Panto AI

@Panto__AI

A swarm of agents runs your app on 150+ Real Mobile devices and flags bugs, Autonomously. No Script, No Maintenance. qa.getpanto.ai/playground

AI QA for Mobile apps ▶

getpanto.ai

Joined October 2024

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Tech Twitter 💻
Panto AI
@Panto__AI
Aug 13
App retention is one of the clearest signals of product health. Global benchmarks show retention falling from 26% on Day 1 to just 7% by Day 30. But the real story is more nuanced: platform, category, acquisition, and product quality all matter.
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Tech Twitter 💻
Panto AI
@Panto__AI
Aug 12
Python’s mobile testing ecosystem goes far beyond Appium. From pytest and Robot Framework to Uiautomator2, Airtest, Poco and Frida, each tool solves a different mobile QA problem. The right choice depends on your platform, app architecture, and maintenance needs.
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Tech Twitter 💻
Panto AI
@Panto__AI
Aug 11
Flutter makes cross-platform development easier—but testing it comes with a unique challenge. Its rendering architecture can make traditional automation struggle to identify and interact with Flutter widgets reliably. A layered testing strategy is essential. 🧵
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Tech Twitter 💻
Panto AI
@Panto__AI
Aug 10
Mobile games aren’t tested like standard apps. Canvas-based rendering, complex gestures, FPS drops, device fragmentation, network issues, and unpredictable game states all create unique QA challenges. The right strategy combines automation with human playtesting.👀
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Tech Twitter 💻
Panto AI
@Panto__AI
Aug 5
DevOps adoption is growing, but so is the performance gap. • Only 19% of teams are elite performers. • They deploy 182× more often. • They recover 2,293× faster. • AI adoption has reached 90%, but speed alone doesn't improve reliability. 🧵
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