ChurnZero vs Totango
Eleven of fourteen models named ChurnZero first on the direct prompt; zero named Totango. Both were named by all fourteen models and ChurnZero carries 63 labels and Totango 51, so the shares are not directly comparable.
Named in four categories this edition.
Named in six 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 customer success platforms page.
By framing
ChurnZeroFirst choices, of fourteen modelsTotango
Across every category in the November 2026 Edition, ChurnZero and Totango were named in the same answer 135 times, of the 256 answers naming ChurnZero and the 176 naming Totango. In those answers Totango took the first choice six times and ChurnZero seventeen.
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 | | | | | |
ChurnZero Totango first choice named as an alternative argued againstblank: not namedEach cell is one answer, ChurnZero on the left and Totango on the right.The direct prompt
ChurnZero first, Totango an alternative
11 of 14 modelsTotango was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 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
ChurnZero3%#7 of 10Totango2%#8 of 10ChurnZero47%#1 of 9Totango2%#7 of 9Totango10%#2 of 9ChurnZero4%#4 of 9What the models said about ChurnZero
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Avoid Gainsight, ChurnZero, and similar enterprise-focused tools at this stage” Perplexity Sonar · budget prompt · hard negative
“platforms to avoid or be cautious about are: ... ChurnZero” Llama 4 Maverick · negative prompt · hard negative
“Mid-market teams needing fast deployment and strong CSM productivity | Weeks | Strong real-time analytics, in-app messaging, and churn prediction; widely adopted” GLM 4.7 FlashX · scale prompt · first choice
“Strong for real-time alerts, health scoring, and playbooks. Great for mid-market SaaS with usage data. Highly rated for usability and churn reduction.” Grok 4.20 · scale prompt · first choice
“I'd generally recommend ChurnZero if your top priority is fast time-to-value, easier admin, and strong customer-health / retention workflows” GPT-5.4 mini · paraphrase prompt · first choice
What the models said about Totango
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Avoid Totango if your team prioritizes ease of use and daily friction reduction over deep customization.” Qwen 3.7 Flash · negative prompt · hard negative
“Approach with caution—particularly problematic if you need reliable health scoring or fast support.” Kimi K2 · negative prompt · hard negative
“Totango has broad features in theory but consistent complaints about UX speed, bugs and slow support make it a risk” Muse Glimmer 30B · negative prompt · soft negative
“Gainsight and Totango lead with depth, compliance, and flexibility.” GLM 4.7 FlashX · comparative prompt · first choice
“Best Free / Freemium Option: Totango (Starter Plan)” Gemini 3.5 Flash · budget 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.