Video conferencing for small business buyers
Asked as “video conferencing platform”, and as “video meeting software”, on behalf of a small B2B company. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
48%
Clear leader
48Zoom Workplace17Microsoft16Zoho Meeting19others
48% of first choices, clear leader.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
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 rateLabelsQuadrant
Show the four products at 0%, ordered by negative rate
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 five 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
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 →
01
02
03
04
05J06
07
08G09
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Zoom Workplace48%
Zoom Workplace48%02Microsoft17%
Microsoft17%03Zoho Meeting16%
Zoho Meeting16%04Google Meet12%
Google Meet12%05RingCentral3%
RingCentral3%06Jitsi Meet2%
07Whereby0%
Whereby0%08WebEx0%
WebEx0%09GoToMeeting0%
10Cisco Webex0%
Cisco Webex0%What they warned about
Eight of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Llama 4 Maverick, 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%
16 of 73 labels negative · 13 of 14 models · 2 hard negative
“Zoom - due to its indifferent video quality, expensive pricing compared to Google Meet and Microsoft Teams, and limitations on call length and user capacity in its free version.” Llama 4 Maverick, negative prompt
Cisco Webex50%
11 of 22 labels negative · 9 of 14 models · 1 hard negative
“Skip Cisco Webex unless you have a compelling reason and a bigger budget” DeepSeek V4 Flash, negative prompt
Google Meet12%
9 of 72 labels negative · 9 of 14 models
“I wouldn't outright ban mainstream platforms like Zoom, Teams, Google Meet, or Webex; instead, I'd avoid using them in consumer mode or with default settings.” GPT-5.4 mini, negative prompt
Microsoft13%
9 of 68 labels negative · 9 of 14 models
“potentially overcomplicated for basic communications... may not be the most cost-effective option for small businesses” Llama 4 Maverick, 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
74 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 816 links across 196 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
37 answers · 44 citations · 10 models
33 answers · 33 citations · 10 models
31 answers · 31 citations · 9 models
31 answers · 31 citations · 10 models
26 answers · 26 citations · 9 models
23 answers · 24 citations · 10 models
22 answers · 27 citations · 11 models
vendor site · Zoom22 answers · 24 citations · 8 models
21 answers · 21 citations · 9 models
vendor site · RingCentral19 answers · 26 citations · 9 models
vendor site · Guideflow18 answers · 18 citations · 9 models
vendor site · Slack17 answers · 24 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.
32 answers · 10 models
31 answers · 9 models
31 answers · 10 models
26 answers · 9 models
26 answers · 9 models
22 answers · 10 models
19 answers · 7 models
18 answers · 9 models
17 answers · 8 models
17 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 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 | 48% | 200 | 33,100 | 807 | 2,795,648 | $4,064 | 47 | |
| Microsoft microsoft.com | 17% | 289 | 2,240,000 | 403,136 | 145,358,109 | $12,455 | 103 | 6 |
| Zoho Meeting zoho.com | 16% | 39 | 3,600 | 101 | 1,216,894 | $51,031 | 119 | |
| Google Meet google.com Google Meet 12%, Google Workspace 0% | 12% | 160 | 1,830,000 | 14,073 | 1,800,358,416 | $465,944 | 5 | |
| RingCentral ringcentral.com RingCentral 3%, RingCentral Video 0% | 3% | 165 | 110,000 | 3,419 | 9,737,061 | $3,711 | 120 | |
| Jitsi Meet | 2% | 14,800 | 176 | |||||
| Zoom One | 2% | |||||||
| Whereby whereby.com | 0% | 11 | 33,100 | 443 | 27,935 | 1 | ||
| WebEx webex.com | 0% | 40 | 110,000 | 7,537 | 373,023 | 0 | ||
| GoTo goto.com GoTo Meeting 0% | 0% | 15 | 2,900 | 198 | 503,681 company | $549 | 59 |
Google's top ten for the three searches hold 17 sites; 4 of them are among the sites the models cited here (getvoip.com, pcmag.com, slack.com, vibe.us). 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 WorkplaceZoom WorkplaceHeldGoogle Meet, Microsoft, Zoom Workplaceagainst: Cisco WebexGoogle Meetno first choiceagainst: Cisco Webex, Zoom Workplace
Two alternatives
Google Meet, MicrosoftThree alternatives
Cisco Webex, Google Meet, MicrosoftThree alternatives
Jitsi Meet, Skype, Zoom WorkplaceGPT-5.4 miniMicrosoftMicrosoft, Zoom WorkplaceChangedagainst: WebExZoom WorkplaceMicrosoftno first choiceagainst: Google Meet, Teams, WebEx, Zoom Workplace
Three alternatives
Google Meet, RingCentral Video, Zoom WorkplaceTwo alternatives
Google Meet, Google WorkspaceThree alternatives
Google Meet, Microsoft, WebExOne alternative
Microsoft 365Gemini 3.5 FlashZoom WorkplaceGoogle MeetChangedZoom WorkplaceJitsi Meet, Microsoftagainst: Zoom WorkplaceGoogle Meetagainst: BlueJeans, Cisco Webex, Discord, FaceTime, Facebook Messenger, GoToMeeting, Google Hangouts, Jitsi Meet, Nextcloud Talk, RingCentral, Skype for Business, WhatsApp, Zoom Workplace
Three alternatives
Google Meet, Microsoft, WherebyThree alternatives
Microsoft, Whereby, Zoom WorkplaceFour alternatives
Google Meet, Microsoft, Slack Huddles, WherebyTwo alternatives
Google Workspace, WherebyThree alternatives
Microsoft, Whereby, Zoom WorkplacePerplexity SonarZoom WorkplaceZoho MeetingChangedZoom WorkplaceZoho Meeting, Zoom Workplaceno first choiceagainst: FreeConference, Google Meet, Microsoft, WebEx, Zoom Workplace
Four alternatives
GoTo Meeting, Google Meet, Microsoft, RingCentralFive alternatives
GoTo Meeting, Google Meet, Microsoft, RingCentral Video, WebExFour alternatives
Google Meet, Microsoft, Whereby, Zoho MeetingOne alternative
Jitsi MeetGrok 4.1 FastZoom Workplaceagainst: Cisco WebexZoom WorkplaceHeldZoom WorkplaceGoogle Meetagainst: Zoom WorkplaceZoom Workplaceagainst: Cisco Webex, Discord, Google Meet, Houseparty, Microsoft, Skype, WhatsApp, Zoom Workplace
Three alternatives
Google Meet, Microsoft, Zoho MeetingThree alternatives
Google Meet, Microsoft, Zoho MeetingFour alternatives
Cisco Webex, Google Meet, Microsoft, Zoho MeetingTwo alternatives
Jitsi Meet, MicrosoftThree alternatives
Google Meet, Microsoft, WebExMistral SmallMicrosoft, Zoom WorkplaceMicrosoft, Zoom WorkplaceHeldZoom WorkplaceZoho Meetingno first choiceagainst: ClickMeeting, Google Meet, Microsoft, Zoom Workplace
Two alternatives
GoToMeeting, Google MeetTwo alternatives
Google Meet, WebExFour alternatives
Cisco Webex, GoToMeeting, Google Meet, MicrosoftTwo alternatives
RingCentral, Zoom WorkplaceDeepSeek V4 FlashZoom WorkplaceZoom WorkplaceHeldZoom WorkplaceZoho Meetingagainst: Jitsi Meetno first choiceagainst: Amazon Chime, Cisco Webex, GoToMeeting, Skype / Skype for Business, Zoom Workplace
Four alternatives
Dialpad, Google Meet, Microsoft, Zoho MeetingThree alternatives
Google Meet, Microsoft, WebExFour alternatives
Cisco Webex, Google Meet, Microsoft, Zoho MeetingThree alternatives
Google Meet, Microsoft, RingCentral VideoThree alternatives
Google Meet, Microsoft, Zoom WorkplaceLlama 4 MaverickRingCentral, Zoho MeetingZoho MeetingChangedZoom WorkplaceRingCentralno first choiceagainst: Google Meet, Microsoft, Zoom Workplace
Two alternatives
Google Meet, RingCentralThree alternatives
Google Meet, RingCentral, Zoho MeetingOne alternative
Zoho MeetingQwen 3.7 FlashZoom WorkplaceZoom WorkplaceHeldZoom WorkplaceZoho MeetingGoogle Meet, Microsoft, Zoom Workplaceagainst: Adobe Connect, Microsoft, Skype, Telegram, WhatsApp
Three alternatives
Google Meet, Microsoft, Zoho MeetingThree alternatives
Google Meet, Microsoft, Zoho MeetingFive alternatives
Cisco Webex, Google Meet, Jitsi Meet, Microsoft, WherebyThree alternatives
Google Meet, Microsoft, RingCentral VideoKimi K2Microsoft, Zoom WorkplaceZoom WorkplaceChangedGoogle Meet, Zoom WorkplaceGoogle Meet, Zoom WorkplaceZoom Workplaceagainst: Cisco Webex, FaceTime, GoToMeeting, Houseparty, Skype for Business, WhatsApp, Zoom Workplace
One alternative
Google MeetTwo alternatives
Google Meet, MicrosoftFour alternatives
Jitsi Meet, Microsoft, Slack Huddles, WherebyThree alternatives
Jitsi Meet, Microsoft, Zoho MeetingFour alternatives
Dialpad, Google Meet, Microsoft, WebExGLM 4.7 FlashXZoom WorkplaceZoom WorkplaceHeldGoogle Meet, Zoom WorkplaceGoogle Meetno first choiceagainst: Cisco Webex, Google Meet, Microsoft, Zoom Workplace
Four alternatives
GoToMeeting, Google Meet, Microsoft, Zoho MeetingThree alternatives
Google Meet, Microsoft, WebExThree alternatives
Microsoft, WebEx, WherebyFour alternatives
Jitsi Meet, Microsoft, Zoho Meeting, Zoom Free PlanMiniMax M2.5Zoom OneZoom WorkplaceChangedZoom WorkplaceZoho MeetingMicrosoft, Zoom Workplaceagainst: Cisco Webex, GoToMeeting, Google Meet, Microsoft, Slack Huddles, Zoom Workplace
Four alternatives
Dialpad, GoToMeeting, Google Meet, Zoho MeetingTwo alternatives
Google Meet, MicrosoftFour alternatives
Discord, Google Meet, Microsoft, WherebyFive alternatives
Cisco Webex, GoTo Meeting, Google Meet, Microsoft, Zoom WorkplaceFour alternatives
Cisco Webex, Dialpad, Google Meet, RingCentralGPT-6 LunaZoom WorkplaceZoom WorkplaceHeldZoom Workplaceagainst: Cisco WebexMicrosoftno first choiceagainst: Google Meet, Microsoft, Zoom Workplace
Two alternatives
Meet, TeamsTwo alternatives
Google Meet, TeamsThree alternatives
Google Meet, Microsoft, Slack HuddlesThree alternatives
Google Meet, Google Workspace, Zoom WorkplaceMuse Glimmer 30BZoom WorkplaceZoom WorkplaceHeldZoom WorkplaceZoho Meetingagainst: Zoom Workplaceno first choiceagainst: Cisco Duo, Cisco Webex, GoToMeeting / GoTo, Google Meet, Google Workspace, Microsoft, Skype for Business, Zoom Workplace
Four alternatives
Google Meet, Microsoft, RingCentral, Zoho MeetingTwo alternatives
GoToMeeting, Zoho MeetingFour alternatives
Cisco Webex, GoTo Meeting, Google Meet, MicrosoftThree alternatives
Google Meet, Microsoft, RingCentralBold 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 | 2026-10-05 00:37 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:03 | yes | 2 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:35 | yes | 10 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:58 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:38 | yes | 16 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:43 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:52 | yes | 18 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:21 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:00 | yes | 5 | 9 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:50 | yes | 9 | 14 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:10 | yes | 10 | 90 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:26 | yes | 8 | 22 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:04 | yes | 2 | 10 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:37 | yes | 11 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:38 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:07 | yes | 5 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:12 | yes | 7 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:27 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:21 | yes | 14 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:56 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:05 | yes | 21 | 56 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:43 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:17 | yes | 5 | 18 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:04 | yes | 10 | 15 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:44 | yes | 10 | 23 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:21 | yes | 5 | 34 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:01 | yes | 3 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:46 | yes | 11 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:55 | no | 0 | 5 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:37 | yes | 4 | 5 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:15 | yes | 15 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:26 | yes | 20 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:54 | yes | 14 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:35 | yes | 10 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:27 | yes | 23 | 80 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:16 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:44 | yes | 10 | 23 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:55 | yes | 15 | 27 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:34 | yes | 9 | 34 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:26 | no | 0 | 11 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:46 | yes | 5 | 14 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:16 | yes | 11 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:58 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:32 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:20 | yes | 23 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 01:12 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:44 | yes | 14 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:50 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:33 | yes | 19 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:32 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:54 | yes | 5 | 13 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:59 | yes | 9 | 32 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:56 | yes | 10 | 13 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:50 | yes | 5 | 12 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:45 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:25 | yes | 13 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:27 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:12 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:56 | yes | 10 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:26 | yes | 18 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:34 | yes | 14 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:33 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:20 | yes | 19 | 26 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:15 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:38 | no | 0 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:01 | yes | 10 | 33 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:51 | yes | 10 | 27 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:25 | yes | 10 | 26 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:06 | yes | 2 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:46 | no | 0 | 1 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:59 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:29 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:51 | yes | 11 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:27 | yes | 28 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:03 | yes | 23 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:28 | yes | 5 | 3 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:16 | yes | 24 | 42 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:32 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:12 | no | 0 | 25 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:52 | yes | 21 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:33 | yes | 24 | 60 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:31 | yes | 8 | 35 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:17 | yes | 3 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:37 | yes | 22 | 38 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Cisco Webex Meetings read as Cisco Webex
Slack read as Slack Huddles
Zoom read as Zoom Workplace
Zoom Pro read as Zoom Workplace
Unresolved, counted raw
Adobe Connect
FreeConference
GoTo
Google Hangouts
Meet
Nextcloud Talk
Riverside
Telegram
Tuple
Zoom Free Plan
Discontinued, still offered
No shut-down product was recommended here.