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mixpanel.comSoftware by Mixpanel
With Droidrun you can automate any app on your mobile using natural langauge command. Droidrun is the execution layer for mobile agents while mobilerun.ai works as the agent orchestration layer.
Mixpanel DroidrunMixpanel is recommended for product teams, marketers, and data analysts within tech companies who need to delve deeply into user behavior. It is particularly useful for startups and mid-sized businesses in the SaaS, e-commerce, and mobile app industries that aim to optimize their products and improve user retention through comprehensive analytics.
Droidrun's answer:
The best mobile AI Agent infrastructure in 2026.
Droidrun's answer:
Droidrun was founded by a tight-knit team of four co-founders with a history of successful collaboration. “We’re four co-founders who’ve already built two companies together, which gives us a proven working dynamic,” said Christian.
Christian, launching his third company, focuses on strategy and identifying early market opportunities. Niels Schmidt, Chief Technical Officer, architected the core mobile automation technology. He has deep experience in AI and blockchain, “but more importantly, he builds things that work in production,” Christian noted.
Nikolai Dück, Chief Product Officer, built an AI chatbot platform seven years ago, long before AI entered the mainstream, that Fortune 50 companies still use today. Peter Lächner, who previously worked at Bosch managing international teams, brings crucial expertise in how large enterprises purchase and deploy technology. Before Droidrun, the team built a dominant local loyalty platform in a German city and bonny.network, a blockchain-based consumer data reward platform.
The momentum for Droidrun came from a shared frustration. “We needed AI agents to extract product insights from viral TikTok videos for our previous startup. Sounds simple, but every mobile automation solution failed catastrophically. UiPath, Selenium, academic tools: they’d work in demos but break the moment TikTok updated their interface,” Christian recalled. This pain revealed a fundamental missing piece in the AI automation industry: reliable access to mobile app interfaces. Traditional AI mobile automation tries to “see” the screen like humans, capturing screenshots, analysing pixels, and estimating button locations. This approach is slow, fragile, and breaks when apps update.
“We flipped it completely. Instead of teaching AI to interpret mobile screens visually, we convert mobile interfaces into structured text that large language models already understand. Rather than hunting pixels, we give AI the actual button data and interface structure,” Christian explained.
This approach delivers three times faster execution, dramatically lower computational costs, and much higher reliability when apps update their UIs. Droidrun’s solution earned the #1 rating on the AndroidWorld benchmark and, crucially, works in production environments where vision-based solutions fail.
Droidrun combines visual understanding with UI structure extraction, enabling reliable control of mobile apps on Android and iOS. Its open-source framework has attracted rapid community adoption, with over 900 developers in 24 hours and more than 3,300 GitHub stars in under three months, making it the fastest-growing mobile AI agent project. Looking ahead, Droidrun is accelerating the development of its cloud platform, enabling enterprises to deploy mobile AI agents at scale while maintaining the open-source framework that fuels developer innovation.
Christian outlined the vision for the coming years: “Within a few years, automated workflows will outnumber human interactions on mobile devices. Instead of switching between a dozen apps to book a business trip, checking flights on one, hotels on another, and expenses in a third, you’ll simply tell your AI agent, ‘Book my trip to Berlin next week for the client meeting.’ The agent will handle it all automatically.”
This future promises a profound transformation. “Instead of static app icons and manual navigation, we’ll have agentic user interfaces that adapt and respond intelligently, or entirely new operating systems designed around AI agents rather than human touch.”
He stressed the essential role of infrastructure: “For this transformation to happen, agents need seamless access to mobile systems to bridge human intent with digital action. Droidrun is building the infrastructure that makes this revolution possible.”
Early adopters are using Droidrun to unlock data from mobile-only platforms, automate critical business workflows, extend robotic process automation (RPA) to mobile devices, support QA automation, and build AI agents that require mobile execution.
Droidrun's answer:
Droidrun allows you to automate any app on your mobile device using natural language command. You can connect your personal device and automate it without writing a single line of code.
Droidrun's answer:
Developers who want to build large scale automations on phone, social media marketers who want to automate tasks at scale, QA engineers who want to test app UI/UX and registration flows.
I recommend Mixpanel to anyone who needs to do tracking of user behavior in web applications in order to measure against goals.
Based on our record, Mixpanel should be more popular than Droidrun. It has been mentiond 28 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.
Mixpanel/Amplitude: Event-based analytics platforms configurable for API usage tracking. - Source: dev.to / over 1 year ago
To collect these metrics effectively, you'll need specialized tools like Google Analytics, Mixpanel, Segment, or Amplitude. - Source: dev.to / over 1 year ago
Mixpanel is a product analytics tool that provides product managers with real-time insights into user behavior, helping them make more informed decisions with instant access to their data. It enables detailed event tracking, such as button clicks and page views, across both web and mobile applications. It offers a centralized platform that consolidates product analytics metrics such as data views, event tracking,... - Source: dev.to / over 1 year ago
Even with thorough preparation, the holiday traffic can bring unexpected challenges. To stay ahead, set up dashboards and alert systems using tools like Grafana, Datadog, or New Relic to monitor platform performance, track errors, and detect anomalies. Additionally, leverage analytics tools such as Google Analytics or Mixpanel to identify drop-off points and optimize the customer journey. - Source: dev.to / over 1 year ago
I assume you already have a NextJS project setup. Also, create a new Mixpanel account from here (If you haven’t already). - Source: dev.to / almost 2 years ago
Droidrun agent reads this tree, sends it to an LLM (GPT, Claude, or Gemini), and asks: "here's what's on the screen. What should I do next?" the LLM responds with a thought process and an action (An example):. - Source: dev.to / 6 months ago
Appium and Droidrun serve different purposes within the mobile automation ecosystem. Appium is focused on deterministic, script-based mobile testing, while Droidrun enables broader, AI-driven automation across apps and platforms, with testing being just one component. - Source: dev.to / 9 months ago
Mobile agents like Droidrun are emerging as the more reliable option compared to browser agents. While browser agents often fail due to complex, changing web structures, anti-bot defenses, and cluttered interfaces, mobile agents operate in more stable environments with cleaner UIs and fewer external blockers. Though they face challenges in cross-app coordination and reliance on accessibility APIs, their dual... - Source: dev.to / 10 months ago
Our journey began approximately six months ago when Droidun was nothing more than an idea. After weeks of development, we created our first working model. Instead of perfecting it in silence, we decided to share our progress with the community. - Source: dev.to / 10 months ago
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Heap - Analytics for web and iOS. Heap automatically captures every user action in your app and lets you measure it all. Clicks, taps, swipes, form submissions, page views, and more.
BrowserStack - BrowserStack is a software testing platform for developers to comprehensively test websites and mobile applications for quality.
Amplitude - Chart Your Path to Growth with Digital Analytics
Testpine - No Code Test Automation for Web & Mobile and Test Management