoho Webinarno first choiceagainst: GoTo Webinar, Goldcast, Microsoft Teams, ON24, WebinarJam, Zoom Webinars
Three alternatives
Airmeet, Goldcast, Zoho WebinarTwo alternatives
WebinarJam, Zoho WebinarFour alternatives
Crowdcast, Google Meet, Webex Webinars, Zoho WebinarTwo alternatives
Livestorm, Zoom WebinarsDeepSeek V4 FlashDemioagainst: GoldcastLivestormChangedagainst: Goldcast, ON24, RingCentral EventsDemio, Zoom Webinarsagainst: GoTo WebinarZoho Webinaragainst: Zoom WebinarsLivestormagainst: 6Connex, GoTo Webinar, ON24, Zoom Webinarsagainst: Crowdcast, GoTo Webinar, WebinarJam, vFairs
Three alternatives
Airmeet, Livestorm, WebinarGeekThree alternatives
Demio, GoTo Webinar, Zoom WebinarsFour alternatives
Airmeet, BigMarker, RingCentral Events, WebinarJamTwo alternatives
Livestorm, WebinarJamThree alternatives
Demio, EasyWebinar, WebinarJamLlama 4 MaverickAirmeetDemio, Livestorm, WebinarJamChangedno first choiceLivestormBizzaboagainst: BigMarker, RingCentral Events, vFairs
Two alternatives
WebinarGeek, Zoho WebinarQwen 3.7 FlashZoom WebinarsZoom WebinarsHeldLivestormZoom Webinarsagainst: WebinarNinjaDemio, Livestormagainst: Adobe Connect, Blue Jeans, Cisco Webex Webinars, Demio, GoTo Webinar, Livestorm, Microsoft Teams, OBS Studio, Wowza Media Services, Zoom Webinars
Three alternatives
BigMarker, Demio, GoTo WebinarTwo alternatives
Demio, LivestormThree alternatives
Demio, Zoho Webinar, Zoom WebinarsTwo alternatives
EasyWebinar, LivestormSix alternatives
Airmeet, Crowdcast, Microsoft Teams, Remo Conference, Vidyard, Zoom WebinarsKimi K2DemioDemioHeldagainst: GoTo Webinar, Zoom WebinarsDemioagainst: Zoom WebinarsLivestorm, Zoom Webinarsno first choiceagainst: Crowdcast, Cvent, Eventbrite, GoTo Webinar, RingCentral Events, WebinarJam, Zoom Webinars, vFairs
Two alternatives
Livestorm, WebinarJamThree alternatives
EasyWebinar, Livestorm, WebinarNinjaSeven alternatives
Crowdcast, EasyWebinar, Livestorm, Riverside, StreamYard On-Air, WebinarJam, WebinarNinjaThree alternatives
ClickMeeting, WebinarGeek, Zoho WebinarFive alternatives
Demio, Livestorm, WebinarNinja, Zoho Webinar, Zoom WebinarsGLM 4.7 FlashXDemioagainst: ON24Goldcast, WebinarNinjaChangedGoTo Webinaragainst: Remo.coZoho Webinaragainst: GoTo Webinarno first choiceagainst: Cisco Webex Webinars, EasyWebinar, Microsoft Teams, WebinarJam, Zoho Webinar, Zoom Webinars
Three alternatives
GoTo Webinar, Livestorm, Zoom WebinarsThree alternatives
Airmeet, Demio, Remo ConferenceThree alternatives
ClickMeeting, Livestorm, WebinarGeekFour alternatives
Demio, Livestorm, My Own Conference, Zoom WebinarsMiniMax M2.5Demio, LivestormGoTo Webinar, LivestormChangedagainst: Zoom WebinarsDemio, LivestormZoho Webinarno first choiceagainst: GoTo Webinar, WebinarJam, WebinarNinja, Zoom Webinars
Three alternatives
BigMarker, Goldcast, Zoom WebinarsTwo alternatives
Demio, RingCentral EventsTwo alternatives
Airmeet, Zoom WebinarsFour alternatives
ClickMeeting, Livestorm, StreamYard, Zoom WebinarsGPT-6 LunaLivestormZoom WebinarsChangedZoom WebinarsCrowdcastagainst: Zoom Webinarsno first choiceagainst: GoTo Webinar, Livestorm, Microsoft Teams, Zoom Webinars
One alternative
Zoom WebinarsOne alternative
LivestormThree alternatives
Crowdcast, Demio, LivestormTwo alternatives
Google Meet, Zoom WebinarsMuse Glimmer 30BZoom Video Webinarsagainst: Goldcast, ON24LivestormChangedZoho WebinarLivestormno first choiceagainst: GoTo Webinar, WebinarJam, WebinarNinja, Zoom Webinars
Five alternatives
Demio, GoTo Webinar, Livestorm, WebinarGeek, Zoom WebinarsFour alternatives
Demio, EasyWebinar, GoTo Webinar, Zoom WebinarsEight alternatives
ClickMeeting, Crowdcast, Demio, EasyWebinar, GoTo Webinar, Livestorm, Webex Webinars, Zoom WebinarsFive alternatives
ClickMeeting, Crowdcast, EasyWebinar, WebinarKit, 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. 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 13:56 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:52 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:45 | yes | 15 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:08 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:47 | yes | 23 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:36 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:31 | yes | 23 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:52 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:16 | yes | 5 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:55 | yes | 13 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:36 | yes | 20 | 61 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:00 | yes | 10 | 22 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 14:07 | yes | 4 | 19 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:01 | yes | 15 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:30 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:58 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:07 | yes | 11 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:13 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:43 | yes | 14 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:52 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:04 | yes | 24 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:47 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:35 | no | 0 | 33 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:53 | yes | 15 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:57 | yes | 10 | 14 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:31 | yes | 5 | 23 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:03 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:20 | yes | 13 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:23 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:05 | yes | 6 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 14:03 | yes | 15 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 13:38 | yes | 18 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 14:14 | yes | 22 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:45 | yes | 10 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:43 | yes | 24 | 52 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:47 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:32 | yes | 20 | 36 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:43 | yes | 20 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:35 | yes | 24 | 37 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:23 | yes | 5 | 14 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:39 | yes | 4 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:48 | yes | 13 | 33 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:30 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:03 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:37 | yes | 20 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:07 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:09 | yes | 23 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:37 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:53 | yes | 23 | 41 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:01 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:48 | yes | 5 | 26 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:37 | yes | 10 | 17 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:44 | yes | 24 | 32 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:24 | yes | 9 | 16 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 14:15 | yes | 5 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:06 | yes | 15 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:38 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:38 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:45 | yes | 15 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 09:20 | yes | 18 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:36 | yes | 14 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:36 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:25 | yes | 20 | 52 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:11 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:38 | yes | 5 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:51 | yes | 24 | 27 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:28 | yes | 14 | 48 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:10 | no | 0 | 10 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:26 | yes | 1 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:16 | yes | 14 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:26 | yes | 14 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:19 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:14 | yes | 25 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 14:05 | yes | 20 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 14:01 | yes | 22 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:32 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:11 | yes | 25 | 42 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:47 | yes | 5 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:05 | no | 0 | 34 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:08 | yes | 22 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:11 | yes | 24 | 17 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:55 | yes | 15 | 36 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:33 | yes | 4 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:37 | yes | 22 | 27 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 (Standard Edition) read as Cisco Webex Webinars
Remo read as Remo Conference
Webex Events & Webinars read as Webex Webinars
Zoho read as Zoho Webinar
Zoom read as Zoom Webinars
Unresolved, counted raw
Blue Jeans
GoBrunch
Hopin Session
Livestream / StreamYard
My Own Conference
OBS Studio
Remo.co
StreamYard On-Air
Teams-based webinar setups
Wowza Media Services
Zoho Webinars
Discontinued, still offered
No shut-down product was recommended here.