Call tracking platforms for small business buyers
Asked as “call tracking platform”, and as “inbound phone call attribution tool”, on behalf of a small B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
63%
Clear leader
63CallRail16WhatConverts12AvidTrak10others
63% of first choices, clear leader.
Since October 2026▼−10Since October 2026: 73% → 63%, −10 points. Inside the 11-point floor: within noise.CallRail held the lead, −10 points on 73%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
CallRail63%Clear leader▼−10Since October 2026: 73% → 63%, −10 points. Inside the 11-point floor: within noise.This pageMid-marketCallRail52%Clear leader▲+9Since October 2026: 43% → 52%, +9 points. Inside the 11-point floor: within noise.Standing →Enterprise
Invoca67%Clear leader▲+5Since October 2026: 62% → 67%, +5 points. Inside the 11-point floor: within noise.Standing →
CallRail63%Clear leader▼−10Since October 2026: 73% → 63%, −10 points. Inside the 11-point floor: within noise.This pageMid-marketCallRail52%Clear leader▲+9Since October 2026: 43% → 52%, +9 points. Inside the 11-point floor: within noise.Standing →EnterpriseInvoca67%Clear leader▲+5Since October 2026: 62% → 67%, +5 points. Inside the 11-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01CallRail63%18%76endorsed leader▼−10Since October 2026: 73% → 63%, −10 points. Inside the 11-point floor: within noise.73% → 63%
CallRail63%18%76endorsed leader▼−10Since October 2026: 73% → 63%, −10 points. Inside the 11-point floor: within noise.73% → 63%02
WhatConverts16%0%61accepted challenger▲+8Since October 2026: 8% → 16%, +8 points. Inside the 11-point floor: within noise.8% → 16%
WhatConverts16%0%61accepted challenger▲+8Since October 2026: 8% → 16%, +8 points. Inside the 11-point floor: within noise.8% → 16%03
AvidTrak12%9%11accepted challenger▲+4Since October 2026: 8% → 12%, +4 points. Inside the 11-point floor: within noise.8% → 12%
AvidTrak12%9%11accepted challenger▲+4Since October 2026: 8% → 12%, +4 points. Inside the 11-point floor: within noise.8% → 12%04
Nimbata2%5%22accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Nimbata2%5%22accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%Show the four products at 0%, ordered by negative rate
08Invoca0%88%24criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Invoca0%88%24criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
Ringba0%50%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Ringba0%50%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%05
CallTrackingMetrics0%20%40accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
CallTrackingMetrics0%20%40accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
CloudTalk0%5%19accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
CloudTalk0%5%19accepted 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All ten head-to-head pages: the top five products, each against each
One product takes 63% of first choices here, so the chart would put seven markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Two products carry a negative rate above 25% in this category.
What they warned about
Eleven of fourteen models held their first choice under the paraphrase. Grok 4.20, Llama 4 Maverick 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.
Invoca88%
21 of 24 labels negative · 11 of 14 models · 7 hard negative
“minimum spending thresholds can easily run into thousands of dollars per month ($1,000–$3,000+ per month). They require annual contracts and intensive implementation.” Gemini 3.5 Flash, negative prompt
CallRail18%
14 of 76 labels negative · 11 of 14 models
“CallRail says it may associate call data with browsing activity for its customers and that retention/deletion is governed by the customer's instructions and agreement” GPT-5.4 mini, negative prompt
CallTrackingMetrics20%
8 of 40 labels negative · 5 of 14 models · 1 hard negative
“CTM (porting/complexity issues)” Kimi K2, negative prompt
Ringba50%
6 of 12 labels negative · 5 of 14 models
“often cited as being more suited for pay-per-call models rather than general small business marketing, which can lead to unexpected costs and complexity” Mistral Small, 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
77 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. 877 links across 147 sites, every framing counted. Ranked by the number of answers carrying the site or page. 43 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 · CallRail40 answers · 61 citations · 13 models
vendor site · Capterra36 answers · 55 citations · 10 models
vendor site · WhatConverts35 answers · 95 citations · 12 models
vendor site · Software Advice34 answers · 61 citations · 11 models
31 answers · 49 citations · 12 models
vendor site · Albato30 answers · 30 citations · 10 models
vendor site · KrispCall30 answers · 30 citations · 11 models
vendor site · GetApp25 answers · 28 citations · 9 models
vendor site · CloudTalk24 answers · 26 citations · 11 models
vendor site · Spotsaas22 answers · 25 citations · 10 models
vendor site · FreJun18 answers · 26 citations · 9 models
vendor site · AvidTrak18 answers · 22 citations · 11 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
30 answers · 11 models
22 answers · 9 models
20 answers · 9 models
18 answers · 8 models
17 answers · 10 models
17 answers · 10 models
16 answers · 7 models
15 answers · 10 models
15 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 call tracking platform”, “call tracking platform”. 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 |
|---|---|---|---|---|---|---|---|---|
| CallRail callrail.com | 63% | 215 | 22,200 | 255 | 30,147 | 48 | 1 | |
| WhatConverts whatconverts.com | 16% | 126 | 2,400 | 15 | 4,821 | 24 | 5 | |
| AvidTrak avidtrak.com | 12% | 21 | 50 | 0 | 159 | 0 | ||
| CallTracker calltracker.io Call Tracker 2%, CallTracker 2% | 4% | 6 | ||||||
| Nimbata nimbata.com | 2% | 52 | 260 | 0 | 4,649 | $526 | 13 | 1 |
| Jet Interactive | 2% | |||||||
| ZoomInfo parent site ZoomInfo GTM Workspace 2% | 2% | 14 | 135,000 | 1,810 | ||||
| CallTrackingMetrics calltrackingmetrics.com | 0% | 140 | 1,900 | 22 | 2,502 | 0 | ||
| CloudTalk cloudtalk.io | 0% | 364 | 2,900 | 62 | 95,515 | $1,909 | 119 | |
| Talkroute | 0% |
Google's top ten for the two searches hold 12 sites; 2 of them are among the sites the models cited here (callrail.com, whatconverts.com). The first result for “best call tracking platform” is nimbata.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 call tracking platform for a small B2B company?”Paraphrase“Which inbound phone call attribution tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top call tracking platforms for a small team and how do they differ?”Budget-constrained“What is the best call tracking platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a call tracking platform. What should we look at?”Negative“Which call tracking platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5CallRailCallRailHeldCallRailJet Interactiveno first choiceagainst: CallRail, Invoca, Marchex
Three alternatives
CallTrackingMetrics, HubSpot Call Tracking, WhatConvertsOne alternative
DreamdataFive alternatives
CallTrackingMetrics, Close, EngageBay, Talkroute, WhatConvertsThree alternatives
CallRail, CallScaler, Google AdsGPT-5.4 miniCallRailCallRailHeldagainst: InvocaCallRailagainst: InvocaWhatConvertsagainst: CallRailno first choiceagainst: CallRail
Two alternatives
CallTrackingMetrics, WhatConvertsTwo alternatives
CallTrackingMetrics, WhatConvertsThree alternatives
800.com, CallTrackingMetrics, WhatConvertsTwo alternatives
Call Tracker, KeyMetricGemini 3.5 FlashCallRailCallRailHeldCallRail, WhatConvertsAvidTrakagainst: CallRailCallRailagainst: Invocaagainst: Bandwidth, CallTrackingMetrics, Hibu, Infinity, Invoca, Marchex, Plivo, Thryv, Twilio
Four alternatives
AvidTrak, CloudTalk, Nimbata, WhatConvertsTwo alternatives
CallTrackingMetrics, WhatConvertsFour alternatives
Aircall, CallTrackingMetrics, CloudTalk, NimbataThree alternatives
Google Ads Call Forwarding, Nimbata, WhatConvertsTwo alternatives
CallTrackingMetrics, WhatConvertsPerplexity SonarCallRailCallRailHeldCallRailagainst: Invoca, TwilioAvidTrakno first choiceagainst: CallTrackingMetrics, Invoca, Marchex, Phonexa, Retreaver, Ringba, Twilio
Five alternatives
CallTrackingMetrics, Close, Freshsales, HubSpot Call Tracking, WhatConvertsTwo alternatives
CallTrackingMetrics, WhatConvertsThree alternatives
CallTrackingMetrics, CloudTalk, WhatConvertsTwo alternatives
CallRail, WhatConvertsGrok 4.20CallRailWhatConvertsChangedagainst: 800.com, CallTrackingMetrics, CloudTalkCallRail, WhatConvertsagainst: Convirza, Infinity, InvocaWhatConvertsagainst: InvocaCallRailagainst: Invocaagainst: CallRail, CallTrackingMetrics, Invoca, Retreaver, Ringba
Three alternatives
CallTrackingMetrics, CloudTalk, WhatConvertsOne alternative
CallRailOne alternative
CallTrackingMetricsThree alternatives
CallRail, CallTrackingMetrics, Google Ads Call TrackingTwo alternatives
CallTrackingMetrics, WhatConvertsMistral SmallCallRailCallRailHeldagainst: AvidTrak, Call Tracking MetricsCallRailagainst: InvocaCallRail, WhatConvertsno first choiceagainst: CallHippo, Dial-Your-Leads, KrispCall, Novocall, Ringba
Three alternatives
CloudTalk, HubSpot Call Tracking, TalkrouteOne alternative
WhatConvertsFour alternatives
CallTrackingMetrics, CloudTalk, Nimbata, WhatConvertsTwo alternatives
Google Ads Call Tracking, OpenPhoneDeepSeek V4 FlashCallRailagainst: CallTrackingMetricsCallRailHeldagainst: CallTrackingMetricsCallRailagainst: Invoca, RingbaNimbataagainst: CallRailCallRailagainst: Invocaagainst: 800.com, CallHippo, CallRail, CallTrackingMetrics, Dial-Your-Leads, Invoca, Marchex, Ringba
Three alternatives
CloudTalk, Nimbata, WhatConvertsTwo alternatives
Nimbata, WhatConvertsTwo alternatives
CallTrackingMetrics, WhatConvertsTwo alternatives
AvidTrak, WhatConvertsThree alternatives
CallTrackingMetrics, Ringba, WhatConvertsLlama 4 MaverickZoomInfo GTM WorkspaceCallRailChangedagainst: InvocaCloudTalkCall Tracker, CallRailno first choiceagainst: Retreaver, Ringba
Three alternatives
CallRail, CloudTalk, TalkrouteThree alternatives
CallTrackingMetrics, Nimbata, WhatConvertsTwo alternatives
CallRail, CallTrackingMetricsTwo alternatives
CallTrackingMetrics, WhatConvertsQwen 3.7 FlashCallRailCallRailHeldCallRailAvidTrakagainst: CallRailCallRailagainst: Genesys, Oracle, Twilioagainst: GoDaddy Conversations
Two alternatives
Aircall, RingostatTwo alternatives
CloudTalk, WhatConvertsThree alternatives
Aircall, CallTrackingMetrics, WhatConvertsTwo alternatives
800.com, WhatConvertsTwo alternatives
Dialpad, RingCentral EventsKimi K2CallRailCallRailHeldagainst: InvocaCallRail, WhatConvertsagainst: InvocaAvidTrakno first choiceagainst: CallRail, CallTrackingMetrics, Invoca
Three alternatives
CloudTalk, Talkroute, WhatConvertsOne alternative
WhatConvertsOne alternative
CallTrackingMetricsTwo alternatives
CallRail, WhatConvertsGLM 4.7 FlashXCallRailCallRailHeldCallRail, WhatConvertsCallTrackerCallRailagainst: Aircall, CTM, CallRail
Four alternatives
FreJun, Ringba, Talkroute, WhatConvertsThree alternatives
CloudTalk, HubSpot Call Tracking, WhatConvertsFour alternatives
CallHippo, CallTrackingMetrics, CloudTalk, InvocaThree alternatives
CallFire, CallScaler, NimbataFour alternatives
CallHippo, CallScaler, CallTrackingMetrics, WhatConvertsMiniMax M2.5CallRail, WhatConvertsWhatConvertsChangedWhatConvertsAvidTrakno first choiceagainst: CallFire, CallRail, Housecall Pro, Nimbata
Three alternatives
800.com, CallTrackingMetrics, CloudTalkTwo alternatives
CallRail, FreJunFour alternatives
CallRail, CallTrackingMetrics, CloudTalk, FreJunTwo alternatives
CallRail, WhatConvertsGPT-6 LunaCallRailCallRailHeldCallRailagainst: CTMWhatConvertsno first choiceagainst: CTM, CallRail, Invoca
One alternative
WhatConvertsOne alternative
WhatConvertsTwo alternatives
Nimbata, WhatConvertsOne alternative
NimbataMuse Glimmer 30BCallRailCallRailHeldCallRailagainst: InvocaAvidTrak, WhatConvertsagainst: CallRailno first choiceagainst: CallHippo, CallRail, CallTrackingMetrics / CTM, GoTo Connect
Four alternatives
Call Tracker, CloudTalk, Talkroute, WhatConvertsTwo alternatives
CallTrackingMetrics, WhatConvertsTwo alternatives
CallTrackingMetrics, WhatConvertsThree alternatives
Dialics, Nimbata, RingbaBold 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 13:30 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:17 | yes | 2 | 11 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 12:26 | yes | 8 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:38 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:12 | yes | 10 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:08 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:48 | yes | 23 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:42 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:05 | no | 0 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:22 | yes | 5 | 17 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:23 | yes | 18 | 33 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:50 | yes | 14 | 31 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:43 | yes | 2 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:36 | yes | 13 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:39 | yes | 10 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:12 | yes | 4 | 8 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 12:20 | yes | 10 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:23 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:51 | yes | 15 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:18 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:43 | yes | 25 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:42 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:38 | yes | 5 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:09 | yes | 10 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:49 | yes | 15 | 20 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:03 | yes | 22 | 53 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:32 | yes | 3 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:45 | yes | 11 | 14 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:40 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:52 | yes | 3 | 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 11:23 | yes | 7 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 17:24 | yes | 10 | 4 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:45 | yes | 12 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:21 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:44 | yes | 24 | 25 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:51 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:25 | yes | 5 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:14 | yes | 19 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:19 | yes | 14 | 92 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:53 | yes | 10 | 32 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:14 | yes | 4 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:40 | yes | 14 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:57 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:40 | yes | 4 | 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 13:31 | yes | 8 | 16 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:12 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:18 | yes | 24 | 13 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:07 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:08 | yes | 25 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:13 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:22 | yes | 18 | 90 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:39 | yes | 5 | 14 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:41 | yes | 14 | 110 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:28 | yes | 5 | 15 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:38 | yes | 2 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:55 | yes | 14 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:34 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:23 | 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 16:00 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:32 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:36 | yes | 13 | 19 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:20 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:33 | yes | 24 | 39 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:59 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:54 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:29 | yes | 14 | 35 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:00 | yes | 15 | 40 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:06 | yes | 5 | 19 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:48 | yes | 1 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:40 | yes | 13 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:32 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:02 | yes | 5 | 5 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 11:06 | no | 0 | 16 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:30 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:09 | yes | 20 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:50 | yes | 15 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:33 | yes | 25 | 43 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:18 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:43 | yes | 14 | 47 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:45 | yes | 25 | 35 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:09 | yes | 24 | 76 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:11 | yes | 24 | 49 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:52 | yes | 4 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:23 | yes | 24 | 27 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
HubSpot read as HubSpot Call Tracking
HubSpot Sales Hub read as HubSpot Call Tracking
ZoomInfo read as ZoomInfo GTM Workspace
Unresolved, counted raw
Call Tracker IO
Freevoice.tech
GoDaddy Conversations (Telephony)
Google Ads' built-in call reporting
Google Analytics' built-in call tracking
Jet Interactive
KeyMetric
March Analytics
Oracle
PhoneWagon
Ringostat
SuperFollow
Tonet.io
Twilio
Discontinued, still offered
No shut-down product was recommended here.