Amplitude Analytics vs Heap
Ten of fourteen models named Amplitude Analytics first on the direct prompt; one named Heap. Both were named by all fourteen models and Amplitude Analytics carries 74 labels and Heap 51, so the shares are not directly comparable.
By Amplitude, United States. Named in one category this edition.
By Contentsquare, Paris, France, founded 2008. Named in five 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 product analytics page.
By framing
Amplitude AnalyticsFirst choices, of fourteen modelsHeap
Across every category in the October 2026 Edition, Amplitude Analytics and Heap were named in the same answer 128 times, of the 227 answers naming Amplitude Analytics and the 225 naming Heap. In those answers Heap took the first choice one time and Amplitude Analytics fifty-two.
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 4.1 Fast | | | | | ||
| 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 | | | | | | |
Amplitude Analytics Heap first choice named as an alternative argued againstblank: not namedEach cell is one answer, Amplitude Analytics on the left and Heap on the right.The direct prompt
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Amplitude Analytics first, Heap an alternative
9 of 14 modelsHeap was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.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
Amplitude Analytics9%#3 of 8Heap0%#6 of 8Amplitude Analytics34%#1 of 7Heap3%#5 of 7Amplitude Analytics56%#1 of 11Heap0%#9 of 11What the models said about Amplitude Analytics
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“it is strong for product analytics, but some sources note add-ons ... can require extra line items, and the learning curve can be steep” Perplexity Sonar · negative prompt · soft negative
“their paid tiers (Growth and Enterprise) are expensive (often starting at several hundred to over a thousand dollars per month)” GLM 4.7 FlashX · budget prompt · soft negative
“"Bill shock." ... the jump to their paid tiers can be a massive financial leap for a small company.” Gemini 3.5 Flash · budget prompt · soft negative
“Amplitude is a category leader in product analytics known for its deep behavioral data visualization, cohort analysis, and predictive insights.” Claude Haiku 4.5 · comparative prompt · first choice
“Choose Amplitude if you want deep behavioral segmentation, experimentation, session replay and in-app guidance on a single event model” Muse Glimmer 30B · paraphrase prompt · first choice
“For a 500-person company, you may want to consider platforms like Amplitude or Pendo that offer advanced features and scalability.” Llama 4 Maverick · scale prompt · first choice
What the models said about Heap
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Post-acquisition decline... Heap and Mixpanel have the most documented customer pain points” Kimi K2 · negative prompt · hard negative
“Heap (now by Contentsquare) – Be highly cautious” Grok 4.1 Fast · negative prompt · hard negative
“Heap - works best for mid-market B2B SaaS teams and non-technical product managers who need fast time-to-insight without engineering overhead.” Llama 4 Maverick · paraphrase prompt · first choice
“Heap is ideal for mid-market B2B SaaS teams and non-technical product managers who need fast time-to-insight” Llama 4 Maverick · direct prompt · first choice
“if you are under pressure to show immediate results and lack engineering resources, Heap will win you the most internal friends.” Qwen 3.7 Flash · direct prompt · alternative
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.