# Totango vs Planhat: which do AI models recommend for customer success, October 2026

GTM AI Recommendation Index, October 2026 Edition, Customer success platforms. Zero of fourteen models named Totango first on the direct prompt; one named Planhat. Page: https://gtm-ai-index.com/customer/customer-success-platforms/totango-vs-planhat/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Totango | 7% | #5 of 10 | 22% | 55 | 14 of 14 |
| Planhat | 3% | #7 of 10 | 18% | 40 | 14 of 14 |

## The direct prompt, model by model

- GPT-5.4 mini: planhat first (first choices: ChurnZero, Planhat) (alternatives: Gainsight Customer Success)
- Gemini 3.5 Flash: neither first, one named (first choices: ChurnZero) (alternatives: Planhat, Totango, Vitally)
- Mistral Small: neither first, one named (first choices: Skalin) (alternatives: ChurnZero, Custify, Gainsight Customer Success, Planhat, Vitally)
- DeepSeek V4 Flash: neither first, one named (first choices: Skalin) (alternatives: ChurnZero, ClientSuccess, Custify, Totango, Vitally)
- Qwen 3.7 Flash: neither first, one named (first choices: ChurnZero, Vitally) (alternatives: Custify, HubSpot Service Hub, Skalin, Totango)
- Kimi K2: neither first, one named (first choices: ChurnZero) (alternatives: Totango, Vitally)
- GLM 4.7 FlashX: neither first, one named (first choices: ChurnZero, Vitally) (alternatives: Totango)
- MiniMax M2.5: neither first, one named (first choices: ChurnZero, Skalin) (alternatives: Totango, Vitally)
- GPT-6 Luna: neither first, one named (first choices: ChurnZero) (alternatives: Planhat, Vitally)
- Muse Glimmer 30B: neither first, one named (first choices: ChurnZero) (alternatives: ClientSuccess, Custify, Planhat, Skalin, Totango, Vitally)
- Claude Haiku 4.5: neither named (first choices: Vitally) (alternatives: ChurnZero, ClientSuccess)
- Perplexity Sonar: neither named (first choices: ChurnZero) (alternatives: Vitally)
- Grok 4.1 Fast: neither named (first choices: ChurnZero) (alternatives: Custify, Vitally)
- Llama 4 Maverick: neither named (first choices: ChurnZero) (alternatives: Skalin, Userpilot, Vitally)

## What the models said about Totango

- "But I would specifically steer clear of: Totango right now (post-merger uncertainty is a real business risk)" (DeepSeek V4 Flash, negative prompt, hard negative)
- "Support quality has declined post-merger, with slow response times and bugs that take weeks to resolve" (Claude Haiku 4.5, negative prompt, hard negative)
- "Weak Reporting... UX Breaks at Scale... Brand Consolidation Uncertainty" (Kimi K2, negative prompt, hard negative)
- "For the tightest budget, Totango's free tier or HubSpot Service Hub's free plan would be the best starting points." (MiniMax M2.5, budget prompt, first choice)
- "For most mid-sized B2B companies, Totango offers the best balance of functionality, ease of implementation, and cost." (Claude Haiku 4.5, paraphrase prompt, first choice)
- "Top Recommendation: Totango (now Totango + Catalyst)" (DeepSeek V4 Flash, budget prompt, first choice)

## What the models said about Planhat

- "What to Skip for Mid-Market - Gainsight and Planhat — powerful, but built for enterprise" (DeepSeek V4 Flash, direct prompt, hard negative)
- "Enterprise giants like Gainsight, ChurnZero, or Planhat are highly capable but typically start at $15,000 to $50,000+ per year" (Gemini 3.5 Flash, budget prompt, soft negative)
- "Some platforms use account-based pricing, which can become very expensive if churned accounts still count toward your total." (Mistral Small, negative prompt, soft negative)
- "best all-around customer success platform is usually ChurnZero or Planhat" (GPT-5.4 mini, direct prompt, first choice)
- "I'd shortlist Vitally, ChurnZero, and Planhat first" (DeepSeek V4 Flash, scale prompt, first choice)
- "Planhat if you want CS, renewals, customer projects, and possibly sales workflows brought together" (GPT-6 Luna, paraphrase prompt, alternative)

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. 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.