# Amplitude vs LogRocket: which do AI models recommend for product analytics, September 2026

GTM AI Recommendation Index, September 2026 Edition, Product analytics. Five of twelve models named Amplitude first on the direct prompt; zero named LogRocket. Page: https://gtm-ai-index.com/gtm-data/product-analytics/amplitude-vs-logrocket/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Amplitude | 30% | #1 of 8 | 21% | 62 | 12 of 12 |
| LogRocket | 2% | #5 of 8 | 10% | 10 | 7 of 12 |

## The direct prompt, model by model

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

## What the models said about Amplitude

- "Consistently rated as the most expensive option at scale... A poor fit for cost-sensitive teams" (Kimi K2, negative prompt, hard negative)
- "Steep learning curve with reliance on technical expertise... Pricing is opaque in ways that create unpleasant surprises at scale" (Claude Haiku 4.5, negative prompt, soft negative)
- "Moderate Caution ... Teams prioritizing analytical depth → Amplitude (accept cloud-only, invest in taxonomy planning)" (Qwen 3.7 Flash, negative prompt, soft negative)
- "Choose Amplitude if: You have a mature data culture, need the absolute deepest behavioral cohorting and predictive analytics available, and want built-in experimentation." (Gemini 3.5 Flash, scale prompt, first choice)
- "Some of the top product analytics tools include Amplitude, which is best for mid-size to enterprise teams focused on growth and optimization." (Llama 4 Maverick, direct prompt, first choice)
- "It is arguably the most robust tool for deep-dive analysis... Choose Amplitude if you have a complex product, big data volumes" (Qwen 3.7 Flash, comparative prompt, first choice)

## What the models said about LogRocket

- "Session replay tools broadly (FullStory, Hotjar, LogRocket, Smartlook, etc.) - Inherent privacy danger" (DeepSeek V4 Flash, negative prompt, soft negative)
- "such as PostHog, Countly, or LogRocket" (Llama 4 Maverick, budget prompt, first choice)
- "Best for: Developer-focused analytics and debugging" (Kimi K2, comparative prompt, alternative)

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.