Index › IT › IT operations and endpoint › Video conferencing › Small business · November 2026 Edition
Video conferencing for small business buyers
Asked as “video conferencing platform”, and as “video meeting software”, on behalf of a small B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
46%
Clear leader
46Zoom Workplace25Google Meet23Microsoft07others
46% of first choices, clear leader.
Since October 2026▼−2Since October 2026: 48% → 46%, −2 points. Inside the 11-point floor: within noise.Zoom Workplace held the lead, −2 points on 48%, 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
Zoom Workplace46%Clear leader▼−2Since October 2026: 48% → 46%, −2 points. Inside the 11-point floor: within noise.This pageMid-marketZoom Workplace60%Clear leader▲+18Since October 2026: 42% → 60%, +18 points. Past the 11-point floor: movement.Standing →Enterprise
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.This pageMid-marketZoom Workplace60%Clear leader▲+18Since October 2026: 42% → 60%, +18 points. Past the 11-point floor: movement.Standing →EnterpriseMicrosoft64%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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Zoom Workplace46%18%78endorsed leader▼−2Since October 2026: 48% → 46%, −2 points. Inside the 11-point floor: within noise.48% → 46%
Zoom Workplace46%18%78endorsed leader▼−2Since October 2026: 48% → 46%, −2 points. Inside the 11-point floor: within noise.48% → 46%02
Google Meet Lab in the set25%7%71accepted challenger▲+13Since October 2026: 12% → 25%, +13 points. Past the 11-point floor: movement.12% → 25%
Google Meet Lab in the set25%7%71accepted challenger▲+13Since October 2026: 12% → 25%, +13 points. Past the 11-point floor: movement.12% → 25%03Microsoft23%9%74accepted challenger▲+6Since October 2026: 17% → 23%, +6 points. Inside the 11-point floor: within noise.17% → 23%
Microsoft23%9%74accepted challenger▲+6Since October 2026: 17% → 23%, +6 points. Inside the 11-point floor: within noise.17% → 23%04
Zoho Meeting4%11%19accepted challenger▼−12Since October 2026: 16% → 4%, −12 points. Past the 11-point floor: movement.16% → 4%
Zoho Meeting4%11%19accepted challenger▼−12Since October 2026: 16% → 4%, −12 points. Past the 11-point floor: movement.16% → 4%Show the six products at 0%, ordered by negative rate
09
Cisco Webex0%47%19criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Cisco Webex0%47%19criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10GoToMeeting0%43%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
08
Slack Huddles0%27%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Slack Huddles0%27%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
WebEx0%13%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
WebEx0%13%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
Whereby0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Whereby0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%05
RingCentral Video0%4%24accepted challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise.3% → 0%
RingCentral Video0%4%24accepted challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise.3% → 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 two times of 4; the other thirteen models twelve times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All six head-to-head pages: the top four products, each against each
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 →
010203040506070809G10
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Zoom Workplace46%
Zoom Workplace46%02Google Meet25%
Google Meet25%03Microsoft23%
Microsoft23%04Zoho Meeting4%
Zoho Meeting4%05RingCentral Video0%
RingCentral Video0%06Whereby0%
Whereby0%07WebEx0%
WebEx0%08Slack Huddles0%
Slack Huddles0%09Cisco Webex0%
Cisco Webex0%10GoToMeeting0%
What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, 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 Workplace18%
14 of 78 labels negative · 11 of 14 models
“Zoom's free plan: The 40-minute meeting cap can disrupt recurring business meetings, and some reviewers flag weaker security for sensitive discussions.” Perplexity Sonar, negative prompt
Cisco Webex47%
9 of 19 labels negative · 9 of 14 models · 1 hard negative
“due to its complexity and high cost, making it less suitable for small teams or freelancers” Llama 4 Maverick, negative prompt
Skype
88%
7 of 8 labels negative · 7 of 14 models · 5 hard negative
“Microsoft retired consumer Skype on May 5, 2025. Don’t build business processes around an app or version that no longer receives support.” GPT-6 Luna, negative prompt
Microsoft9%
7 of 74 labels negative · 6 of 14 models · 1 hard negative
“Avoid it if the business only needs simple video calls and does not already use Microsoft 365” Perplexity Sonar, 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
64 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. 619 links across 198 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.
32 answers · 33 citations · 10 models
22 answers · 24 citations · 10 models
vendor site · G221 answers · 25 citations · 9 models
19 answers · 19 citations · 8 models
17 answers · 18 citations · 8 models
16 answers · 16 citations · 7 models
vendor site · HubSpot15 answers · 15 citations · 7 models
12 answers · 18 citations · 6 models
vendor site · Microsoft12 answers · 12 citations · 7 models
vendor site · Zoom11 answers · 15 citations · 7 models
vendor site · RingCentral11 answers · 12 citations · 7 models
vendor site · Slack10 answers · 15 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
32 answers · 10 models
22 answers · 10 models
18 answers · 8 models
16 answers · 8 models
16 answers · 7 models
15 answers · 7 models
14 answers · 8 models
10 answers · 5 models
8 answers · 6 models
8 answers · 6 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best 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 | 46% | 194 | 33,100 | 807 | 2,795,648 | $4,064 | 47 | |
| Google Meet google.com Google Meet 25%, Google Workspace 2% | 26% | 143 | 1,830,000 | 14,073 | 1,800,358,416 | $465,944 | 5 | |
| Microsoft microsoft.com | 23% | 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 | |
| Zoom Meetings | 2% | |||||||
| RingCentral Video ringcentral.com | 0% | 57 | 320 | 21 | 9,737,061 | $3,711 | 120 | |
| Whereby whereby.com | 0% | 12 | 33,100 | 443 | 27,935 | 1 | ||
| Jitsi Meet jitsi.org | 0% | 14 | 14,800 | 176 | ||||
| WebEx webex.com | 0% | 39 | 110,000 | 7,537 | 373,023 | 0 | ||
| Slack Huddles slack.com | 0% | 12 | 1,600 | 681 | 1,672,555 | $27 | 120 | 1 |
Google's top ten for the three searches hold 17 sites; 4 of them are among the sites the models cited here (g2.com, getvoip.com, microsoft.com, slack.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 small B2B company?”Paraphrase“Which video meeting software would you recommend to a small business that sells to other businesses?”Comparative“What are the top video conferencing platforms for a small team and how do they differ?”Budget-constrained“What is the best video conferencing platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a video conferencing platform. What should we look at?”Negative“Which video conferencing platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Zoom WorkplaceMicrosoft, Zoom WorkplaceChangedZoom Workplaceagainst: MicrosoftGoogle Meet, Zoom Workplaceno first choiceagainst: Google Meet, Microsoft, Zoom Workplace
Two alternatives
Google Meet, MicrosoftTwo alternatives
Cisco Webex, Google MeetThree alternatives
Google Meet, Whereby, Zoho MeetingOne alternative
Jitsi MeetGPT-5.4 miniMicrosoft, Zoom WorkplaceGoogle Meet, MicrosoftChangedZoom WorkplaceGoogle Meetno first choicenothing named
One alternative
WebExTwo alternatives
RingCentral Video, Zoom WorkplaceFour alternatives
Cisco Webex, Google Meet, Microsoft, Slack HuddlesTwo alternatives
Microsoft, Zoom WorkplaceGemini 3.5 FlashZoom WorkplaceZoom MeetingsChangedZoom WorkplaceGoogle MeetGoogle Meetagainst: Avaya, Cisco Webex, Discord, FaceTime, Facebook Messenger, Mitel, Polycom/Cisco legacy room systems, Skype, WhatsApp
Three alternatives
Google Meet, Microsoft, WherebyThree alternatives
Google Meet, Microsoft, WherebyFour alternatives
Google Meet, Microsoft, Slack Huddles, WherebyFour alternatives
Jitsi Meet, Microsoft, Zoho Meeting, Zoom WorkplaceThree alternatives
Microsoft, Slack Huddles, Zoom WorkplacePerplexity SonarZoom Workplaceagainst: Zoho MeetingZoom WorkplaceHeldGoogle Meet, Microsoft, Zoom Workplaceagainst: WebExZoho Meetingagainst: Zoom Workplaceno first choiceagainst: Cisco Webex, Google Meet, Jitsi, Microsoft, Whereby, Zoho Meeting, Zoom Workplace
Four alternatives
Google Meet, Microsoft, RingCentral Video, WebExFour alternatives
GoTo Meeting, Google Meet, Microsoft, Zoho MeetingThree alternatives
Jitsi Meet, Slack Huddles, WherebyTwo alternatives
Google Meet, MicrosoftGrok 4.20Google MeetMicrosoftChangedGoogle Meet, Zoom Workplaceagainst: Slack HuddlesGoogle Meetagainst: GoToMeeting, RingCentral Video, WebExZoom Workplaceagainst: Cisco Webex, FreeConference, GoToMeeting, Google Meet, Microsoft, Skype, Zoom Workplace
Two alternatives
Microsoft, Zoom WorkplaceThree alternatives
Google Meet, RingCentral Video, Zoom WorkplaceThree alternatives
Microsoft, RingCentral Video, Zoho MeetingThree alternatives
Microsoft, Zoho Meeting, Zoom WorkplaceTwo alternatives
Google Meet, MicrosoftMistral SmallMicrosoft, Zoom Workplaceagainst: GoToMeetingno first choiceChangedZoom WorkplaceGoogle Meetno first choiceagainst: Jitsiagainst: Cisco Webex, Google Meet, Microsoft, Skype, Zoom Workplace
Two alternatives
Google Meet, RingCentral VideoSix alternatives
GoToMeeting, Google Meet, Microsoft, RingCentral Meetings, Slack Huddles, Zoho MeetingTwo alternatives
Microsoft, Zoom WorkplaceDeepSeek V4 FlashMicrosoft, Zoom WorkplaceZoom WorkplaceChangedZoom WorkplaceGoogle Meet, Microsoftagainst: Zoom Workplaceno first choiceagainst: Amazon Chime, BlueJeans, Lifesize, Skype, Skype for Business, Zoom Workplace
Two alternatives
Google Meet, RingCentral VideoThree alternatives
GoToMeeting, Google Meet, MicrosoftFour alternatives
Cisco Webex, Google Meet, Microsoft, Zoho MeetingOne alternative
Zoho MeetingLlama 4 MaverickZoom WorkplaceGoogle WorkspaceChangedMicrosoftZoho Meetingno first choiceagainst: Cisco Webex, ClickMeeting, Dialpad Meetings, GoToMeeting, RingCentral RingEX, Skype, Zoom Workplace
Four alternatives
GoToMeeting, Google Meet, Microsoft, RingCentral MeetingsThree alternatives
Microsoft, Riverside, Zoom WorkplaceFour alternatives
GoToMeeting, RingCentral Video, Zoho Meeting, Zoom WorkplaceThree alternatives
Google Meet, Microsoft, RingCentral VideoQwen 3.7 FlashZoom WorkplaceZoom WorkplaceHeldGoogle Meet, Zoom Workplaceagainst: Cisco WebexGoogle MeetGoogle Meet, Microsoftagainst: ClickMeeting, Discord, Instagram Direct, Skype, Snapchat, TikTok
Two alternatives
Google Meet, MicrosoftTwo alternatives
Google Meet, MicrosoftThree alternatives
GoToMeeting, Microsoft, RingCentral MeetingsTwo alternatives
Microsoft, Zoom WorkplaceOne alternative
Zoom WorkplaceKimi K2Zoom WorkplaceZoom WorkplaceHeldagainst: MicrosoftZoom Workplaceagainst: Around, Cisco WebexZoom WorkplaceGoogle Meet, Microsoft, Zoom Workplaceagainst: Houseparty, Zoom Workplace
Two alternatives
Google Meet, MicrosoftTwo alternatives
Google Meet, WherebyFive alternatives
Google Meet, Jitsi Meet, Microsoft, Slack Huddles, WherebyTwo alternatives
Google Meet, MicrosoftTwo alternatives
Dialpad, RingCentral VideoGLM 4.7 FlashXZoom WorkplaceZoom WorkplaceHeldZoom WorkplaceGoogle Meet, Zoom Workplaceagainst: GoToMeeting, RingCentral MVPno first choiceagainst: Cisco Webex, GoToMeeting, Zoom Workplace
Four alternatives
Cisco Webex, Google Meet, Microsoft, RingCentral VideoTwo alternatives
Google Meet, MicrosoftFive alternatives
Cisco Webex, Dialpad Connect, Google Meet, Microsoft, RingCentral VideoTwo alternatives
Microsoft, Zoho MeetingMiniMax M2.5Google Meet, MicrosoftZoom WorkplaceChangedGoogle Meet, Zoom WorkplaceZoom Workplaceno first choiceagainst: Google Meet, Zoom Workplace
Three alternatives
Cisco Webex, GoToMeeting, Zoom WorkplaceThree alternatives
Google Meet, Microsoft, Zoho MeetingThree alternatives
Dialpad, Microsoft, RingCentral VideoThree alternatives
Google Meet, Jitsi Meet, MicrosoftGPT-6 LunaZoom WorkplaceZoom WorkplaceHeldZoom Workplaceagainst: Slack HuddlesMicrosoftagainst: Zoom Workplaceno first choiceagainst: Jitsi Meet, Skype, Zoom Workplace
Three alternatives
Google Workspace, Meet, MicrosoftTwo alternatives
Google Meet, TeamsThree alternatives
Google Meet, Microsoft, WebExTwo alternatives
Google Meet, TeamsMuse Glimmer 30BMicrosoftZoom WorkplaceChangedZoom WorkplaceMicrosoftno first choiceagainst: BlueJeans, Cisco Webex, Google G Suite / Google Meet, Microsoft, Skype / Skype for Business, Slack Huddles, Zoom Workplace
Two alternatives
Google Meet, Zoom WorkplaceTwo alternatives
Google Meet, MicrosoftFour alternatives
Google Meet, Microsoft, RingCentral Video, Slack HuddlesThree alternatives
Google Meet, RingCentral Video, Zoho MeetingBold 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 08:37 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:00 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:02 | no | 0 | 15 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:17 | yes | 10 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:22 | yes | 5 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:31 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:06 | yes | 15 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:27 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:03 | no | 0 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:46 | yes | 14 | 47 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:07 | no | 0 | 17 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:28 | yes | 5 | 20 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:45 | yes | 3 | 8 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:54 | yes | 13 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:14 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:04 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:00 | no | 0 | 14 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:35 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:42 | yes | 5 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:24 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:37 | yes | 20 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:47 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:17 | yes | 10 | 39 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:07 | yes | 15 | 43 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:45 | yes | 20 | 99 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:20 | yes | 10 | 53 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:20 | yes | 3 | 9 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:33 | yes | 13 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:33 | yes | 9 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:13 | yes | 6 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:02 | no | 0 | 13 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:55 | yes | 10 | 4 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:51 | yes | 5 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:16 | yes | 5 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:37 | yes | 18 | 23 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:46 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:10 | yes | 5 | 17 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:18 | no | 0 | 50 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:50 | yes | 10 | 172 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:00 | yes | 5 | 20 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:45 | yes | 5 | 12 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:18 | yes | 14 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:54 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:22 | no | 0 | 2 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 18:05 | no | 0 | 14 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:48 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:43 | yes | 5 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:03 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:26 | yes | 19 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:49 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:57 | yes | 5 | 32 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:15 | yes | 9 | 39 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:33 | yes | 8 | 43 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:15 | no | 0 | 12 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:16 | yes | 3 | 7 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:02 | yes | 14 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:31 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:19 | no | 0 | 4 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 18:28 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 16:01 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:23 | yes | 5 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:02 | no | 0 | 4 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:47 | yes | 24 | 29 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:55 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:42 | yes | 5 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:11 | yes | 8 | 17 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:10 | yes | 10 | 40 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:21 | yes | 5 | 56 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:51 | yes | 2 | 12 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:32 | no | 0 | 2 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:44 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:46 | no | 0 | 4 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 10:03 | no | 0 | 16 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 14:04 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:14 | yes | 14 | 18 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:08 | yes | 15 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:31 | yes | 25 | 26 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:17 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:22 | yes | 10 | 53 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:18 | yes | 24 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:43 | yes | 15 | 57 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:54 | yes | 10 | 28 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:53 | yes | 4 | 14 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:20 | yes | 22 | 33 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
Slack (Huddles & Clips) read as Slack Huddles
Slack (with video calls) read as Slack Huddles
Zoom read as Zoom Workplace
Unresolved, counted raw
Around
Demodesk
FreeConference
Google G Suite / Google Meet
Instagram Direct
Jami
JioMeet
Kopano
Meeyra
Nextcloud Talk
Polycom/Cisco legacy room systems
Sessions
Snapchat
TikTok
Webex Suite
Zoom Meetings
Discontinued, still offered
No shut-down product was recommended here.