Sales dialers and calling for small business buyers
Asked as “sales dialer”, and as “outbound calling platform for sales teams”, on behalf of a small B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
33%
Contested · JustCall 18%
33CloudTalk18JustCall16Allo33others
33% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: CloudTalk (33%) replaces JustCall (37% then, 18% now), 15 points clear, past the 11-point floor.CloudTalk leads at 33%, replacing JustCall, which led at 37% and stands at 18% now: 15 points clear, past the floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
CloudTalk33%Contested↗new leaderNew leader since October 2026: CloudTalk (33%) replaces JustCall (37% then, 18% now), 15 points clear, past the 11-point floor.This pageMid-marketCloudTalk26%Contested▲+4Since October 2026: 22% → 26%, +4 points. Inside the 11-point floor: within noise.Standing →Enterprise
Five928%Contested▲+12Since October 2026: 16% → 28%, +12 points. Past the 11-point floor: movement.Standing →
CloudTalk33%Contested↗new leaderNew leader since October 2026: CloudTalk (33%) replaces JustCall (37% then, 18% now), 15 points clear, past the 11-point floor.This pageMid-marketCloudTalk26%Contested▲+4Since October 2026: 22% → 26%, +4 points. Inside the 11-point floor: within noise.Standing →EnterpriseFive928%Contested▲+12Since October 2026: 16% → 28%, +12 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
01CloudTalk33%4%49endorsed leader▲+21Since October 2026: 12% → 33%, +21 points. Past the 11-point floor: movement.12% → 33%
CloudTalk33%4%49endorsed leader▲+21Since October 2026: 12% → 33%, +21 points. Past the 11-point floor: movement.12% → 33%02
JustCall18%4%57accepted challenger▼−19Since October 2026: 37% → 18%, −19 points. Past the 11-point floor: movement.37% → 18%
JustCall18%4%57accepted challenger▼−19Since October 2026: 37% → 18%, −19 points. Past the 11-point floor: movement.37% → 18%03
Allo16%0%14accepted challenger▲+9Since October 2026: 7% → 16%, +9 points. Inside the 11-point floor: within noise.7% → 16%
Allo16%0%14accepted challenger▲+9Since October 2026: 7% → 16%, +9 points. Inside the 11-point floor: within noise.7% → 16%04
Close12%3%38accepted challenger▲+7Since October 2026: 5% → 12%, +7 points. Inside the 11-point floor: within noise.5% → 12%
Close12%3%38accepted challenger▲+7Since October 2026: 5% → 12%, +7 points. Inside the 11-point floor: within noise.5% → 12%05
Aircall4%5%41accepted challenger▼−3Since October 2026: 7% → 4%, −3 points. Inside the 11-point floor: within noise.7% → 4%
Aircall4%5%41accepted challenger▼−3Since October 2026: 7% → 4%, −3 points. Inside the 11-point floor: within noise.7% → 4%06
Dialpad4%20%10accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
Dialpad4%20%10accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%07
Kixie PowerCall2%5%39accepted challenger▼−7Since October 2026: 9% → 2%, −7 points. Inside the 11-point floor: within noise.9% → 2%
Kixie PowerCall2%5%39accepted challenger▼−7Since October 2026: 9% → 2%, −7 points. Inside the 11-point floor: within noise.9% → 2%Show the three products at 0%, ordered by negative rate
10
Nooks0%67%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Nooks0%67%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Orum0%61%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Orum0%61%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
PhoneBurner0%18%33accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
PhoneBurner0%18%33accepted 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.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-eight head-to-head pages: the top eight products, each against each
CloudTalk vs DialpadCloudTalk vs JustCallCloudTalk vs AircallCloudTalk vs NooksOrum vs Kixie PowerCallOrum vs CloseOrum vs DialpadOrum vs JustCallOrum vs AircallOrum vs NooksKixie PowerCall vs CloseKixie PowerCall vs DialpadKixie PowerCall vs JustCallKixie PowerCall vs AircallKixie PowerCall vs NooksClose vs DialpadClose vs JustCallClose vs AircallClose vs NooksDialpad vs JustCallDialpad vs AircallDialpad vs NooksJustCall vs AircallJustCall vs NooksAircall vs Nooks
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 →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01CloudTalk33%
CloudTalk33%02JustCall18%
JustCall18%03Allo16%
Allo16%04Close12%
Close12%05Aircall4%
Aircall4%06Dialpad4%
Dialpad4%07Kixie PowerCall2%
Kixie PowerCall2%08PhoneBurner0%
PhoneBurner0%09Orum0%
Orum0%10Nooks0%
Nooks0%What they warned about
Seven of fourteen models held their first choice under the paraphrase. Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX 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.
Orum61%
11 of 18 labels negative · 9 of 14 models · 4 hard negative
“Avoid enterprise tools like Nooks or Orum (often $200\u2013400+/user with minimums)” Grok 4.20, budget prompt
Nooks67%
10 of 15 labels negative · 6 of 14 models · 6 hard negative
“Avoid enterprise tools like Nooks or Orum (often $200\u2013400+/user with minimums)” Grok 4.20, budget prompt
PhoneBurner18%
6 of 33 labels negative · 5 of 14 models · 1 hard negative
“Mixed-to-poor feedback (e.g., 2.7/5 on Trustpilot). Users report ongoing technical issues... Some call it one of the "worst CRMs" for reliability.” Grok 4.20, negative prompt
Five957%
4 of 7 labels negative · 4 of 14 models · 4 hard negative
“Enterprise CX Platforms (e.g., Five9, Genesys Cloud, NICE CXone) ... Why SMBs should avoid them” Gemini 3.5 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
75 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. 743 links across 162 sites, every framing counted. Ranked by the number of answers carrying the site or page. 36 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 · JustCall36 answers · 52 citations · 13 models
vendor site · CloudTalk35 answers · 68 citations · 14 models
30 answers · 30 citations · 10 models
24 answers · 38 citations · 9 models
22 answers · 24 citations · 10 models
vendor site · FreJun20 answers · 23 citations · 10 models
vendor site · Kixie17 answers · 23 citations · 8 models
vendor site · Aircall15 answers · 17 citations · 9 models
vendor site · Trellus14 answers · 17 citations · 10 models
vendor site · HubSpot14 answers · 14 citations · 8 models
vendor site · Aloware10 answers · 11 citations · 4 models
publisher (Gane)10 answers · 10 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.
30 answers · 10 models
19 answers · 10 models
15 answers · 9 models
14 answers · 9 models
12 answers · 7 models
11 answers · 7 models
10 answers · 6 models
8 answers · 4 models
8 answers · 4 models
8 answers · 8 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 sales dialer”, “sales dialer”. 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 |
|---|---|---|---|---|---|---|---|---|
| CloudTalk cloudtalk.io | 33% | 364 | 2,900 | 62 | 95,515 | $1,909 | 119 | 3 |
| JustCall justcall.io | 18% | 157 | 8,100 | 178 | 587,743 | $127 | 120 | 1 |
| Allo withallo.com | 16% | 22 | 27,100 | 2,116 | 408,256 | $5,051 | 42 | |
| Close close.com | 12% | 120 | 368,000 | 1,940,083 | 168,266 | $2,188 | 18 | 9 |
| Aircall aircall.io | 4% | 213 | 14,800 | 242 | 6,179,781 | $286 | 102 | |
| Dialpad dialpad.com | 4% | 80 | 40,500 | 905 | 6,588,510 | $1,842 | 120 | 3 |
| Kixie PowerCall kixie.com | 2% | 74 | 390 | 2 | 22,926 | 6 | ||
| FreJun frejun.com | 2% | 22 | ||||||
| Myphoner myphoner.com | 2% | 5 | ||||||
| Ringover ringover.com | 2% | 33 |
Google's top ten for the two searches hold 15 sites; 4 of them are among the sites the models cited here (aloware.com, cloudtalk.io, justcall.io, trellus.ai). The first result for “best sales dialer” is aloware.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 sales dialer for a small B2B company?”Paraphrase“Which outbound calling platform for sales teams would you recommend to a small business that sells to other businesses?”Comparative“What are the top sales dialers for a small team and how do they differ?”Budget-constrained“What is the best sales dialer for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a sales dialer. What should we look at?”Negative“Which sales dialers should a small business avoid or be cautious about?”
Claude Haiku 4.5CloudTalkCloudTalkHeldClose, TrellusDialpad, Voicentagainst: Ooma Officeno first choicenothing named
Five alternatives
Aircall, CallHippo, FreJun, KrispCall, Saleshandy DialerThree alternatives
Aircall, JustCall, PhoneBurnerFour alternatives
Aircall, CloudTalk, JustCall, MightyCallTwo alternatives
CallHippo, MightyCallGPT-5.4 miniCloseCloseHeldPhoneBurnerCloseagainst: Aircall, CloudTalkno first choicenothing named
Two alternatives
Dialpad, Salesloft DialerTwo alternatives
CloudTalk, JustCallFour alternatives
Aircall, Close, Dialpad, JustCallOne alternative
HubSpot Sales HubGemini 3.5 FlashKixie PowerCallCloseChangedJustCallagainst: Nooks, OrumMyphoneragainst: CloudTalkAircall, Dialpad, JustCallagainst: Base RingCentral, Basic Zoom Phone, Five9, Genesys Cloud CX, NICE CXone, Ooma Office
Four alternatives
Aircall, Close, JustCall, PhoneBurnerFour alternatives
Aircall, JustCall, Kixie PowerCall, PhoneBurnerFour alternatives
Close, CloudTalk, Kixie PowerCall, PhoneBurnerFive alternatives
Allo, CallHippo, Close, HubSpot Sales Hub, JustCallFive alternatives
Apollo.io, Close, Kixie PowerCall, Nooks, OrumPerplexity SonarCloudTalkagainst: Nooks, OrumJustCallChangedJustCallagainst: Nooks, OrumJustCallno first choicenothing named
Four alternatives
Close, JustCall, Kixie PowerCall, PhoneBurnerFour alternatives
Aircall, Apollo.io, CloudTalk, NextivaFive alternatives
Aircall, Close, CloudTalk, Kixie PowerCall, PhoneBurnerThree alternatives
CloudTalk, HubSpot's native calling, MyphonerGrok 4.20Closeagainst: Genesys Cloud CX, Nextiva, RingCentral EventsJustCallChangedagainst: Five9, Outreach Voice, Salesloft DialerCloseagainst: Outreach VoiceAlloagainst: Nooks, Orumno first choiceagainst: JustDial, Kixie PowerCall, PhoneBurner, Podium, YourVerifiedNow
Five alternatives
Aircall, CloudTalk, JustCall, Kixie PowerCall, VanillaSoftFour alternatives
Aircall, CloudTalk, FreJun, PhoneBurnerFive alternatives
Aircall, CloudTalk, JustCall, Kixie PowerCall, PhoneBurnerFour alternatives
CallHippo, Dialpad, JustCall, RingCentral RingCXMistral SmallCloudTalkCloudTalkHeldClose, HubSpot Sales HubAllo, OpenPhoneno first choiceagainst: Kixie PowerCall, Nooks, Orum, PhoneBurner
Four alternatives
Close, FreJun, JustCall, Kixie PowerCallThree alternatives
Aircall, JustCall, Kixie PowerCallFive alternatives
Aircall, JustCall, Kixie PowerCall, PhoneBurner, RingoverTwo alternatives
CloudTalk, JustCallDeepSeek V4 FlashCloudTalkCloudTalkHeldClose, CloudTalkAlloagainst: Aircall, JustCall, Nooks, Orum, Salesfinityno first choiceagainst: Dialpad, Five9, Nooks, Orum, Revenue.io, RizzDial, Talkdesk
One alternative
JustCallThree alternatives
Aircall, JustCall, Kixie PowerCallFour alternatives
Aircall, JustCall, Kixie PowerCall, PhoneBurnerTwo alternatives
Close, CloudTalkLlama 4 MaverickCloudTalkFreJunChangedCloudTalkAllono first choiceagainst: Orum, PhoneBurner, RingCentral Events
Four alternatives
Aircall, Close, JustCall, Kixie PowerCallFive alternatives
Aircall, Apollo.io, CloudTalk, JustCall, TrellusFour alternatives
Aircall, JustCall, Kixie PowerCall, PhoneBurnerTwo alternatives
CloudTalk, JustCallQwen 3.7 FlashCloseCloudTalkChangedCloseAllono first choiceagainst: Skype, WhatsApp
Five alternatives
Aircall, Allo, CloudTalk, JustCall, Kixie PowerCallTwo alternatives
JustCall, PhoneBurnerFour alternatives
CloudTalk, JustCall, Kixie PowerCall, PhoneBurnerTwo alternatives
CloudTalk, Kixie PowerCallKimi K2CloudTalkCloudTalkHeldCloseagainst: Nooks, OrumAlloagainst: Convoso, Nooks, PhoneBurnerCloudTalk, JustCall, Ringoveragainst: Close, Convoso, Nooks, PhoneBurneragainst: Five9, Just Dial, RingCentral Events, VICIdial
Four alternatives
Allo, Close, JustCall, Kixie PowerCallThree alternatives
Aircall, FreJun, JustCallFour alternatives
Aircall, JustCall, Kixie PowerCall, PhoneBurnerTwo alternatives
CloudTalk, JustCallOne alternative
AircallGLM 4.7 FlashXAircallJustCallChangedagainst: DialpadCloseAllono first choicenothing named
Four alternatives
Close, CloudTalk, JustCall, Kixie PowerCallFour alternatives
Aircall, Apollo.io, CloudTalk, Kixie PowerCallSix alternatives
Aircall, JustCall, Nooks, Orum, PhoneBurner, RingCentral RingCXFour alternatives
CloudTalk, DialedIn CCaaS, JustCall, PhoneBurnerMiniMax M2.5CloudTalkCloudTalkHeldCloseagainst: JustCallAllo, CloudTalkno first choiceagainst: Orum, PhoneBurner, Salesloft Dialer
Three alternatives
Close, JustCall, Kixie PowerCallThree alternatives
Aircall, FiveCRM, KlentyFour alternatives
Aircall, HubSpot Sales Hub, Kixie PowerCall, PhoneBurnerOne alternative
Ringee.ioGPT-6 LunaJustCallJustCallHeldJustCallCloudTalkno first choiceagainst: Orum
Two alternatives
Aircall, CloseOne alternative
CloseFour alternatives
Aircall, Close, CloudTalk, PhoneBurnerOne alternative
JustCallMuse Glimmer 30BCloudTalkJustCallChangedClose, PhoneBurneragainst: ConvosoDialSheetno first choiceagainst: Dial Your Leads / DYL
Five alternatives
Allo, Close, JustCall, Kixie PowerCall, MightyCallTwo alternatives
CloudTalk, FreJunFour alternatives
Aircall, CloudTalk, JustCall, Kixie PowerCallSeven alternatives
Allo, Calley, Close, HelloAirDial, JustCall, Zoho CRM, Zoho VoiceBold 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 15:48 | yes | 10 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:17 | yes | 3 | 6 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 16:47 | yes | 7 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 13:31 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:28 | yes | 5 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:48 | yes | 5 | 26 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:21 | yes | 24 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:48 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:54 | yes | 5 | 17 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:33 | yes | 5 | 14 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:58 | yes | 10 | 135 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:21 | yes | 10 | 27 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:00 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:03 | yes | 14 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:09 | yes | 10 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:59 | yes | 3 | 7 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 15:42 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 13:39 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:04 | yes | 5 | 15 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:54 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:49 | yes | 19 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:15 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:52 | yes | 5 | 47 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:56 | yes | 15 | 35 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:19 | yes | 20 | 47 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:17 | yes | 5 | 15 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:41 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:37 | yes | 12 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:29 | yes | 16 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:49 | yes | 4 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:04 | yes | 11 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:55 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:27 | yes | 5 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:37 | yes | 5 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:49 | yes | 21 | 28 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:35 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:19 | yes | 5 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:20 | yes | 15 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:44 | yes | 10 | 37 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:52 | yes | 5 | 28 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:08 | yes | 6 | 18 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:42 | yes | 15 | 33 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:26 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:09 | yes | 2 | 5 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 09:26 | yes | 19 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 15:12 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:54 | yes | 5 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:40 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:18 | yes | 24 | 32 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:25 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:16 | yes | 5 | 22 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:36 | yes | 14 | 41 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:43 | yes | 13 | 41 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:24 | yes | 5 | 21 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:54 | yes | 2 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:39 | yes | 12 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:59 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:20 | no | 0 | 6 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 11:08 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:07 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:29 | yes | 5 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:00 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:46 | yes | 24 | 29 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:32 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:09 | no | 0 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:06 | yes | 14 | 23 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:13 | yes | 10 | 36 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:25 | no | 0 | 17 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:32 | yes | 1 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:37 | no | 0 | 8 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:49 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:11 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:25 | yes | 11 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:21 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:12 | yes | 15 | 33 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:29 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:21 | yes | 24 | 49 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:14 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:46 | no | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:37 | yes | 24 | 60 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:22 | yes | 15 | 26 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:46 | yes | 19 | 60 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:13 | yes | 3 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:04 | yes | 24 | 29 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
Genesys read as Genesys Cloud CX
HubSpot read as HubSpot Sales Hub
HubSpot Call Tracking Software read as HubSpot Sales Hub
Kixie read as Kixie PowerCall
Ooma read as Ooma Office
Outreach read as Outreach Voice
Salesloft read as Salesloft Dialer
Unresolved, counted raw
Base RingCentral
Basic Zoom Phone
Dial Your Leads / DYL
DialedIn CCaaS
EchoLeads
HubSpot's native calling
Just Dial
Ringee.io
RizzDial
Sales Sling
YourVerifiedNow
Discontinued, still offered
No shut-down product was recommended here.