# Totango vs Skalin: which do AI models recommend for customer success, September 2026

GTM AI Recommendation Index, September 2026 Edition, Customer success platforms. Zero of twelve models named Totango first on the direct prompt; zero named Skalin. Page: https://gtm-ai-index.com/customer/customer-success-platforms/totango-vs-skalin/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Totango | 4% | #5 of 10 | 18% | 45 | 12 of 12 |
| Skalin | 4% | #6 of 10 | 7% | 14 | 7 of 12 |

## The direct prompt, model by model

- Claude Haiku 4.5: neither first, one named (first choices: Vitally) (alternatives: ChurnZero, Custify, Totango)
- GPT-5.4 mini: neither first, one named (first choices: ChurnZero) (alternatives: Gainsight, Totango)
- Gemini 3.5 Flash: neither first, one named (first choices: Vitally) (alternatives: ChurnZero, Planhat, Totango)
- Qwen 3.7 Flash: neither first, one named (first choices: ChurnZero, ClientSuccess) (alternatives: Skalin)
- Perplexity Sonar: neither named (first choices: ChurnZero) (alternatives: ClientSuccess, Gainsight, Planhat, Vitally)
- Grok 4.1 Fast: neither named (first choices: ChurnZero) (alternatives: ClientSuccess, Custify, Gainsight, Planhat, Vitally)
- Mistral Small: neither named (first choices: ChurnZero, Vitally) (alternatives: ClientSuccess, Custify, Gainsight, Planhat)
- DeepSeek V4 Flash: neither named (first choices: Vitally) (alternatives: Catalyst, ChurnZero, Planhat)
- Llama 4 Maverick: neither named (first choices: ChurnZero) (alternatives: ClientSuccess, Planhat, Vitally)
- Kimi K2: neither named (first choices: ChurnZero) (alternatives: ClientSuccess, Custify, Planhat, Vitally)
- GLM 4.7 FlashX: neither named (first choices: Vitally) (alternatives: ChurnZero, Custify, Planhat)
- MiniMax M2.5: neither named (first choices: ChurnZero, Vitally) (alternatives: ClientSuccess, Planhat)

## What the models said about Totango

- "Totango ⚠️ MIXED SIGNALS (Post-Merger Issues) ... 2024 merger with Catalyst created instability and uncertainty" (Mistral Small, negative prompt, hard negative)
- "Avoid if: You rely on good support responsiveness or need strong integrations with your existing stack." (DeepSeek V4 Flash, negative prompt, hard negative)
- "One of the most persistent complaints about Totango is its rigid contract structures." (Gemini 3.5 Flash, negative prompt, soft negative)
- "Totango: Best for SaaS companies managing a large, growing customer base that needs standardized playbooks" (Llama 4 Maverick, scale prompt, first choice)
- "If you need truly free functionality, Totango is the standout." (MiniMax M2.5, budget prompt, first choice)
- "Alternative Options: Totango - Best for: Companies wanting enterprise features without enterprise complexity" (GLM 4.7 FlashX, paraphrase prompt, alternative)

## What the models said about Skalin

- "Skalin claims #1 on Capterra/G2 (4.92/5), but lower visibility/scale vs. leaders." (Grok 4.1 Fast, direct prompt, soft negative)
- "Custify and Skalin offer the best balance of dedicated customer success features and affordability" (Mistral Small, budget prompt, first choice)
- "Vitally, ChurnZero, Catalyst, Custify, Skalin | Highly Recommended." (Gemini 3.5 Flash, scale prompt, first choice)
- "| Skalin | 4.90/5 | Top-rated for 5 years straight |" (DeepSeek V4 Flash, negative prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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.