Invoca vs Nimbata
Zero of fourteen models named Invoca first on the direct prompt; zero named Nimbata. Invoca was named by fourteen of the fourteen models and Nimbata by eight and Invoca carries 43 labels and Nimbata 15, so the shares are not directly comparable.
Named in one category this edition.
Named in one category 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.
By framing
InvocaFirst choices, of fourteen modelsNimbata
Across every category in the October 2026 Edition, Invoca and Nimbata were named in the same answer eighteen times, of the 134 answers naming Invoca and the 41 naming Nimbata. In those answers Nimbata took the first choice zero times and Invoca three.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | | |||
| GPT-5.4 mini | | | | |||
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | |||||
| Grok 4.1 Fast | | | | | | |
| 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 | | | | |
Invoca Nimbata first choice named as an alternative argued againstblank: not namedEach cell is one answer, Invoca on the left and Nimbata on the right.The direct prompt
Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
10 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
Invoca6%#5 of 9Nimbata4%#6 of 9What the models said about Invoca
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“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
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.