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amymadden-bit wants to merge 157 commits intomainfrom
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benchmarks test

benchmarks test
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vercel bot commented Oct 3, 2025

The latest updates on your projects. Learn more about Vercel for GitHub.

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docs Error Error Nov 19, 2025 3:09pm

add description after heading
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@@ -0,0 +1,118 @@
# Mixpanel Introduction
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As discussed previously, this will be the new “What is Mixpanel?” correct? So we would need to change the title from Mixpanel Introduction -> What is Mixpanel?


All of this is powered by Mixpanel’s modern data foundation—–bringing together AI-assisted analysis through features like [MCP Server](/docs/features/mcp), robust [data governance](/docs/data-governance) for accuracy and trust, and built-in collaboration tools that help teams move from insight to action faster.

**Learn more:** [Go deeper on the OADA Loop →](/guides/oada-loop)
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Make sure this link is corrected


<div style={{ flex: '1 1 300px', textAlign: 'center' }}>

![OADA Loop diagram](/oada-loop-simple-wide-fcf9fa.png)
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nitpick: in Dark mode this image ends up with a white background, maybe it's OK @myronkaifung ?

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White background is fine here


An event represents something a **user** does (like *Signed Up*, *Viewed a Product*, or *Completed Purchase*). Each event can include **properties** that add context, such as the user’s plan type, location, or device. Optionally, you can analyze data at the group level using [Group Analytics](/docs/data-structure/group-analytics).

![Data Model](/Data_Model_with_Group_Analytics.png)
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likewise in dark mode this image will have a white background, @myronkaifung whom I know had done some stuff around fixing images to suite both light and dark mode

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Also fine here. We explored using a transparent background, but that ended up making the text less visible

| **Docs** | Explore product capabilities, setup guides, and detailed feature references. | [Open →](https://docs.mixpanel.com/) |
| **Events** | Join live sessions and webinars to explore new features, use cases, and expert-led best practices. | [Open →](https://mixpanel.com/events) |
| **Guides** | Apply Mixpanel best practices to real-world workflows and use cases. | 📍 You are here |
| **Mixpanel University** | Follow guided learning paths to validate your skills and earn certifications. | [Open →](https://mixpanel.com/university/) |
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should the link be university.mixpanel.com

**Pro tip**: Make closing the loop part of every sprint–—observe, analyze, decide, act.
</Callout>

Digital innovation isn’t a one-time project. It’s a continuous cycle of learning and improvement.
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felt that the Pro tip should perhaps come after "Digital innovation isn’t a one-time project. It’s a continuous cycle of learning and improvement." - just a minor nitpick

# Benchmarks & Analytics Maturity
Understand performance benchmarks and assess your organization’s analytics maturity. Whether you’re setting goals, comparing performance against peers, or looking for ways to advance your analytics practice, these resources will help guide your next steps.

## Benchmarks
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@vercel
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vercel bot commented Jan 17, 2026

Deployment failed with the following error:

Creating the Deployment Timed Out.

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