Two of fourteen models named CallTrackingMetrics first on the direct prompt; zero named Invoca. Both were named by all fourteen models and CallTrackingMetrics carries 44 labels and Invoca 51, so the shares are not directly comparable.
Named in three categories this edition.
Named in two categories this edition.
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; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the call tracking platforms page.
Across every category in the November 2026 Edition, CallTrackingMetrics and Invoca were named in the same answer 108 times, of the 146 answers naming CallTrackingMetrics and the 151 naming Invoca. In those answers Invoca took the first choice forty-seven times and CallTrackingMetrics four.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“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 · hard negative
“The call tracking platforms to avoid or be cautious about are CallRail, CallTrackingMetrics, and WhatConverts.” Llama 4 Maverick · negative prompt · hard negative
“Complex Pricing & Setup: Pricing combines base plan fees, per-number fees, per-minute charges, and usage fees for transcriptions. Bills can spike rapidly” Gemini 3.5 Flash · negative prompt · soft negative
“prioritize platforms that offer enterprise-grade features like Invoca or CallTrackingMetrics” GLM 4.7 FlashX · scale prompt · first choice
“CallTrackingMetrics (CTM) – Best Overall Value & Versatility for Mid-Market” Gemini 3.5 Flash · direct prompt · first choice
“I'd recommend starting with CallTrackingMetrics or CallRail” GLM 4.7 FlashX · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Massive bill understatements: Base fees understated actual bills by 45-62%” GLM 4.7 FlashX · negative prompt · hard negative
“Opaque Pricing & Annual Commitments ... For SMBs spending under $15,000/month on ads, the setup time and feature complexity will outweigh the benefits.” Gemini 3.5 Flash · negative prompt · soft negative
“custom pricing can make it expensive and difficult to compare; it may be excessive for a small or mid-sized business” Perplexity Sonar · negative prompt · soft negative
“The market leader for mid-market and enterprise marketing/sales teams. Best-in-class Salesforce integration and enterprise conversational AI.” Gemini 3.5 Flash · scale prompt · first choice
“you'll likely want to prioritize platforms that offer enterprise-grade features like Invoca or CallTrackingMetrics” GLM 4.7 FlashX · scale prompt · first choice
“platforms like Ringba, Invoca, and Phone.com tend to receive more consistent positive feedback” Qwen 3.7 Flash · negative prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.