Video conferencing
Asked as “video conferencing platform”, and as “video meeting software”, on behalf of a mid-market B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
60%
Clear leader
60Zoom Workplace19Google Meet17Microsoft04others
60% of first choices, clear leader.
Since October 2026▲+18Since October 2026: 42% → 60%, +18 points. Past the 11-point floor: movement.Zoom Workplace held the lead, +18 points on 42%, past the 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
Zoom Workplace46%Clear leader▼−2Since October 2026: 48% → 46%, −2 points. Inside the 11-point floor: within noise.Standing →Mid-marketZoom Workplace60%Clear leader▲+18Since October 2026: 42% → 60%, +18 points. Past the 11-point floor: movement.This pageEnterprise
Microsoft64%Clear leader▲+7Since October 2026: 57% → 64%, +7 points. Inside the 11-point floor: within noise.Standing →
Zoom Workplace46%Clear leader▼−2Since October 2026: 48% → 46%, −2 points. Inside the 11-point floor: within noise.Standing →Mid-marketZoom Workplace60%Clear leader▲+18Since October 2026: 42% → 60%, +18 points. Past the 11-point floor: movement.This pageEnterpriseMicrosoft64%Clear leader▲+7Since October 2026: 57% → 64%, +7 points. Inside the 11-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Zoom Workplace60%22%76endorsed leader▲+18Since October 2026: 42% → 60%, +18 points. Past the 11-point floor: movement.42% → 60%
Zoom Workplace60%22%76endorsed leader▲+18Since October 2026: 42% → 60%, +18 points. Past the 11-point floor: movement.42% → 60%02
Google Meet Lab in the set19%9%68accepted challenger▼−3Since October 2026: 22% → 19%, −3 points. Inside the 11-point floor: within noise.22% → 19%
Google Meet Lab in the set19%9%68accepted challenger▼−3Since October 2026: 22% → 19%, −3 points. Inside the 11-point floor: within noise.22% → 19%03Microsoft17%7%70accepted challenger▼−7Since October 2026: 24% → 17%, −7 points. Inside the 11-point floor: within noise.24% → 17%
Microsoft17%7%70accepted challenger▼−7Since October 2026: 24% → 17%, −7 points. Inside the 11-point floor: within noise.24% → 17%04
Zoho Meeting4%0%11accepted challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise.5% → 4%
Zoho Meeting4%0%11accepted challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise.5% → 4%Show the four products at 0%, ordered by negative rate
08
WebEx0%21%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
WebEx0%21%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
Jitsi Meet0%7%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Jitsi Meet0%7%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
RingCentral Video0%5%21accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
RingCentral Video0%5%21accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%05
Cisco Webex0%0%24accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Cisco Webex0%0%24accepted 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.
Google Meet is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice one time of 4; the other thirteen models eight times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
For buyers
All six head-to-head pages: the top four products, each against each
One product takes 60% of first choices here, so the chart would put seven markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Zero products carry a negative rate above 25% in this category.
What they warned about
Eleven of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Kimi K2 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 Workplace22%
17 of 76 labels negative · 12 of 14 models · 2 hard negative
“Avoid or be cautious with Zoom due to its history of misleading encryption claims and high number of data requests.” Mistral Small, negative prompt
Houseparty
100%
6 of 6 labels negative · 6 of 14 models · 5 hard negative
“Houseparty faced backlash in 2020 after reports of hacked accounts, though the claim was later disputed.” MiniMax M2.5, negative prompt
Google Meet9%
6 of 68 labels negative · 6 of 14 models
“Be aware that Google's business model is advertising... they scan content within the meeting audio/video to train AI models” Qwen 3.7 Flash, negative prompt
WeChat
100%
5 of 5 labels negative · 5 of 14 models · 4 hard negative
“Mozilla warning for extensive data sharing (especially with Chinese authorities)... Avoid entirely” Grok 4.20, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
68 of 84 answers in this category came back with a source list, from 13 of 14 models: citations where the model returns them, or the search results it consulted. 670 links across 224 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 1 model searched through a gateway that returned no source list on this edition. 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.
21 answers · 21 citations · 9 models
21 answers · 21 citations · 10 models
17 answers · 17 citations · 8 models
14 answers · 18 citations · 8 models
14 answers · 16 citations · 9 models
vendor site · Zoom12 answers · 13 citations · 5 models
12 answers · 12 citations · 6 models
11 answers · 14 citations · 6 models
vendor site · Cledara11 answers · 11 citations · 6 models
10 answers · 10 citations · 6 models
vendor site · Yealink9 answers · 38 citations · 7 models
vendor site · RingCentral9 answers · 10 citations · 5 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.
21 answers · 10 models
20 answers · 9 models
17 answers · 8 models
12 answers · 6 models
11 answers · 6 models
11 answers · 7 models
10 answers · 6 models
10 answers · 6 models
10 answers · 7 models
9 answers · 5 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 video conferencing platform”, “video conferencing platform”, “video conferencing platforms”. 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 |
|---|---|---|---|---|---|---|---|---|
| Zoom Workplace zoom.com | 60% | 194 | 33,100 | 807 | 2,795,648 | $4,064 | 47 | |
| Google Meet google.com Google Meet 19%, Google Workspace 0% | 19% | 143 | 1,830,000 | 14,073 | 1,800,358,416 | $465,944 | 5 | |
| Microsoft microsoft.com | 17% | 294 | 2,240,000 | 403,136 | 145,358,109 | $12,455 | 103 | 6 |
| Zoho Meeting zoho.com | 4% | 31 | 3,600 | 101 | 1,216,894 | $51,031 | 119 | |
| Cisco parent site Cisco Webex 0% | 0% | 95 | 165,000 | 48,352 | ||||
| RingCentral MVP ringcentral.com RingCentral Video 0%, RingCentral MVP 0% | 0% | 57 | 320 | 21 | 9,737,061 | $3,711 | 120 | |
| Jitsi Meet jitsi.org | 0% | 14 | 14,800 | 176 | ||||
| Signal | 0% | 201,000 | 115,772 | |||||
| WebEx webex.com | 0% | 39 | 110,000 | 7,537 | 373,023 | 0 | ||
| Livestorm livestorm.co | 0% | 19 | 1,600 | 23 | 124,272 | 0 |
Google's top ten for the three searches hold 17 sites; 2 of them are among the sites the models cited here (getvoip.com, pcmag.com). The first result for “best video conferencing platform” is slack.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 video conferencing platform for a mid-market B2B company?”Paraphrase“Which video meeting software would you recommend to a mid-sized B2B company?”Comparative“What are the top video conferencing platforms and how do they differ?”Budget-constrained“What is the best video conferencing platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a video conferencing platform. What should we look at?”Negative“Which video conferencing platforms should I avoid or be cautious about?”
Claude Haiku 4.5Zoom Workplaceno first choiceChangedZoom WorkplaceGoogle Meet, Zoom Workplaceno first choiceagainst: Zoom Workplace
Three alternatives
GoToMeeting, Microsoft, RingCentral VideoFour alternatives
Cisco Webex, Google Meet, Microsoft, RingCentral VideoOne alternative
MicrosoftGPT-5.4 miniZoom Workplaceagainst: RingCentral VideoZoom WorkplaceHeldZoom Workplaceagainst: Slack HuddlesGoogle Meetno first choiceagainst: Jitsi
Three alternatives
Google Meet, Microsoft, WebExThree alternatives
Google Meet, Microsoft, WebExThree alternatives
Cisco Webex, Google Meet, MicrosoftTwo alternatives
Microsoft, Zoom WorkplaceGemini 3.5 FlashZoom WorkplaceZoom WorkplaceHeldZoom WorkplaceGoogle Meet, Microsoftagainst: Zoom Workplaceno first choiceagainst: Chatroulette, Emerald Chat, Google Hangouts & Duo, Houseparty, Instagram, Messenger, Monkey, OmeTV, Omegle, Skype for Business, TikTok Direct Messaging, WeChat, Zoom Workplace
Four alternatives
Dialpad AI Meetings, Google Meet, Microsoft, RingCentral VideoTwo alternatives
Google Meet, MicrosoftThree alternatives
Cisco Webex, Google Meet, MicrosoftOne alternative
Jitsi MeetPerplexity SonarZoom WorkplaceZoom WorkplaceHeldZoom WorkplaceZoho Meetingno first choiceagainst: GoToMeeting, Google Meet, Microsoft, Skype, Skype for Business, Slack Huddles, WebEx, Zoom Workplace
Four alternatives
Google Meet, Microsoft, RingCentral Video, WebExFour alternatives
Google Meet, Microsoft, RingCentral Video, WebExFour alternatives
Cisco Webex, Google Meet, Jitsi, MicrosoftThree alternatives
Google Meet, Microsoft, RingCentral VideoGrok 4.20Zoom WorkplaceZoom WorkplaceHeldMicrosoft, Zoom Workplaceagainst: BlueJeans, GoTo Meeting, Jitsi MeetGoogle Meetno first choiceagainst: Discord, Facebook Messenger, Google Meet, Houseparty, Skype, WeChat, Zoom Workplace
Two alternatives
Google Meet, MicrosoftThree alternatives
Cisco Webex, Google Meet, MicrosoftThree alternatives
Cisco Webex, Google Meet, RingCentral VideoThree alternatives
Microsoft, Zoho Meeting, Zoom WorkplaceMistral SmallZoom WorkplaceZoom WorkplaceHeldno first choiceGoogle Meet, Zoom Workplaceno first choiceagainst: Google Meet, Microsoft, Zoom Workplace
Three alternatives
Cisco Webex, Microsoft, RingCentral VideoThree alternatives
Google Workspace, Microsoft, RingCentral MVPThree alternatives
Jitsi Meet, Microsoft, RingCentral VideoDeepSeek V4 FlashZoom WorkplaceZoom WorkplaceHeldZoom WorkplaceGoogle Meetagainst: Zoom Workplaceno first choiceagainst: Discord, Facebook Messenger, Houseparty, Slack Huddles, WeChat, Zoom Workplace
Five alternatives
Cisco Webex, Google Meet, Microsoft, RingCentral MVP, RingEXThree alternatives
Cisco Webex, Google Meet, MicrosoftFive alternatives
Cisco Webex, GoToMeeting, Google Meet, Jitsi Meet, MicrosoftTwo alternatives
Microsoft, Zoho MeetingLlama 4 MaverickZoom WorkplaceZoom WorkplaceHeldno first choiceMicrosoftno first choicenothing named
Three alternatives
GoTo Meeting, Google Meet, MicrosoftThree alternatives
Livestorm, RingCentral MVP, Zoho MeetingTwo alternatives
RingCentral Video, Zoho MeetingQwen 3.7 FlashZoom WorkplaceZoom WorkplaceHeldZoom WorkplaceGoogle Meetagainst: Zoom Workplaceno first choiceagainst: Skype, Zoom Workplaceagainst: Cisco Jabber / Polycom legacy hardware, GoToMeeting, Google Duo, Google Meet, Microsoft, Skype, WebEx, Zoom Workplace
Three alternatives
GoTo Meeting, Google Meet, MicrosoftFour alternatives
Google Meet, Livestorm, Microsoft, RingCentral MVPThree alternatives
Cisco Webex, Google Meet, MicrosoftTwo alternatives
Microsoft, Zoho MeetingKimi K2Zoom WorkplaceMicrosoftChangedMicrosoft, Zoom Workplaceagainst: GoTo MeetingGoogle Meet, Zoom WorkplaceMicrosoftagainst: Houseparty, Zoom Workplace
Two alternatives
Google Meet, MicrosoftTwo alternatives
Google Meet, Zoom WorkplaceThree alternatives
Cisco Webex, Google Meet, RingCentral VideoThree alternatives
Jitsi Meet, Microsoft, Zoho MeetingThree alternatives
Google Meet, WebEx, Zoom WorkplaceGLM 4.7 FlashXZoom WorkplaceZoom WorkplaceHeldZoom WorkplaceMicrosoftno first choiceagainst: Zoom Workplace
Three alternatives
Cisco Webex, Google Meet, MicrosoftTwo alternatives
Google Meet, MicrosoftFour alternatives
Cisco Webex, Google Meet, Jitsi, MicrosoftThree alternatives
Google Meet, Zoho Meeting, Zoom WorkplaceMiniMax M2.5MicrosoftMicrosoft, Zoom WorkplaceChangedno first choiceGoogle Meet, Zoho Meetingno first choiceagainst: Google Meet, Houseparty, Microsoft, Skype, WeChat, WhatsApp, Zoom Workplace
Two alternatives
Google Meet, Zoom WorkplaceOne alternative
Cisco WebexTwo alternatives
Microsoft, Zoom WorkplaceGPT-6 LunaZoom WorkplaceZoom WorkplaceHeldZoom WorkplaceMicrosoftagainst: Zoom Workplaceno first choiceagainst: Teams, Zoom Workplace
Two alternatives
Google Meet, MicrosoftTwo alternatives
Google Meet, MicrosoftFour alternatives
Cisco Webex, Google Meet, Jitsi Meet, MicrosoftTwo alternatives
Google Meet through Workspace Business Starter, TeamsMuse Glimmer 30BZoom WorkplaceZoom WorkplaceHeldZoom WorkplaceZoom Workplaceno first choiceagainst: Discord, Doxy.me, Facebook Messenger, Google Hangout, Google Meet, Houseparty, Microsoft, Skype, WeChat, WebEx, Zoom Workplace
Two alternatives
Google Meet, MicrosoftFour alternatives
GoTo Meeting, Google Meet, Microsoft, WebExThree alternatives
Cisco Webex, Google Meet, MicrosoftThree alternatives
Google Meet, Microsoft, RingCentral VideoBold 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 11:55 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:18 | yes | 5 | 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 19:08 | no | 0 | 15 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:22 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:18 | yes | 10 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:16 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:31 | yes | 24 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:54 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:43 | yes | 5 | 20 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:54 | yes | 13 | 39 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:49 | yes | 10 | 61 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:17 | yes | 10 | 27 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:26 | yes | 2 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:48 | yes | 14 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:01 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:42 | yes | 3 | 6 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 17:24 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 13:23 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:55 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:53 | yes | 5 | 8 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:19 | yes | 23 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:44 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:15 | yes | 5 | 17 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:02 | yes | 10 | 17 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:04 | yes | 10 | 19 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:14 | yes | 5 | 38 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:57 | yes | 3 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:49 | yes | 11 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:36 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:39 | yes | 5 | 6 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 19:09 | no | 0 | 12 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:58 | yes | 10 | 4 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:02 | yes | 5 | 25 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:09 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:58 | yes | 24 | 23 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:23 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:37 | yes | 5 | 20 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:09 | yes | 15 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:06 | yes | 5 | 29 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:58 | yes | 5 | 19 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:36 | yes | 5 | 14 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:31 | yes | 13 | 22 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:48 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:55 | no | 0 | 3 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 15:07 | no | 0 | 14 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:51 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:21 | yes | 5 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:13 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:52 | yes | 19 | 18 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:08 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:11 | yes | 5 | 34 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:06 | yes | 9 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:20 | yes | 10 | 44 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:36 | yes | 5 | 20 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:40 | yes | 3 | 7 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:54 | yes | 12 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:07 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:37 | no | 0 | 8 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 13:24 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:20 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:17 | yes | 5 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:30 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:52 | yes | 17 | 25 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:41 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:44 | no | 0 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:56 | yes | 20 | 50 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:01 | yes | 20 | 79 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:13 | no | 0 | 12 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:28 | yes | 2 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:53 | yes | 13 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:41 | yes | 24 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:06 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:30 | no | 0 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 19:31 | yes | 10 | 3 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:26 | yes | 15 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:27 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:24 | yes | 25 | 36 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:32 | yes | 5 | 7 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:08 | no | 0 | 36 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:34 | yes | 23 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:39 | yes | 24 | 31 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:17 | no | 0 | 23 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:50 | yes | 3 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:29 | yes | 23 | 37 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 Meetings read as Cisco Webex
RingCentral read as RingCentral Video
Slack read as Slack Huddles
Zoom read as Zoom Workplace
Zoom (now Zoom Workplace) read as Zoom Workplace
Unresolved, counted raw
CVI
Chatroulette
Cisco Jabber / Polycom legacy hardware
Dialpad AI Meetings
Emerald Chat
GoTo
Google Duo
Google Hangout
Google Hangouts & Duo
Google Meet through Workspace Business Starter
Loom
MS Teams
Messenger
Monkey
OmeTV
Omegle
TikTok Direct Messaging
Discontinued, still offered
No shut-down product was recommended here.