Call tracking platforms
Asked as “call tracking platform”, and as “inbound phone call attribution tool”, on behalf of a mid-market B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
52%
Clear leader
52CallRail10AvidTrak10WhatConverts28others
52% of first choices, clear leader.
Since October 2026▲+9Since October 2026: 43% → 52%, +9 points. Inside the 11-point floor: within noise.CallRail held the lead, +9 points on 43%, 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.Standing →Mid-marketCallRail52%Clear leader▲+9Since October 2026: 43% → 52%, +9 points. Inside the 11-point floor: within noise.This pageEnterprise
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.Standing →Mid-marketCallRail52%Clear leader▲+9Since October 2026: 43% → 52%, +9 points. Inside the 11-point floor: within noise.This pageEnterpriseInvoca67%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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01CallRail52%17%72endorsed leader▲+9Since October 2026: 43% → 52%, +9 points. Inside the 11-point floor: within noise.43% → 52%
CallRail52%17%72endorsed leader▲+9Since October 2026: 43% → 52%, +9 points. Inside the 11-point floor: within noise.43% → 52%02
WhatConverts10%7%44accepted challenger▲+3Since October 2026: 7% → 10%, +3 points. Inside the 11-point floor: within noise.7% → 10%
WhatConverts10%7%44accepted challenger▲+3Since October 2026: 7% → 10%, +3 points. Inside the 11-point floor: within noise.7% → 10%03
CallTrackingMetrics6%14%44accepted challenger▼−7Since October 2026: 13% → 6%, −7 points. Inside the 11-point floor: within noise.13% → 6%
CallTrackingMetrics6%14%44accepted challenger▼−7Since October 2026: 13% → 6%, −7 points. Inside the 11-point floor: within noise.13% → 6%04Invoca6%24%51accepted challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 11-point floor: within noise.6% → 6%
Invoca6%24%51accepted challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 11-point floor: within noise.6% → 6%05
Nimbata2%10%21accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Nimbata2%10%21accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%Show the three products at 0%, ordered by negative rate
07
Ringba0%25%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Ringba0%25%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
Marchex0%22%18accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Marchex0%22%18accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
CloudTalk0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
CloudTalk0%10%10accepted 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.
All ten head-to-head pages: the top five products, each against each
One product takes 52% 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. One product carries a negative rate above 25% in this category.
What they warned about
Nine of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Grok 4.20, GLM 4.7 FlashX and GPT-6 Luna 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.
CallRail17%
12 of 72 labels negative · 11 of 14 models · 5 hard negative
“Unauthorized switches from monthly to annual billing, leading to large unexpected charges... "rip-off" experiences” Grok 4.20, negative prompt
Invoca24%
12 of 51 labels negative · 8 of 14 models · 1 hard negative
“Massive bill understatements: Base fees understated actual bills by 45-62%” GLM 4.7 FlashX, negative prompt
CallTrackingMetrics14%
6 of 44 labels negative · 6 of 14 models · 2 hard negative
“Avoid unless you have a dedicated project manager, a technical team for implementation, and a strong legal/finance team” Qwen 3.7 Flash, negative prompt
Ringba25%
5 of 20 labels negative · 5 of 14 models · 2 hard negative
“Avoid them if you need straightforward website call tracking, CRM attribution, or agency reporting.” Perplexity Sonar, 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. 797 links across 182 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 · CallRail31 answers · 55 citations · 12 models
vendor site · WhatConverts29 answers · 59 citations · 13 models
vendor site · CloudTalk26 answers · 39 citations · 9 models
vendor site · KrispCall23 answers · 24 citations · 10 models
vendor site · Capterra22 answers · 43 citations · 7 models
vendor site · Software Advice21 answers · 37 citations · 7 models
20 answers · 35 citations · 8 models
vendor site · FreJun20 answers · 25 citations · 9 models
vendor site · Albato19 answers · 19 citations · 9 models
publisher (Gane)17 answers · 20 citations · 8 models
vendor site · AvidTrak15 answers · 20 citations · 10 models
vendor site · GetApp15 answers · 17 citations · 7 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.
22 answers · 10 models
19 answers · 9 models
18 answers · 8 models
13 answers · 6 models
13 answers · 7 models
12 answers · 8 models
12 answers · 6 models
12 answers · 8 models
12 answers · 7 models
12 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 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 | 52% | 215 | 22,200 | 255 | 30,147 | 48 | 1 | |
| WhatConverts whatconverts.com | 10% | 126 | 2,400 | 15 | 4,821 | 24 | 5 | |
| AvidTrak avidtrak.com | 10% | 21 | 50 | 0 | 159 | 0 | ||
| CallTrackingMetrics calltrackingmetrics.com | 6% | 140 | 1,900 | 22 | 2,502 | 0 | ||
| Invoca invoca.com | 6% | 136 | 3,600 | 134 | 6,960 | 20 | ||
| Nimbata nimbata.com | 2% | 52 | 260 | 0 | 4,649 | $526 | 13 | 1 |
| Ruler Analytics ruleranalytics.com | 2% | 59 | 140 | 0 | 3,552 | 1 | ||
| ZoomInfo parent site ZoomInfo GTM Workspace 2% | 2% | 14 | 135,000 | 1,810 | ||||
| CallScaler callscaler.com | 2% | 10 | ||||||
| Dialics | 2% |
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 mid-market B2B company?”Paraphrase“Which inbound phone call attribution tool would you recommend to a mid-sized B2B company?”Comparative“What are the top call tracking platforms and how do they differ?”Budget-constrained“What is the best call tracking platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a call tracking platform. What should we look at?”Negative“Which call tracking platforms should I avoid or be cautious about?”
Claude Haiku 4.5ZoomInfo GTM WorkspaceRuler AnalyticsChangedCallScalerAvidTrakno first choiceagainst: CallFire, CallRail
Four alternatives
CallRail, CallTrackingMetrics, Close, HubSpot Call TrackingTwo alternatives
CallRail, InvocaFour alternatives
CallRail, CallTrackingMetrics, Invoca, WhatConvertsFour alternatives
CallFire, Google Ads Call Tracking, Nimbata, WhatConvertsGPT-5.4 miniCallRailCallRailHeldCallRailCallRailagainst: CTM, Ringbano first choicenothing named
Two alternatives
CallTrackingMetrics, InvocaTwo alternatives
CallTrackingMetrics, InvocaFour alternatives
CallTrackingMetrics, Convirza, Invoca, WhatConvertsOne alternative
Analytic Call TrackingGemini 3.5 FlashCallTrackingMetricsInvocaChangedCallRailAvidTrak, Google Ads Call Forwardingagainst: CallRailInvocaagainst: CallTrackingMetrics, Invoca, Marchex, Phonexa, Retreaver, Ringba
Three alternatives
CallRail, Invoca, Ruler AnalyticsFour alternatives
CallRail, CallTrackingMetrics, Ruler Analytics, WhatConvertsFive alternatives
CallTrackingMetrics, Invoca, Marchex, Phonexa, RingbaThree alternatives
Nimbata, Twilio, WhatConvertsThree alternatives
CallRail, Marchex, RingbaPerplexity SonarCallRailCallRailHeldagainst: InvocaCallRailagainst: TwilioAvidTrakno first choiceagainst: CloudTalk, Invoca, Retreaver, Ringba, Twilio
Three alternatives
CallTrackingMetrics, HubSpot Call Tracking, InvocaThree alternatives
CallTrackingMetrics, Ruler Analytics, WhatConvertsSix alternatives
CallTrackingMetrics, Infinity, Invoca, Marchex, Ringba, WhatConvertsThree alternatives
CallRail, Nimbata, WhatConvertsGrok 4.20WhatConvertsagainst: Invoca, MarchexCallRailChangedagainst: Invoca, RingCentral EventsCallRail, WhatConvertsNimbataagainst: EngageBayCallRailagainst: Twilioagainst: 3CX, Aircall, CallHippo, CallRail, CallTrackingMetrics, Invoca, Marchex, Nimbata, Spylix
Two alternatives
CTM, CallRailFour alternatives
CallTrackingMetrics, Infinity, Nimbata, WhatConvertsTwo alternatives
CTM, InvocaThree alternatives
AvidTrak, CallRail, WhatConvertsFour alternatives
CallTrackingMetrics, Infinity, Invoca, MarchexMistral SmallCallRailCallRailHeldagainst: InvocaCallRailAvidTrakagainst: Ringba, VoIP Detectiveno first choiceagainst: CallRail, CallTrackingMetrics, Invoca
Four alternatives
CloudTalk, Gong, Jiminny, WhatConvertsTwo alternatives
CallTrackingMetrics, NimbataFive alternatives
Convirza, Infinity, Invoca, Marchex, WhatConvertsThree alternatives
CallRail, Nimbata, WhatConvertsDeepSeek V4 FlashCallRailagainst: InvocaCallRailHeldCallRail, WhatConvertsWhatConvertsno first choiceagainst: CallRail, WhatConvertsagainst: CallRail, CallTools, CallTrackingMetrics, MightyCall, TeleCMI
Two alternatives
CallTrackingMetrics, WhatConvertsThree alternatives
CallTrackingMetrics, Ruler Analytics, WhatConvertsFive alternatives
CallHippo, CallTrackingMetrics, Invoca, Nimbata, RingbaFour alternatives
CallRail, Dialics, Google Ads Forwarding Numbers, NimbataThree alternatives
CallTrackingMetrics, Invoca, MarchexLlama 4 MaverickCallRailCallRailHeldno first choiceCallRailno first choiceagainst: CallRail, CallTrackingMetrics, WhatConverts
Three alternatives
CallTrackingMetrics, OpenPhone, WhatConvertsQwen 3.7 FlashCallRailCallRailHeldCallRailCallRailno first choiceagainst: Twilioagainst: CallRail, CallTrackingMetrics, WhatConverts
Two alternatives
CloudTalk, InvocaTwo alternatives
CallTrackingMetrics, Ruler AnalyticsFour alternatives
Call Tracking Metrics, Invoca, Ringier, TelmetryFour alternatives
Grasshopper, HighLevel, RingBoost, Skype Direct Inward DialingKimi K2CallRailCallRailHeldCallRailAvidTrakno first choiceagainst: Aircall, CTM, CallHippo, CallRail, Infinity, Invoca, TeleCMI
Three alternatives
Invoca, WhatConverts, ZoomInfo GTM WorkspaceThree alternatives
HubSpot Call Tracking, Invoca, NimbataFour alternatives
CallTrackingMetrics, Invoca, Nimbata, WhatConvertsFour alternatives
Call Tracker, CallHippo, Dialics, WhatConvertsGLM 4.7 FlashXCallRail, CallTrackingMetricsCallRailChangedCallRailCallScaler, CallTrackerCallTrackingMetrics, Invocaagainst: Call Tracking Metrics, CallHippo, CallRail, Invoca, JustCall, Marchex, Nimbata, Ringba
One alternative
InvocaThree alternatives
AvidTrak, CallTrackingMetrics, Ruler AnalyticsTen alternatives
800.com, CallTrackingMetrics, CloudTalk, Invoca, Phonexa, RingCentral Events, RingEX, Ringba, Talkdesk, WhatConvertsThree alternatives
CallRail, CallTrackingMetrics, HubSpot Free PlanMiniMax M2.5CallRailCallRailHeldagainst: InvocaCallRailWhatConvertsno first choicenothing named
Three alternatives
Close, Convirza, ZoomInfo GTM WorkspaceTwo alternatives
CallTrackingMetrics, DialogTechFour alternatives
Convirza, Invoca, Marchex, WhatConvertsFour alternatives
CallScaler, CallTrackingMetrics, Google Ads Call Tracking, NimbataGPT-6 LunaCTMCallRailChangedCallRailWhatConvertsno first choiceagainst: CallRail
Two alternatives
CallRail, InvocaOne alternative
InvocaFive alternatives
CallTrackingMetrics, Invoca, Marchex, Ringba, WhatConvertsTwo alternatives
Google Ads call reporting, NimbataMuse Glimmer 30BCallRailCallRailHeldCallRailDialics, WhatConvertsno first choiceagainst: CallRail, CallTrackingMetrics / CTM
Four alternatives
CallTrackingMetrics, CloudTalk, Invoca, ZoomInfo GTM WorkspaceOne alternative
Ruler AnalyticsFour alternatives
CallTrackingMetrics, now CTM, Invoca, Marchex, WhatConvertsThree alternatives
Call Tracker, Call Tracking Metrics, CallRailBold 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 13:44 | yes | 10 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:56 | yes | 4 | 5 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 12:03 | no | 0 | 16 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:19 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:54 | yes | 10 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:15 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:45 | yes | 24 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:17 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:20 | yes | 5 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:23 | yes | 10 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:01 | yes | 14 | 59 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:54 | yes | 5 | 26 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:18 | yes | 4 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:10 | yes | 13 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:42 | yes | 10 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:31 | yes | 3 | 5 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 11:28 | yes | 11 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:06 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:33 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:35 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:07 | yes | 20 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:34 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:42 | yes | 5 | 19 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:42 | yes | 15 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:10 | yes | 13 | 42 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:45 | no | 0 | 32 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:40 | yes | 2 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:47 | yes | 12 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:31 | yes | 10 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:22 | yes | 7 | 7 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 13:41 | no | 0 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 16:09 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:36 | yes | 8 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:02 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:23 | yes | 24 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:51 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:03 | no | 0 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:33 | yes | 19 | 24 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:19 | yes | 14 | 81 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:28 | yes | 15 | 34 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:50 | yes | 8 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:37 | yes | 15 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:34 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:53 | yes | 3 | 4 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 14:45 | yes | 20 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 15:58 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:17 | yes | 25 | 14 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:42 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:43 | yes | 25 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:12 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:54 | no | 0 | 27 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:21 | yes | 10 | 40 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:18 | yes | 10 | 38 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:35 | yes | 8 | 47 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:16 | yes | 3 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:00 | yes | 15 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:20 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:06 | no | 0 | 9 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 15:53 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:24 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:25 | yes | 10 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:25 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:10 | yes | 20 | 39 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:43 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:57 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:06 | yes | 25 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:30 | yes | 14 | 173 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:07 | no | 0 | 63 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:38 | yes | 2 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:38 | yes | 13 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:17 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:20 | yes | 3 | 7 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 17:35 | yes | 12 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:39 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:31 | yes | 18 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:33 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:25 | yes | 24 | 30 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:18 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:56 | yes | 5 | 19 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:14 | yes | 25 | 60 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:57 | yes | 24 | 45 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:37 | no | 0 | 17 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:25 | yes | 3 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:25 | yes | 22 | 30 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 Native Calling read as HubSpot Call Tracking
HubSpot Sales Hub read as HubSpot Call Tracking
ZoomInfo read as ZoomInfo GTM Workspace
ZoomInfo (with Chorus) read as ZoomInfo GTM Workspace
Unresolved, counted raw
CallTrackingMetrics, now CTM
Google Ads Forwarding Numbers
Google Ads call reporting
HubSpot Free Plan
Phone.com
RingBoost
Ringier
Skype Direct Inward Dialing
Spylix
Telmetry
Twilio
Twilio Voice
VoIP Detective (Lite)
Discontinued, still offered
No shut-down product was recommended here.