# Mixpanel vs Pendo: which do AI models recommend for product analytics, September 2026

GTM AI Recommendation Index, September 2026 Edition, Product analytics. Five of twelve models named Mixpanel first on the direct prompt; two named Pendo. Page: https://gtm-ai-index.com/gtm-data/product-analytics/mixpanel-vs-pendo/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Mixpanel | 28% | #2 of 8 | 17% | 60 | 12 of 12 |
| Pendo | 11% | #4 of 8 | 11% | 45 | 12 of 12 |

## The direct prompt, model by model

- Claude Haiku 4.5: mixpanel first (first choices: Mixpanel) (alternatives: Amplitude, Heap, June, Pendo)
- Gemini 3.5 Flash: mixpanel first (first choices: Mixpanel) (alternatives: Amplitude, Pendo, PostHog)
- Perplexity Sonar: mixpanel first (first choices: Mixpanel) (alternatives: Amplitude, Heap, Pendo, PostHog)
- Grok 4.1 Fast: mixpanel first (first choices: Mixpanel) (alternatives: Amplitude, Pendo, PostHog)
- GLM 4.7 FlashX: mixpanel first (first choices: Mixpanel) (alternatives: Amplitude, Heap, Pendo, PostHog)
- Qwen 3.7 Flash: pendo first (first choices: Amplitude, Pendo) (alternatives: Heap, Mixpanel)
- MiniMax M2.5: pendo first (first choices: Pendo) (alternatives: Amplitude, Heap)
- GPT-5.4 mini: neither first, one named (first choices: Amplitude) (alternatives: Heap, Mixpanel, PostHog)
- Mistral Small: neither first, one named (first choices: Amplitude Analytics) (alternatives: Mixpanel, Pendo, PostHog)
- DeepSeek V4 Flash: neither first, one named (first choices: Amplitude) (alternatives: Mixpanel, Pendo, PostHog)
- Kimi K2: neither first, one named (first choices: Amplitude) (alternatives: Heap, Mixpanel, Pendo, PostHog)
- Llama 4 Maverick: neither named (first choices: Amplitude)

## What the models said about Mixpanel

- "Highest Caution: Mixpanel ... When to avoid: If handling sensitive user data or EU users" (Grok 4.1 Fast, negative prompt, hard negative)
- "Choose Mixpanel if: You want a highly intuitive, self-serve interface that your non-technical teams will actually use" (Gemini 3.5 Flash, scale prompt, first choice)
- "Mixpanel is frequently cited as the best balance of cost, ease of use, and B2B-specific features" (Qwen 3.7 Flash, paraphrase prompt, first choice)

## What the models said about Pendo

- "Secondary analytics depth ... Opaque enterprise pricing ... Analytics afterthought" (Qwen 3.7 Flash, negative prompt, hard negative)
- "Pendo is an all-round product experience platform... a good fit for mid-to-enterprise companies" (Llama 4 Maverick, paraphrase prompt, first choice)
- "If you need to improve activation and onboard new users effectively, choose Pendo." (Qwen 3.7 Flash, direct 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.