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Work smarter with [PostHog AI](https://posthog.com/ai) to get direct answers to questions about your data.\n\n### Hello, builder!\n\nWhat can I help you with?\n\n/For commands\n\nLearnBuildSignals\n\n![A construction hedgehog carrying a pipe](https://res.cloudinary.com/dmukukwp6/image/upload/q_auto,f_auto/construction_hog_80a362973d.png)\n\n## Build better products with better data\n\nNot your mama's data integrations. Third party data is imported into PostHog's CDP and warehouse and lives as a first-class citizen. This means you can query third party data _and_ product usage data, leading to more informed decisions.\n\nData sources & import\n\nReverse ETL & export\n\nManage & query\n\n## Triage issues, fix them automatically\n\nUse PostHog's debugging tools to quickly find issues and get the context to fix them.\n\n**New:** [PostHog Desktop](https://posthog.com/desktop) proactively finds bugs, fixes them, and creates pull requests automatically.\n\n[Logs](https://posthog.com/logs)\n\nSearch and analyze your logs in PostHog\n\n![](https://res.cloudinary.com/dmukukwp6/image/upload/debug_mobile_light_ea5c6b2c8b)\n\n![](https://res.cloudinary.com/dmukukwp6/image/upload/debug_mobile_dark_b2dd35e12d)\n\n![](https://res.cloudinary.com/dmukukwp6/image/upload/debug_desktop_light_fd5d72221c)\n\n![](https://res.cloudinary.com/dmukukwp6/image/upload/debug_desktop_dark_471e9d86d6)\n\n![](https://res.cloudinary.com/dmukukwp6/image/upload/q_auto,f_auto/coastal_hog_79dc4dff47.png)\n\n## Ship features safely & get feedback\n\nNow that you know what's happening, you can make informed decisions about what to build.\n\nPostHog helps you roll out features to specific users or groups, then test and validate ideas before you ship them to everyone.\n\nAnd you can build it all with [PostHog Desktop](https://posthog.com/desktop), our new AI code editor. It builds new features with the proper PostHog instrumentation and lets you manage AI agents in parallel.\n\nFeature development\n\nData APIs & automation\n\nFeedback & training\n\n* * *\n\n## Context warehouse\n\nHaving all your product data in one place means you can make more informed decisions. Push all your data to PostHog, then send it anywhere else you need, too.\n\n## Automatic tooling\n\nIn a previous era of building products, you'd need to configure event tracking and feature flags manually. Now, your AI coding agent can use the [PostHog MCP](https://posthog.com/docs/model-context-protocol) to configure PostHog without leaving your ADE.\n\n## Data exploration\n\nInstead of building insights from scratch, chat with [PostHog AI](https://posthog.com/ai) to have it do the hard work for you. If you want to do a deep dive, try [Notebooks](https://posthog.com/notebooks) where you can compile multiple insights and write up your findings on an infinite canvas. And if you want to monitor metrics over time, save them to [Dashboards](https://posthog.com/dashboards).\n\n### PostHog AI demos\n\nWe've got a [generous free tier](https://posthog.com/pricing), so you can kick the tires without even entering a credit 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