November 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index › IT › IT operations and endpoint › Business phones · November 2026 Edition

Business phone systems

Asked as “business phone system”, and as “UCaaS platform”, on behalf of a mid-market 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
47%
Clear leader
47RingCentral RingEX14Zoom Phone12Nextiva26others

47% of first choices, clear leader.

Since October 2026▲+6Since October 2026: 41% → 47%, +6 points. Inside the 11-point floor: within noise.RingCentral RingEX held the lead, +6 points on 41%, 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.

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
01RingCentral RingEX47%8%59endorsed leader▲+6Since October 2026: 41% → 47%, +6 points. Inside the 11-point floor: within noise.41% → 47%
02Zoom Phone14%2%52accepted challenger▲+6Since October 2026: 8% → 14%, +6 points. Inside the 11-point floor: within noise.8% → 14%
03Nextiva12%10%51accepted challenger▼−2Since October 2026: 14% → 12%, −2 points. Inside the 11-point floor: within noise.14% → 12%
04Google Voice Lab in the set11%11%18accepted challenger▼−4Since October 2026: 15% → 11%, −4 points. Inside the 11-point floor: within noise.15% → 11%
05Dialpad2%3%36accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
06Microsoft Teams Phone2%0%21accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%
Show the four products at 0%, ordered by negative rate
10GoTo Connect0%18%11accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
09Vonage0%14%21accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
078x80%10%39accepted challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise.3% → 0%
08Ooma Office0%6%16accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.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 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 Voice 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 zero times of 4; the other thirteen models six times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.

All fifteen head-to-head pages: the top six 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
05
M06
07
08
09
10
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01RingCentral RingEX47%
02Zoom Phone14%
03Nextiva12%
04Google Voice11%
05Dialpad2%
06Microsoft Teams Phone2%
078x80%
08Ooma Office0%
09Vonage0%
10GoTo Connect0%

What they warned about

Eight of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, DeepSeek V4 Flash, 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.
RingCentral RingEX
8%
5 of 59 labels negative · 5 of 14 models · 4 hard negative
“Frequently rated poorly (e.g., 1.7/5 on Trustpilot). Major complaints include unhelpful/slow support, unexpected contract auto-renewals” Grok 4.20, negative prompt
8x8
10%
4 of 39 labels negative · 4 of 14 models · 2 hard negative
“Labeled "weak" in head-to-head reviews. Key problems: No transparent pricing ... cancellation difficulties, poor customer service quality” Grok 4.20, negative prompt
Nextiva
10%
5 of 51 labels negative · 4 of 14 models · 2 hard negative
“It's a terrible voip provider system and their customer support even worse than their system.” Muse Glimmer 30B, negative prompt
Vonage
14%
3 of 21 labels negative · 3 of 14 models · 1 hard negative
“Trustpilot rating: "Poor" (2/5)” Kimi K2, 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

72 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. 706 links across 215 sites, every framing counted. Ranked by the number of answers carrying the site or page. 15 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 · Nextiva39 answers · 68 citations · 13 models
23 answers · 28 citations · 10 models
16 answers · 16 citations · 8 models
15 answers · 22 citations · 8 models
15 answers · 15 citations · 9 models
13 answers · 16 citations · 6 models
13 answers · 14 citations · 7 models
vendor site · RingCentral13 answers · 14 citations · 7 models
11 answers · 15 citations · 6 models
vendor site · 8x811 answers · 12 citations · 8 models
10 answers · 12 citations · 9 models
vendor site · G210 answers · 12 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.

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 business phone system”, “business phone system”, “business phone systems”. 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 productsShareOwn site citedName searches, GoogleAI search demand, est.Organic visitsPaid search a month, est.Google ads, last 30 daysBest Google position
RingCentral MVP ringcentral.com
RingCentral RingEX 47%, RingCentral MVP 2%
49%17014009,737,061$3,711120
Zoom Phone zoom.com
Zoom Phone 14%, Zoom Workplace 0%
14%19433,1008072,795,648$4,06447
Nextiva nextiva.com12%12433,100833267,281$1,1991187
Google Cloud parent site
Google Voice 11%
11%421,500,00022,591
Grasshopper grasshopper.com4%25201,00021,740659,964118
Dialpad dialpad.com2%9040,5009056,588,510$1,842120
Microsoft parent site
Microsoft Teams Phone 2%
2%772,240,000403,136
8×82%2,062,735
Phone.com phone.com2%102,40091
Cisco parent site
Cisco Webex Calling 2%, Cisco Unified Communications Manager 0%, Cisco Webex 0%
2%95165,00048,352

Google's top ten for the three searches hold 21 sites; 2 of them are among the sites the models cited here (getvoip.com, nextiva.com). The first result for “best business phone system” is getvoip.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
ModelDirect“What is the best business phone system for a mid-market B2B company?”Paraphrase“Which UCaaS platform would you recommend to a mid-sized B2B company?”Comparative“What are the top business phone systems and how do they differ?”Budget-constrained“What is the best business phone system for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a business phone system. What should we look at?”Negative“Which business phone systems should I avoid or be cautious about?”
Claude Haiku 4.5RingCentral RingEX
Three alternatives8x8, Nextiva, Zoom Phone
RingCentral RingEXHeld
Three alternatives8×8, Nextiva, Zoom Phone
RingCentral RingEX
Seven alternativesDialpad, GoTo Connect, Nextiva, Ooma Office, Quo, Vonage, Zoom Phone
Google Voice, Grasshopper
Three alternativesDialpad, Ooma Office, Zoom Phone
no first choiceagainst: 8x8, AT&T Business Phone, Avaya IP Office, Comcast Business, Ooma, Spectrum Business
GPT-5.4 miniRingCentral RingEX
Four alternatives8x8 Work, GoTo Connect, Nextiva, Zoom Phone
Microsoft Teams PhoneChanged
Four alternatives8x8, GoTo Connect, RingCentral RingEX, Zoom Phone
no first choice
Seven alternatives8x8, Grasshopper, Nextiva, Ooma, RingCentral RingEX, Vonage, Zoom Phone
Google Voice
Two alternativesGrasshopper, Nextiva Core
no first choicenothing named
Gemini 3.5 FlashRingCentral MVP
Five alternatives8x8, Dialpad, Microsoft Teams Phone, Nextiva, Zoom Phone
RingCentral RingEXChanged
Four alternatives8x8 Experience Communications Platform, Dialpad, Microsoft Teams Phone, Zoom Workplace
RingCentral MVP
Five alternatives8x8, Dialpad, Nextiva, Ooma Office, Zoom Phone
Zoom Phone
Five alternativesDialpad, Google Voice, Grasshopper, Ooma Office, OpenPhone
RingCentral RingEX
Five alternatives8x8, Cisco Webex, Dialpad, Microsoft Teams Phone, Zoom Phone
against: Avaya IP Office, Legacy Panasonic, Nortel, Skype for Business, magicJack for Business
Perplexity SonarRingCentral RingEX
Five alternatives8×8, Dialpad, JustCall, Nextiva, Zoom Phone
RingCentral RingEXHeld
Five alternatives8×8, Dialpad, Microsoft Teams Phone, Nextiva, Zoom Workplace
Nextiva
Six alternativesAircall, Dialpad, Ooma Office, Quo, RingCentral RingEX, Zoom Phone
Zoom Phone
Two alternativesGoogle Voice, Quo
no first choiceagainst: Phone.com, RingCentral RingEX, Vonage
Grok 4.20RingCentral RingEX
Four alternatives8x8, Dialpad, Nextiva, Zoom Phone
RingCentral RingEXHeld
Five alternatives8x8, Dialpad, Microsoft Teams Phone, Nextiva, Zoom Workplace
RingCentral RingEX
Four alternatives8x8, Microsoft Teams Phone, Nextiva, Zoom Phone
Google Voice
Three alternatives8x8, Ooma Office, RingCentral RingEX
against: Grasshopper, LevelBlue, Nextiva, Verizon
Nextiva
Two alternatives8x8, RingCentral RingEX
against: 3CX, 8x8, Aircall, CloudCall, Grasshopper, Nextiva, RingCentral RingEX, Vonage Business Communications
Mistral SmallRingCentral RingEX, Zoom Phone
Three alternatives8×8 Work, GoTo Connect, Nextiva Engage
RingCentral RingEXChanged
Two alternatives8×8, Zoom Phone
Nextiva
Seven alternatives3CX, Avaya Aura, Cisco Unified Communications Manager, RingCentral RingEX, VoIP.ms, Weave, smrtPhone
Google Voice, Zoom Phone
One alternativeNextiva
no first choiceagainst: Google Voice for business
DeepSeek V4 FlashNextiva, RingCentral RingEX
Four alternatives8x8, Aircall, Dialpad, Zoom Phone
RingCentral RingEXChanged
Two alternatives8x8, Microsoft Teams Phone
Nextiva, RingCentral RingEX
Four alternatives8x8, Dialpad, Vonage, Zoom Phone
Zoom Phone
Five alternatives8x8, Dialpad, Google Voice, Grasshopper, Ooma Office
no first choiceagainst: Avaya, CloudCall, Dialpad, GoToConnect, Jive Communications, Nextiva, RingCentral RingEX, Webex Suite
Llama 4 MaverickRingCentral RingEX
Eight alternatives8×8, Aircall, Dialpad, GoTo Connect, Nextiva, Ooma Office, Vonage, Zoom Phone
RingCentral RingEXHeld
Four alternatives8x8, Dialpad, Nextiva, Zoom Phone
no first choiceNextiva
Three alternativesOoma Office, RingCentral RingEX, Zoom Phone
no first choicenothing named
Qwen 3.7 FlashRingCentral RingEX
Four alternatives8×8, Dialpad, Nextiva, Zoom Phone
RingCentral RingEXHeld
Two alternativesNextiva, Zoom Workplace
Zoom Phone
Six alternatives8x8, Dialpad, Nextiva, OpenPhone, RingCentral RingEX, Vonage
Phone.com, Unitel Voice
Two alternativesOoma Office, Zoom Phone
no first choiceagainst: Avaya, Grasshopper, Nortel, Panasonic, Sideline
Kimi K2Nextiva, RingCentral RingEX
Two alternatives8×8, Zoom Phone
RingCentral RingEXChanged
Two alternativesMicrosoft Teams Phone, Zoom Phone
no first choice
Six alternatives8x8, Microsoft Teams Phone, Nextiva, RingCentral RingEX, Vonage, Zoom Phone
against: Google Voice
Google Voice, Grasshopper
Two alternatives8x8, Nextiva
Cisco Webex Calling, Nextiva, RingCentral RingEX
One alternativeCisco Unified Communications Manager
against: 4Com, Nextiva, RingCentral RingEX, Vonage, Zappie Group
GLM 4.7 FlashXRingCentral RingEX
Two alternatives8×8 Work, Nextiva
RingCentral RingEXHeld
Three alternatives8x8, Microsoft Teams Phone, Zoom Workplace
Nextiva
Eight alternatives8x8, Dialpad, GoTo Connect, Ooma Office, Quo, RingCentral RingEX, VoIP.ms, Zoom Phone
8×8, Dialpad, Nextiva
Four alternativesGoogle Voice, RingCentral RingEX, TextNow, Vonage
no first choiceagainst: Ooma, Ooma Office, Verizon OneTalk
MiniMax M2.5Nextiva
Three alternatives8x8, Intermedia Unite, RingCentral RingEX
RingCentral RingEXChanged
Four alternatives8x8, Dialpad, GoTo Connect, Zoom Phone
RingCentral RingEX
Seven alternatives3CX, Avaya Aura, Cisco Unified Communications Manager, Nextiva, VoIP.ms, Weave, smrtPhone
Google Voice, Zoom Phone
Two alternatives8x8, Nextiva
no first choiceagainst: RingCentral RingEX, SpectrumVOIP, Vonage Business Communications
GPT-6 LunaRingCentral RingEX
Four alternatives8x8, Dialpad, Teams Phone, Zoom Phone
RingCentral RingEXHeld
Three alternatives8x8, Dialpad, Zoom Phone
Zoom Phone
Five alternatives8x8 Work, Dialpad Connect, Microsoft Teams Phone, Nextiva, RingCentral RingEX
Zoom Phone
Two alternativesGrasshopper Solo Plus, Ooma Office
no first choiceagainst: 8x8, 8x8 Work, AT&T Collaborate, GoTo Connect, RingEX
Muse Glimmer 30BRingCentral RingEX
Three alternativesMicrosoft Teams Phone, Nextiva, Zoom Phone
RingCentral RingEXHeld
Three alternatives8x8, Microsoft Teams Phone, Zoom Phone
RingCentral RingEX
Six alternatives8x8, Dialpad, GoTo Connect, Nextiva, Vonage, Zoom Phone
Zoom Phone
Five alternatives8x8, Dialpad, Google Voice, Ooma Office, Phone.com
no first choiceagainst: 8x8, Analog POTS lines, GoTo Connect, Google Voice, Nextiva, ShoretelSky, Vonage, Zoom Phone
Bold 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.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 08:36yes98 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 13:47yes46 s
Direct recommendationGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 10:39no015 s
Direct recommendationPerplexity Sonarsonar2026-11-01 10:37yes104 s
Direct recommendationGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 16:08yes512 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-11-01 14:58yes56 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 12:29yes2423 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 10:28yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 13:50yes516 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-11-01 10:07yes1425 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 14:50yes2052 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 14:20yes520 s
Direct recommendationGPT-6 Lunagpt-6-luna2026-11-01 11:53yes520 s
Direct recommendationMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 15:23yes1224 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 11:57yes179 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 16:51no03 s
ParaphraseGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 11:58no015 s
ParaphrasePerplexity Sonarsonar2026-11-01 10:15yes104 s
ParaphraseGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 17:33yes59 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-11-01 17:05yes54 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 16:50yes2138 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 16:47yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 14:13yes522 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-11-01 19:35yes918 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 13:02yes918 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 16:38yes523 s
ParaphraseGPT-6 Lunagpt-6-luna2026-11-01 10:18yes412 s
ParaphraseMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 12:06yes1416 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 18:01yes109 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 11:03yes59 s
ComparativeGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 10:27no016 s
ComparativePerplexity Sonarsonar2026-11-01 10:36yes106 s
ComparativeGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 16:38yes1022 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-11-01 12:16yes56 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 10:51yes2130 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 19:31yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 14:42yes520 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-11-01 19:24yes1525 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 16:57yes1081 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 09:51yes533 s
ComparativeGPT-6 Lunagpt-6-luna2026-11-01 15:18yes718 s
ComparativeMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 08:59yes1523 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 10:23yes107 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 19:44yes45 s
Budget constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 12:54yes718 s
Budget constrainedPerplexity Sonarsonar2026-11-01 08:36yes103 s
Budget constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 16:09yes512 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 10:46yes55 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 09:00yes1319 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 14:11yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 18:09yes527 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 17:56yes518 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 09:11yes1027 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 11:06yes522 s
Budget constrainedGPT-6 Lunagpt-6-luna2026-11-01 19:39yes310 s
Budget constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 10:55yes1422 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 14:37no05 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 12:44no06 s
Scale constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 09:39no020 s
Scale constrainedPerplexity Sonarsonar2026-11-01 10:27yes107 s
Scale constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 17:02yes517 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 19:44no07 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 19:03yes2334 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 14:13yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 10:17no027 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 19:18yes1521 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 11:32no036 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 15:16no014 s
Scale constrainedGPT-6 Lunagpt-6-luna2026-11-01 12:13yes117 s
Scale constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 17:15yes1324 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 09:44yes179 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 17:52yes54 s
Negative framingGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 13:25yes819 s
Negative framingPerplexity Sonarsonar2026-11-01 11:31yes105 s
Negative framingGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 17:23yes1011 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-11-01 12:13yes56 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 15:17yes2532 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 18:54yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 17:47no032 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-11-01 15:41yes2052 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 08:49yes2524 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 17:43yes1948 s
Negative framingGPT-6 Lunagpt-6-luna2026-11-01 15:54yes418 s
Negative framingMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 17:51yes2532 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
Intermedia read as Intermedia Unite
Microsoft read as Microsoft Teams Phone
RingCentral read as RingCentral RingEX
RingCentral (RingEX) read as RingCentral RingEX
Webex by Cisco read as Webex Calling
Zoom read as Zoom Phone
Unresolved, counted raw
4Com
8x8 Experience Communications Platform
AT&T Business Phone
AT&T Collaborate
Allo
Analog POTS lines
Cisco Multiplatform
DialPhone
Grandstream
Grasshopper Solo Plus
Jive Communications
Legacy Panasonic
Nextiva Engage
Poly/Polycom
ShoretelSky
Sideline
SpectrumVOIP
Telnyx Suite
TextNow
Verizon OneTalk
Webex Suite
Zappie Group
magicJack for Business
Discontinued, still offered
No shut-down product was recommended here.
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