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Index › IT › IT operations and endpoint › Business phones › Small business · November 2026 Edition

Business phone systems for small business buyers

Asked as “business phone system”, and as “UCaaS platform”, on behalf of a small B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
28%
Zoom Phone
Contested · Nextiva 22%
28Zoom Phone22Nextiva20RingCentral RingEX30others

28% of first choices, contested.

Since October 2026↗new leaderNew leader since October 2026: Zoom Phone (28%) replaces Nextiva (31% then, 22% now), 6 points clear, inside the 11-point floor.Zoom Phone leads at 28%, replacing Nextiva, which led at 31% and stands at 22% now: 6 points clear, inside the floor, so the swap reads as unsettled.
ShowinginAll 136 categories →

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 businessZoom Phone28%Contested↗new leaderNew leader since October 2026: Zoom Phone (28%) replaces Nextiva (31% then, 22% now), 6 points clear, inside the 11-point floor.This pageMid-marketRingCentral RingEX47%Clear leader▲+6Since October 2026: 41% → 47%, +6 points. Inside the 11-point floor: within noise.Standing →EnterpriseRingCentral RingEX57%Clear leader▲+14Since October 2026: 43% → 57%, +14 points. Past the 11-point floor: movement.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 Phone28%4%54accepted challenger▲+14Since October 2026: 14% → 28%, +14 points. Past the 11-point floor: movement.14% → 28%
02Nextiva22%13%60accepted challenger▼−9Since October 2026: 31% → 22%, −9 points. Inside the 11-point floor: within noise.31% → 22%
03RingCentral RingEX20%22%59accepted challenger▼−6Since October 2026: 26% → 20%, −6 points. Inside the 11-point floor: within noise.26% → 20%
04Google Voice Lab in the set6%14%22accepted challenger▼−1Since October 2026: 7% → 6%, −1 point. Inside the 11-point floor: within noise.7% → 6%
05Ooma Office4%4%26accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
06Aircall4%25%12criticized challenger▲+1Since October 2026: 3% → 4%, +1 point. Inside the 11-point floor: within noise.3% → 4%
07Dialpad2%0%39accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
088x82%25%16criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Show the three products at 0%, ordered by negative rate
11Vonage0%31%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
10Grasshopper0%18%17accepted challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise.3% → 0%
09Microsoft Teams Phone0%0%12accepted 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 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 three times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.

For buyers
Build your shortlist
Head to head
RingCentral RingEX vs Zoom PhoneRingCentral RingEX vs NextivaRingCentral RingEX vs Google Voice
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All fifteen head-to-head pages: the top six products, each against each
RingCentral RingEX vs DialpadRingCentral RingEX vs Microsoft Teams PhoneZoom Phone vs NextivaZoom Phone vs Google VoiceZoom Phone vs DialpadZoom Phone vs Microsoft Teams PhoneNextiva vs Google VoiceNextiva vs DialpadNextiva vs Microsoft Teams PhoneGoogle Voice vs DialpadGoogle Voice vs Microsoft Teams PhoneDialpad vs Microsoft Teams Phone

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
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04
05
06
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M09
10
11
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Zoom Phone28%
02Nextiva22%
03RingCentral RingEX20%
04Google Voice6%
05Ooma Office4%
06Aircall4%
07Dialpad2%
088x82%
09Microsoft Teams Phone0%
10Grasshopper0%
11Vonage0%

What they warned about

Four of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
RingCentral RingEX
22%
13 of 59 labels negative · 8 of 14 models · 2 hard negative
“The three big names with the most consistent red flags for small businesses right now are RingCentral, Nextiva, and Vonage Business.” DeepSeek V4 Flash, negative prompt
Nextiva
13%
8 of 60 labels negative · 7 of 14 models · 1 hard negative
“there are enough consistent warnings from small business users to warrant caution” DeepSeek V4 Flash, negative prompt
8x8
25%
4 of 16 labels negative · 4 of 14 models · 1 hard negative
“One review explicitly called 8x8 "TERRIBLE" and warned others to avoid it for small business use” Mistral Small, negative prompt
Vonage
31%
5 of 16 labels negative · 4 of 14 models · 1 hard negative
“Vonage has been the subject of an FTC lawsuit for its cancellation practices, which should be a major red flag” DeepSeek V4 Flash, 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

71 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. 730 links across 165 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.

nextiva.com
vendor site · Nextiva38 answers · 77 citations · 13 models
business.usnews.com
33 answers · 45 citations · 11 models
dialpad.com
vendor site · Dialpad23 answers · 26 citations · 11 models
getvoip.com
18 answers · 25 citations · 10 models
cloudtalk.io
vendor site · CloudTalk17 answers · 18 citations · 9 models
crazyegg.com
17 answers · 18 citations · 10 models
forbes.com
13 answers · 15 citations · 8 models
ringcentral.com
vendor site · RingCentral13 answers · 13 citations · 7 models
aircall.io
vendor site · Aircall12 answers · 13 citations · 8 models
business.org
11 answers · 15 citations · 6 models
business.com
11 answers · 12 citations · 8 models
verizon.com
vendor site · Verizon10 answers · 17 citations · 6 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.

nextiva.com/blog/best-business-phone-system-for-small-teams.html
26 answers · 11 models
business.usnews.com/business-phone-systems/best-small-business-phone-systems
25 answers · 11 models
dialpad.com/blog/best-small-business-phone-systems
16 answers · 7 models
crazyegg.com/blog/best-business-phone-systems
12 answers · 8 models
business.usnews.com/business-phone-systems/best-business-phone-systems
11 answers · 6 models
business.org/services/phone/best-small-business-phone-systems
10 answers · 6 models
smartreach.io/blog/best-business-phone-systems
10 answers · 6 models
getvoip.com/blog/business-phone-systems
9 answers · 6 models
nawbo.org/expert-reviews/small-business-phone-systems
9 answers · 5 models
nextiva.com/blog/business-phone-plans.html
9 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 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
Zoom Phone zoom.com
Zoom Phone 28%, Zoom Workplace 0%		28%19433,1008072,795,648$4,06447
Nextiva nextiva.com22%12433,100833267,281$1,1991187
RingCentral MVP ringcentral.com
RingCentral RingEX 20%, RingCentral MVP 2%		22%17014009,737,061$3,711120
Google Cloud parent site
Google Voice 6%		6%421,500,00022,591
Ooma Office ooma.com4%438,100862,744,276$1471203
Aircall aircall.io4%2114,8002426,179,781$286102
Unitel Voice unitelvoice.com4%48
Dialpad dialpad.com
Dialpad 2%, Dialpad Connect 2%		4%9040,5009056,588,510$1,842120
8x8 8x8.com2%92110,0009,740236,295$16585
Dialnote2%

Google's top ten for the three searches hold 21 sites; 3 of them are among the sites the models cited here (business.com, 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 small B2B company?”Paraphrase“Which UCaaS platform would you recommend to a small business that sells to other businesses?”Comparative“What are the top business phone systems for a small team and how do they differ?”Budget-constrained“What is the best business phone system for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a business phone system. What should we look at?”Negative“Which business phone systems should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choiceno first choiceHeldRingCentral RingEX
Four alternativesGrasshopper, Nextiva, Quo, Zoom Phone
Phone2 Basic
Four alternativesGoogle Voice, Grasshopper, Ooma Office, Zoom Phone
no first choicenothing named
GPT-5.4 miniRingCentral RingEX
Four alternativesMicrosoft Teams Phone, Nextiva, Ooma Office, Zoom Phone
NextivaChanged
Four alternativesDialpad, Microsoft Teams Phone, RingCentral RingEX, Zoom Phone
Nextiva
Five alternativesGoogle Voice, Grasshopper, Ooma Office, RingCentral RingEX, Zoom Phone
Unitel Voice
Two alternatives3CX, Phone.com
against: Nextivano first choicenothing named
Gemini 3.5 FlashRingCentral RingEX
Four alternativesAircall, Dialpad, Nextiva, Zoom Phone
RingCentral RingEXHeld
Five alternativesDialpad, Nextiva, OpenPhone, Zoom Phone, Zoom Workplace
OpenPhone
Five alternativesDialpad, Grasshopper, Nextiva, Ooma Office, RingCentral RingEX
Zoom Phone
Four alternativesDialpad, Grasshopper, Ooma Office, Quo
Nextiva, RingCentral RingEX
Five alternativesDialpad, GoTo Connect, Microsoft Teams Phone, Ooma Office, Zoom Phone
against: Avaya, Cisco, Google Voice, Grasshopper, MagicJack, Nextiva, Nortel, RingCentral RingEX, Skype
Perplexity SonarZoom Phone
Three alternativesAircall, Nextiva, Quo
against: RingCentral RingEXNextivaChanged
Four alternativesDialpad, GoTo Connect, Microsoft Teams Phone, RingCentral RingEX
Quo
Five alternativesDialpad, Nextiva, Ooma Office, RingCentral RingEX, Zoom Phone
against: Aircall, VonageZoom Phone
Three alternativesGoogle Voice, Grasshopper, Ooma Office
against: Nextivano first choiceagainst: Aircall, RingCentral RingEX, Vonage
Grok 4.20RingCentral RingEX
Two alternativesDialpad, Nextiva
against: Google Voice, Zoom PhoneRingCentral MVPChanged
Four alternatives8x8, Microsoft Teams Phone, Nextiva, Zoom Workplace
against: Webex CallingNextiva
Four alternativesDialpad, KrispCall, Ooma Office, Zoom Phone
against: RingCentral RingEXGoogle Voice, Ooma Office
Two alternatives8x8 Express, Dialpad
against: Nextiva, RingCentral RingEX8x8, RingCentral RingEXagainst: CloudCall, Grasshopper, Nextiva, Phone.com, RingCentral RingEX, Spectrum VoIP, Vonage Business Communications
Mistral SmallAircall, Zoom Phone
Two alternativesNextiva, Vonage
DialpadChanged
Three alternatives8x8 X Series, Nextiva, RingCentral MVP
Nextiva
Four alternativesDialpad, Google Voice, RingCentral RingEX, Zoom Phone
Ooma Office, Zoom Phone
Two alternativesGoogle Voice, Nextiva
no first choiceagainst: Avaya, Cisco, Panasonicagainst: 8x8, Quo
DeepSeek V4 FlashAircall
Four alternativesDialpad, Nextiva, RingCentral RingEX, Zoom Phone
NextivaChanged
Two alternativesDialpad, RingCentral RingEX
against: AircallZoom Phone
Five alternatives8x8, Dialpad, Grasshopper, Nextiva, RingCentral RingEX
against: Ooma OfficeZadarma
Four alternatives8x8, Google Voice, Ooma Office, RingCentral RingEX
RingCentral RingEX
Seven alternatives8x8, Dialpad, Google Voice, Nextiva, Ooma Office, Vonage, Zoom Phone
against: Nextiva, RingCentral RingEX, Vonage
Llama 4 MaverickDialnote, Zoom Phone
Six alternativesAircall, GoToConnect, Grasshopper, Nextiva, RingCentral RingEX, Vonage
no first choiceChangedZoom Phone
Three alternativesAvaya, Nextiva, Webex Calling
Zoom Phoneno first choicenothing named
Qwen 3.7 FlashRingCentral RingEX
Four alternativesDialnote, Dialpad, Ooma Office, Zoom Phone
Zoom PhoneChanged
Three alternativesAircall, Microsoft Teams Phone, RingCentral RingEX
Zoom Phone
Five alternativesDialpad, Google Voice, Nextiva, Quo, RingCentral RingEX
Zoom Phone
Two alternativesGoogle Voice, Ooma Office
RingCentral RingEX
Four alternativesDialpad, Nextiva, Ooma, Zoom Phone
against: Grasshoppernothing named
Kimi K2Nextiva
Two alternativesRingCentral RingEX, Zoom Phone
NextivaHeld
Two alternativesMicrosoft Teams Phone, RingCentral RingEX
Nextiva
Five alternativesDialpad, Google Voice for business, Quo, RingCentral RingEX, Zoom Phone
Google Voice, Unitel Voice
Two alternativesNextiva, Zoom Phone
Nextiva, RingCentral RingEX, Zoom Phoneagainst: 3CX, 8x8, Comcast Business, Phone Power, RingCentral RingEX, VOIPo, Verizon VoIP, Vonage
GLM 4.7 FlashXNextiva
Four alternativesCloudTalk, Ooma Office, RingCentral RingEX, Zoom Phone
NextivaHeld
Two alternativesMicrosoft Teams Phone, Zoom Phone
Nextiva, RingCentral RingEX
Six alternatives8x8, Aircall, Dialpad, Google Voice, Ooma Office, Zoom Phone
Google Voice
Four alternatives8x8, Dialpad, Nextiva, Zoom Phone
against: RingCentral RingEXno first choicenothing named
MiniMax M2.5RingCentral RingEX, Zoom Phone
Three alternativesCloudTalk, Dialpad, Vonage
NextivaChanged
Three alternativesMicrosoft Teams Phone, RingCentral RingEX, Zoom Workplace
Nextiva
Four alternativesDialpad, Google Voice, RingCentral RingEX, Zoom Phone
Nextiva
Five alternativesGoogle Voice, Ooma Office, RingCentral RingEX, Vonage, Zoom Phone
no first choicenothing named
GPT-6 LunaZoom Phone
Two alternativesDialpad, RingCentral RingEX
Dialpad ConnectChanged
Two alternativesDialpad Sell, Zoom Phone
Zoom Phone
Three alternativesDialpad, Ooma Office, Quo
against: Nextiva, RingCentral RingEXZoom Phone
Two alternativesGoogle Voice, Quo
no first choiceagainst: 8x8, RingCentral RingEX, Vonage Business Communications
Muse Glimmer 30BZoom Phone
Four alternativesAircall, Dialpad, Nextiva, RingCentral RingEX
NextivaChanged
One alternativeRingCentral RingEX
against: Zoom PhoneZoom Phone
Two alternativesNextiva, RingCentral RingEX
against: Google VoiceZoom Phone
Three alternativesGrasshopper, Nextiva, Ooma Office
no first choiceagainst: 8x8, CloudCall, Nextiva, RingCentral RingEX, Vonage
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 18:16no04 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 17:35yes45 s
Direct recommendationGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 11:49yes819 s
Direct recommendationPerplexity Sonarsonar2026-11-01 11:08yes104 s
Direct recommendationGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 18:05yes510 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-11-01 18:26yes55 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 14:17yes1832 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 13:31yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 15:24yes523 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-11-01 09:16yes1441 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 14:53yes17112 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 12:21yes1343 s
Direct recommendationGPT-6 Lunagpt-6-luna2026-11-01 17:42yes311 s
Direct recommendationMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 13:50yes1419 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 13:47no03 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 18:57yes45 s
ParaphraseGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 11:37no016 s
ParaphrasePerplexity Sonarsonar2026-11-01 16:09yes104 s
ParaphraseGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 18:31yes59 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-11-01 12:00no03 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 17:52yes2326 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 10:03yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 14:01no028 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-11-01 08:42yes1434 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 18:29yes1521 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 09:21yes544 s
ParaphraseGPT-6 Lunagpt-6-luna2026-11-01 17:57yes215 s
ParaphraseMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 13:38yes1419 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 17:49yes1712 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 12:30yes68 s
ComparativeGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 10:43yes718 s
ComparativePerplexity Sonarsonar2026-11-01 13:08yes107 s
ComparativeGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 18:24yes548 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-11-01 18:51yes98 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 09:43yes1825 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 10:47yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 12:06yes526 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-11-01 12:57yes2035 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 09:54yes1437 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 08:55yes921 s
ComparativeGPT-6 Lunagpt-6-luna2026-11-01 12:03yes624 s
ComparativeMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 14:33yes1331 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 12:14yes108 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 08:53yes45 s
Budget constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 14:44yes1924 s
Budget constrainedPerplexity Sonarsonar2026-11-01 10:35yes103 s
Budget constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 13:43yes1012 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 13:54yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 16:57yes1928 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 11:58yes52 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 09:51yes1031 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 14:07yes920 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 12:07yes2329 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 18:28yes520 s
Budget constrainedGPT-6 Lunagpt-6-luna2026-11-01 08:37yes312 s
Budget constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 09:45yes1322 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 12:17no05 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 15:54no05 s
Scale constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 10:46no014 s
Scale constrainedPerplexity Sonarsonar2026-11-01 11:53yes106 s
Scale constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 17:32yes514 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 18:47no06 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 13:06yes1523 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 14:54yes54 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 10:21yes518 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 09:38yes1528 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 14:49yes1022 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 12:17no020 s
Scale constrainedGPT-6 Lunagpt-6-luna2026-11-01 11:03yes214 s
Scale constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 17:26no03 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 16:25yes99 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 11:30yes54 s
Negative framingGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 17:41yes919 s
Negative framingPerplexity Sonarsonar2026-11-01 14:51yes104 s
Negative framingGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 19:22yes1216 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-11-01 09:17yes542 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 14:19yes2535 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 17:07yes105 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 18:14no027 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-11-01 16:19yes2449 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 08:49yes1933 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 19:02no027 s
Negative framingGPT-6 Lunagpt-6-luna2026-11-01 14:52yes423 s
Negative framingMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 11:51yes2427 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
RingCentral read as RingCentral RingEX
RingCentral (RingEX) read as RingCentral RingEX
Webex (Cisco) read as Webex Calling
Webex by Cisco read as Webex Calling
Zoom read as Zoom Phone
Unresolved, counted raw
1-VoIP
8x8 Express
Calilio
Dialaxy
Dialpad Sell
MagicJack
Phone Power
Phone2 Basic
Poly
VOIPo
Verizon VoIP
Zadarma
Discontinued, still offered
No shut-down product was recommended here.

Also in it operations and endpoint

The other categories of this function, with the leader in each.
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