| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| SaaS metrics and analytics | Planning and analysis | 0% | 12 of 81 | 19% | 27 | accepted challenger |
| Financial reporting and dashboards | Planning and analysis | 0% | 78 of 133 | 0% | 1 | under 10 labels · led by Sage Intacct at 27% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 0 | 1 | 3 |
| GPT-5.4 mini | 0 | 2 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 1 | 2 |
| Perplexity Sonar | 0 | 2 | 0 | 0 | 2 |
| Grok 4.1 Fast | 0 | 1 | 1 | 1 | 3 |
| Mistral Small | 0 | 1 | 2 | 0 | 3 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 0 | 2 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 1 | 2 |
| Kimi K2 | 0 | 0 | 2 | 1 | 3 |
| GLM 4.7 FlashX | 0 | 1 | 2 | 0 | 3 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
Verbatim evidence the judge attached to positive labels.
“designed for product managers and growth teams who need to understand in-app behavior patterns” Claude Haiku 4.5 · SaaS metrics · comparative prompt · alternative
“B2B SaaS companies at the $500k–$10M ARR stage primarily rely on Amplitude and Mixpanel” Claude Haiku 4.5 · SaaS metrics · paraphrase prompt · alternative
“If you want product retention and feature adoption analysis: Mixpanel or Amplitude.” GPT-5.4 mini · SaaS metrics · comparative prompt · alternative
“Choose Mixpanel (focused and affordable) or Amplitude (enterprise depth)” DeepSeek V4 Flash · SaaS metrics · comparative prompt · alternative
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Do not attempt to run CFO-level financial reporting through a Product Analytics dashboard.” Qwen 3.7 Flash · SaaS metrics · negative prompt · hard negative
“Be cautious if: High event volume (expensive at scale post-1M free events/mo; deprecated SQL access)” Grok 4.1 Fast · SaaS metrics · negative prompt · soft negative
“costs can rise quickly and unpredictably, making it difficult to forecast analytics budgets” Claude Haiku 4.5 · SaaS metrics · negative prompt · soft negative
“Mixpanel & Amplitude — *Caution: The "Pricing Cliff"*” Gemini 3.5 Flash · SaaS metrics · negative prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 56 of the 67 answers that named Mixpanel and are not a share of its labels.
225 of the 225 domain citations in answers naming Mixpanel came from somebody else's page.
Pages are listed as the models cited them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Mixpanel's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Mixpanel, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at mixpanel.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.