Vitally vs Totango
Two of fourteen models named Vitally first on the direct prompt; zero named Totango. Both were named by all fourteen models and Vitally carries 65 labels and Totango 51, so the shares are not directly comparable.
Named in three 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
VitallyFirst choices, of fourteen modelsTotango
Across every category in the November 2026 Edition, Vitally and Totango were named in the same answer ninety-seven times, of the 178 answers naming Vitally and the 176 naming Totango. In those answers Totango took the first choice four times and Vitally ten.
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 | | | | | |
Vitally Totango first choice named as an alternative argued againstblank: not namedEach cell is one answer, Vitally on the left and Totango on the right.The direct prompt
Vitally first, Totango an alternative
2 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
11 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
Vitally24%#2 of 10Totango2%#8 of 10Totango10%#2 of 9Vitally2%#5 of 9What the models said about Vitally
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Praised for Notion-like design but has negative reviews on functionality, understaffed support, slow feature delivery, and uneven post-sale attention” Grok 4.20 · negative prompt · soft negative
“While Vitally generally has higher user satisfaction ratings than Gainsight, it has specific friction points that can lead to team burnout.” GLM 4.7 FlashX · negative prompt · soft negative
“It's polished for SMBs but may stretch a very tight budget” Grok 4.20 · budget prompt · soft negative
“AI-powered, unified views, and automation. Excellent for mid-market teams wanting a clean CSM workspace without heavy Ops overhead.” Grok 4.20 · scale prompt · first choice
“Many experts suggest that under ~1,000 customers, Vitally or Custify are often the right fit.” DeepSeek V4 Flash · scale prompt · first choice
“Best For: Mid-market companies looking for a balance of power and ease of use.” Qwen 3.7 Flash · direct 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.