Call tracking platforms for enterprise buyers
Asked as “call tracking platform”, and as “inbound phone call attribution tool”, on behalf of an enterprise 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
67%
Clear leader
67Invoca10CallRail06Nimbata18others
67% of first choices, clear leader.
Since October 2026▲+5Since October 2026: 62% → 67%, +5 points. Inside the 11-point floor: within noise.Invoca held the lead, +5 points on 62%, 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.Standing →Enterprise
Invoca67%Clear leader▲+5Since October 2026: 62% → 67%, +5 points. Inside the 11-point floor: within noise.This page
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.Standing →EnterpriseInvoca67%Clear leader▲+5Since October 2026: 62% → 67%, +5 points. Inside the 11-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Invoca67%10%72endorsed leader▲+5Since October 2026: 62% → 67%, +5 points. Inside the 11-point floor: within noise.62% → 67%
Invoca67%10%72endorsed leader▲+5Since October 2026: 62% → 67%, +5 points. Inside the 11-point floor: within noise.62% → 67%02CallRail10%46%67criticized challenger▲+6Since October 2026: 4% → 10%, +6 points. Inside the 11-point floor: within noise.4% → 10%
CallRail10%46%67criticized challenger▲+6Since October 2026: 4% → 10%, +6 points. Inside the 11-point floor: within noise.4% → 10%03
Nimbata6%40%10criticized challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%
Nimbata6%40%10criticized challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%04
CallTrackingMetrics4%15%59accepted challenger▼−13Since October 2026: 17% → 4%, −13 points. Past the 11-point floor: movement.17% → 4%
CallTrackingMetrics4%15%59accepted challenger▼−13Since October 2026: 17% → 4%, −13 points. Past the 11-point floor: movement.17% → 4%05
Marchex2%0%21accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Marchex2%0%21accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%06
Ringba2%38%16criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Ringba2%38%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
09
WhatConverts0%50%22criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
WhatConverts0%50%22criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
Phonexa0%11%18accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Phonexa0%11%18accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%08
Infinity0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Infinity0%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.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All ten head-to-head pages: the top five products, each against each
One product takes 67% of first choices here, so the chart would put eight 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. Four products carry a negative rate above 25% in this category.
What they warned about
Ten of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Llama 4 Maverick, MiniMax M2.5 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.
CallRail46%
31 of 67 labels negative · 12 of 14 models · 10 hard negative
“CallRail and CallTrackingMetrics are two platforms that have received negative feedback from enterprise customers. CallRail has been criticized for its unpredictable billing” Llama 4 Maverick, negative prompt
CallTrackingMetrics15%
9 of 59 labels negative · 8 of 14 models · 3 hard negative
“Avoid or be cautious with: - CallTrackingMetrics if your team values modern UX and ease of adoption” Kimi K2, negative prompt
WhatConverts50%
11 of 22 labels negative · 7 of 14 models · 3 hard negative
“Platforms like CallRail and WhatConverts are market leaders for small businesses... large enterprises frequently outgrow them.” Gemini 3.5 Flash, negative prompt
Invoca10%
7 of 72 labels negative · 7 of 14 models · 1 hard negative
“Platforms to Avoid for Your Use Case: Invoca | Quote-only pricing” Kimi K2, budget 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. 900 links across 222 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 · CallRail44 answers · 64 citations · 13 models
32 answers · 55 citations · 13 models
vendor site · WhatConverts31 answers · 58 citations · 12 models
vendor site · Invoca26 answers · 48 citations · 11 models
publisher (Gane)26 answers · 26 citations · 10 models
vendor site · Capterra19 answers · 28 citations · 10 models
vendor site · CloudTalk19 answers · 22 citations · 9 models
vendor site · Picky Assist19 answers · 19 citations · 10 models
vendor site · Nimbata18 answers · 23 citations · 9 models
vendor site · FreJun18 answers · 19 citations · 8 models
vendor site · Albato16 answers · 16 citations · 8 models
vendor site · Software Advice14 answers · 21 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.
25 answers · 9 models
19 answers · 10 models
16 answers · 8 models
14 answers · 10 models
14 answers · 6 models
13 answers · 8 models
13 answers · 7 models
13 answers · 7 models
12 answers · 8 models
12 answers · 9 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 |
|---|---|---|---|---|---|---|---|---|
| Invoca invoca.com | 67% | 136 | 3,600 | 134 | 6,960 | 20 | ||
| CallRail callrail.com | 10% | 215 | 22,200 | 255 | 30,147 | 48 | 1 | |
| Nimbata nimbata.com | 6% | 52 | 260 | 0 | 4,649 | $526 | 13 | 1 |
| CallTrackingMetrics calltrackingmetrics.com | 4% | 140 | 1,900 | 22 | 2,502 | 0 | ||
| CTM ctm.com | 4% | 18 | 7 | |||||
| CallGrid callgrid.com | 4% | 2 | ||||||
| Marchex marchex.com | 2% | 36 | 1,000 | 28 | 752 | |||
| Ringba ringba.com | 2% | 44 | 2,400 | 43 | 2,597 | 0 | ||
| Talkdesk talkdesk.com | 2% | 141 | 8,100 | 245 | 72,323 | $50 | 22 | |
| Phonexa phonexa.com | 0% | 30 | 4 |
Google's top ten for the two searches hold 12 sites; 3 of them are among the sites the models cited here (callrail.com, nimbata.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 an enterprise B2B company?”Paraphrase“Which inbound phone call attribution tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade call tracking platforms and how do they differ?”Budget-constrained“What is the best call tracking platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a call tracking platform. What should we look at?”Negative“Which call tracking platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Invoca, MarchexInvocaChangedInvocaCallTrackingMetrics, Nimbataagainst: Invocano first choiceagainst: CallRail, Twilio
Two alternatives
CallRail, ZoomInfo GTM WorkspaceOne alternative
Ruler AnalyticsFive alternatives
CallRail, CallTrackingMetrics, Marchex, Phonexa, RingbaOne alternative
PhonexaGPT-5.4 miniInvocaInvocaHeldInvocaagainst: Convirza, WhatConvertsCallRailagainst: Invocano first choiceagainst: CallTrackingMetrics
Two alternatives
CTM, CallRailTwo alternatives
CallRail, CallTrackingMetricsTwo alternatives
CallRail, CallTrackingMetricsOne alternative
CallTrackingMetricsGemini 3.5 FlashInvocaInvocaHeldagainst: CallRailInvocaInvocaagainst: CallRail, WildJarInvocaagainst: CallRailagainst: 8x8, CallRail, DialogTech, Nextiva, Nimbata, Phonexa, Retreaver, RingCentral Events, Ringba, WhatConverts
Four alternatives
CTM, CallTrackingMetrics, Chorus by ZoomInfo, GongTwo alternatives
CallTrackingMetrics, MarchexFour alternatives
CallTrackingMetrics, Infinity, Marchex, RingbaThree alternatives
Infinity, Marchex, PhonexaThree alternatives
Infinity, Marchex, RingbaPerplexity SonarInvocaagainst: CallRailInvocaHeldagainst: CallRailInvocaCallTrackingMetricsagainst: CallRail, WhatConvertsInvocaagainst: CallRail, CallScaler, Convirza, Nimbata, Picky Assist, Ringba, WhatConverts
Two alternatives
CallTrackingMetrics, HubSpot Call TrackingOne alternative
CallTrackingMetricsSix alternatives
CallRail, CallTrackingMetrics, CloudTalk, Convirza, Infinity, MarchexOne alternative
InvocaOne alternative
CallTrackingMetricsGrok 4.20InvocaInvocaHeldagainst: Nimbata, WhatConvertsInvoca, WhatConvertsagainst: RingCentral EventsInvocaagainst: CallRail, Nimbata, Phonexa, Ringba, WhatConvertsno first choiceagainst: AvidTrak, CallRail, Infinity, Ringba, WhatConverts
Four alternatives
CallRail, CallTrackingMetrics, Marchex, PhonexaTwo alternatives
CallRail, CallTrackingMetricsTwo alternatives
CallRail, CallTrackingMetricsTwo alternatives
CallTrackingMetrics, MarchexMistral SmallInvocaInvocaHeldInvocaagainst: CallRailInvocaagainst: CallRail, WhatConvertsno first choiceagainst: CallRail, CallTrackingMetrics, WhatConverts
Four alternatives
Phonexa, RingCX, RingEX, ZoomInfo GTM WorkspaceSix alternatives
CallTrackingMetrics, Infinity Call Tracking, Phonexa, Picky Assist, RingEX, WildJarDeepSeek V4 FlashInvocaagainst: CallRailInvocaHeldagainst: CallRailInvocaNimbataagainst: CallRail, CallTrackingMetrics, Invoca, WhatConvertsInvocaagainst: Aircall, CallRail, Google's built-in call tracking, HubSpot Call Tracking, Ringba, Zoho
Two alternatives
CallTrackingMetrics, WhatConvertsOne alternative
CallTrackingMetricsFive alternatives
CallRail, CallTrackingMetrics, DialogTech, Infinity, MarchexThree alternatives
CallRail, CallTrackingMetrics, WhatConvertsLlama 4 MaverickInvocaCallRailChangedno first choiceInvocano first choiceagainst: CallRail, CallTrackingMetrics
Three alternatives
CallRail, CallTrackingMetrics, PhonexaThree alternatives
Invoca, Nimbata, WhatConvertsTwo alternatives
CallRail, CallTrackingMetricsQwen 3.7 FlashInvocaInvocaHeldagainst: CallRailInvocaCallRailno first choiceagainst: Avaya, CallRail, Cisco legacy hardware, Hootsuite, Sprout Social
Two alternatives
CallRail, CallTrackingMetricsOne alternative
CallTrackingMetricsFive alternatives
CallRail, CallTrackingMetrics, Marchex, Phonexa, WildJarTwo alternatives
CallTrackingMetrics, InvocaFive alternatives
Dialpad, Invoca, RingCentral Events, Twilio, Zoom PhoneKimi K2Invocaagainst: CallRailInvocaHeldagainst: Ruler AnalyticsInvocaCallGridagainst: CallRail, CallTrackingMetrics, InvocaInvocaagainst: CallRail, CallTrackingMetrics
One alternative
CallTrackingMetricsOne alternative
CallTrackingMetricsFive alternatives
CallRail, CallTrackingMetrics, Marchex, Phonexa, WhatConvertsOne alternative
WhatConvertsThree alternatives
CallRail, CallTrackingMetrics, JustCallGLM 4.7 FlashXInvocaInvocaHeldInvocaTalkdeskno first choiceagainst: CTM, CallHippo, GoTo Connect, Infinity Call Tracking, Intercom, Invoca, LiveAgent, RingEX
Seven alternatives
CallTrackingMetrics, CloudTalk, Marchex, Phonexa, Ringba, WhatConverts, ZoomInfo GTM WorkspaceFive alternatives
CallRail, CallTrackingMetrics, CloudTalk, Nimbata, WhatConvertsEleven alternatives
Aircall, CallTrackingMetrics, CloudTalk, HubSpot Call Tracking, Infinity Call Tracking, Picky Assist, RingCX, RingEX, Salesforce Sales Cloud, Salesloft, WildJarThree alternatives
CallTrackingMetrics, CloudTalk, RingCentral EventsMiniMax M2.5CallRail, InvocaInvocaChangedagainst: CallRail, DialogTechInvocaCallRail, Ringbano first choiceagainst: CallRail, CallTrackingMetrics
One alternative
MarchexThree alternatives
CallTrackingMetrics, Marchex, Twilio + Custom BuildFour alternatives
CallRail, CallTrackingMetrics, Infinity, WildJarThree alternatives
Aloware, MightyCall, NextivaGPT-6 LunaCTMInvocaChangedInvocaCTMagainst: CallRail, Invocano first choiceagainst: CallRail, CallTrackingMetrics, DialogTech, Ringba
One alternative
InvocaOne alternative
CallTrackingMetricsFive alternatives
CTM, CallRail, Infinity, Marchex, RingbaMuse Glimmer 30BInvocaInvocaHeldInvocaagainst: CallRailCallGrid, Nimbataagainst: CallRail, CallTrackingMetrics, Invoca, WhatConvertsno first choiceagainst: CallRail, CallTrackingMetrics / CTM, RingEX
Four alternatives
Call Logic, CallTrackingMetrics, Phonexa, ZoomInfo GTM WorkspaceFive alternatives
CallTrackingMetrics, DialogTech, Marchex, Phonexa, 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 15:47 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:12 | yes | 3 | 4 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 14:23 | yes | 7 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 15:43 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:37 | yes | 14 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:35 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:53 | yes | 23 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:42 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:21 | yes | 5 | 20 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:00 | yes | 15 | 46 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:32 | yes | 9 | 90 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:18 | yes | 10 | 23 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:22 | yes | 2 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:43 | yes | 12 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:51 | yes | 15 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:24 | 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 14:11 | yes | 8 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:02 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:01 | yes | 10 | 11 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:57 | yes | 5 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:09 | yes | 22 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:06 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:02 | yes | 5 | 16 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:24 | yes | 19 | 53 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:40 | yes | 14 | 23 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:53 | no | 0 | 112 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:50 | yes | 3 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:12 | yes | 12 | 12 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:44 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:26 | yes | 4 | 8 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 16:02 | yes | 9 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:05 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:13 | yes | 9 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:02 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:50 | yes | 24 | 38 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:22 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:24 | yes | 14 | 24 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:36 | yes | 19 | 40 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:18 | yes | 24 | 48 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:35 | yes | 8 | 33 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:09 | yes | 8 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:51 | yes | 21 | 37 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:02 | yes | 17 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:50 | yes | 3 | 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 09:29 | no | 0 | 15 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 16:32 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:22 | yes | 5 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:17 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:50 | yes | 24 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:26 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:27 | yes | 18 | 32 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:17 | yes | 24 | 59 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:08 | yes | 25 | 241 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:17 | yes | 5 | 39 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:43 | yes | 3 | 17 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:35 | yes | 21 | 40 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:07 | yes | 18 | 11 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:14 | yes | 3 | 7 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 11:35 | no | 0 | 22 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 16:15 | yes | 10 | 13 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:08 | yes | 15 | 17 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:40 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:15 | yes | 24 | 34 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:25 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:08 | no | 0 | 34 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:48 | yes | 14 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:44 | yes | 15 | 19 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:46 | no | 0 | 19 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:33 | yes | 3 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:25 | yes | 15 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:27 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:51 | yes | 4 | 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 09:14 | yes | 6 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 16:06 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:09 | yes | 15 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:12 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:14 | yes | 25 | 51 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:40 | yes | 9 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:23 | no | 0 | 34 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:30 | yes | 24 | 27 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:13 | yes | 15 | 66 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:08 | yes | 25 | 70 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:02 | yes | 4 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:09 | yes | 23 | 33 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
ZoomInfo (via Chorus) read as ZoomInfo GTM Workspace
Unresolved, counted raw
Cisco legacy hardware
Clixtell Call Tracking
Google's built-in call tracking (Google Forwarding Numbers)
ResponseTap
Twilio
Twilio (with call tracking module)
Twilio + Custom Build
Woxo
Zoho
Discontinued, still offered
No shut-down product was recommended here.