# Invoca vs Nimbata: which do AI models recommend for call tracking, October 2026

GTM AI Recommendation Index, October 2026 Edition, Call tracking platforms. Zero of fourteen models named Invoca first on the direct prompt; zero named Nimbata. Page: https://gtm-ai-index.com/marketing/call-tracking/invoca-vs-nimbata/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Invoca | 6% | #5 of 9 | 30% | 43 | 14 of 14 |
| Nimbata | 4% | #6 of 9 | 0% | 15 | 8 of 14 |

## The direct prompt, model by model

- GPT-5.4 mini: neither first, one named (first choices: CallTrackingMetrics) (alternatives: Invoca, WhatConverts)
- Mistral Small: neither first, one named (first choices: CallRail) (alternatives: CallTrackingMetrics, Invoca, WhatConverts)
- Qwen 3.7 Flash: neither first, one named (first choices: CallRail) (alternatives: CallTrackingMetrics, HubSpot Call Tracking, Invoca)
- GPT-6 Luna: neither first, one named (first choices: CallTrackingMetrics) (alternatives: CallRail, Invoca)
- Claude Haiku 4.5: neither named (first choices: CallTrackingMetrics) (alternatives: HubSpot Call Tracking, Salesloft, ZoomInfo GTM Workspace)
- Gemini 3.5 Flash: neither named (first choices: CallRail) (alternatives: CallTrackingMetrics, Ruler Analytics)
- Perplexity Sonar: neither named (first choices: CallTrackingMetrics) (alternatives: CallRail, CloudTalk, HubSpot Call Tracking)
- Grok 4.1 Fast: neither named (first choices: CallRail) (alternatives: CallTrackingMetrics, WhatConverts)
- DeepSeek V4 Flash: neither named (first choices: CallRail) (alternatives: CallTrackingMetrics, WhatConverts)
- Llama 4 Maverick: neither named
- Kimi K2: neither named (first choices: WhatConverts) (alternatives: CallRail)
- GLM 4.7 FlashX: neither named (first choices: CallRail) (alternatives: CallTrackingMetrics, CloudTalk, HubSpot Call Tracking)
- MiniMax M2.5: neither named (first choices: CallRail) (alternatives: CallTrackingMetrics, HubSpot Call Tracking, WhatConverts)
- Muse Glimmer 30B: neither named (first choices: CallTrackingMetrics) (alternatives: CallRail, HubSpot Call Tracking)

## What the models said about Invoca

- "Platforms to avoid or scrutinize closely:

- Invoca — commonly positioned for enterprise marketing and contact centers, with custom enterprise pricing rather than SMB-friendly transparent pricing." (Perplexity Sonar, negative prompt, hard negative)
- "custom pricing (often 6-7 figures/year) makes it overkill/too pricey for mid-sized unless you have complex needs" (Grok 4.1 Fast, paraphrase prompt, soft negative)
- "Only if you're enterprise-scale with complex compliance needs and budget for custom AI models (premium pricing)" (Kimi K2, paraphrase prompt, soft negative)
- "Platforms like Invoca and CallTrackingMetrics are built specifically for enterprise scale" (Kimi K2, scale prompt, first choice)
- "I'd recommend shortlisting CallTrackingMetrics and Invoca" (DeepSeek V4 Flash, scale prompt, first choice)
- "Shortlist 3-5 (e.g., CallRail, Invoca)" (Grok 4.1 Fast, scale prompt, first choice)

## What the models said about Nimbata

- "I'd recommend starting with WhatConverts at $30/month or Nimbata at $35/month" (Kimi K2, budget prompt, first choice)
- "Top Recommendation: Nimbata (Best Overall for Tight Budgets)" (DeepSeek V4 Flash, budget prompt, first choice)
- "a great option for small businesses that want call tracking that's easy and affordable" (Claude Haiku 4.5, budget prompt, alternative)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.