Databox vs Amplitude
Three of fourteen models named Databox first on the direct prompt; two named Amplitude. Databox was named by eleven of the fourteen models and Amplitude by fourteen and Databox carries 23 labels and Amplitude 35, so the shares are not directly comparable.
Named in three categories this edition.
Named in one category 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 saas metrics and analytics page.
By framing
DataboxFirst choices, of fourteen modelsAmplitude
Across every category in the November 2026 Edition, Databox and Amplitude were named in the same answer forty-two times, of the 115 answers naming Databox and the 93 naming Amplitude. In those answers Amplitude took the first choice two times and Databox four.
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 4.20 | | | | |||
| 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 | | | | |
Databox Amplitude first choice named as an alternative argued againstblank: not namedEach cell is one answer, Databox on the left and Amplitude 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.Databox first, Amplitude an alternative
2 of 14 modelsAmplitude was named in the answer but not as the choice, or not at all.Amplitude first, Databox not the choice
1 of 14 modelsDatabox was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.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
Databox7%#4 of 15Amplitude0%#12 of 15What the models said about Databox
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“the best overall choice is Databox if you want one dashboard combining revenue, marketing, sales, and operational KPIs” Perplexity Sonar · budget prompt · first choice
“I'd recommend starting with Databox for its unified cross-source capabilities and AI insights” GLM 4.7 FlashX · direct prompt · first choice
What the models said about Amplitude
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid for tight budgets: Tools like Amplitude, Heap, or Maxio, which quickly go custom/enterprise pricing” Grok 4.20 · budget prompt · hard negative
“be cautious about using Mixpanel, Amplitude, Heap, Pendo, PostHog etc. for MRR, NRR, churn, LTV” Muse Glimmer 30B · negative prompt · hard negative
“Product analytics tools—Amplitude, Mixpanel, PostHog, or Heap—for financial metrics... revenue figures are often event properties” Perplexity Sonar · negative prompt · soft negative
“I recommend Mixpanel or Amplitude for product-focused analytics” MiniMax M2.5 · direct prompt · first choice
“Best overall for most product-led SaaS teams in 2024–2026” DeepSeek V4 Flash · comparative prompt · first choice
“The heavyweight champion for deep behavioral analysis.” Qwen 3.7 Flash · comparative prompt · first choice
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.