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 twelve and Invoca carries 51 labels and Nimbata 21, so the shares are not directly comparable.
Named in two categories 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 November 2026 Edition, Invoca and Nimbata were named in the same answer twenty-nine times, of the 151 answers naming Invoca and the 53 naming Nimbata. In those answers Nimbata took the first choice five times and Invoca four.
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 4.20 | | | | | | |
| 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 | | |
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
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
6 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%#4 of 8Nimbata2%#5 of 8What the models said about Invoca
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
What the models said about Nimbata
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Massive bill understatements: Base fees understated actual bills by 45-62%” GLM 4.7 FlashX · negative prompt · hard negative
“low-base plans from Nimbata/Ringba that scale up quickly” Grok 4.20 · negative prompt · soft negative
“For a company with a limited budget, Nimbata stands out as one of the best call tracking platforms.” Grok 4.20 · budget prompt · first choice
“Solid for journey-based tracking or cost-per-answered-call pricing if budget is a concern.” Grok 4.20 · paraphrase prompt · alternative
“If you have long phone conversations: Choose Nimbata to avoid high per-minute charges.” Gemini 3.5 Flash · 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.