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PostHog: Agent Enablement Infrastructure
Discover how to empower agents with product source code, customer engagement data, and instance state context to deliver precise, actionable customer solutions.
We replaced our CS platform with a tool we built on top of the customer usage data PostHog already collects. It turns raw events into signals a GTM team can act on, and the way we structured the data is what lets agents work with it, not just humans. Live, I’ll open Claude in a terminal and ask it to debug a test customer question, and watch it pull from three sources at once - the product source code, the customer’s engagement with PostHog, and the customer’s own event data - and return an answer that shows exactly what each one contributed. The bigger picture: by 2030, I believe software’s primary users will be agents. This tool is my team’s first step in that direction, starting with the GTM stack we use ourselves.
- ClaudeClaude is Anthropic's flagship family of large language models (LLMs): a high-performance, Constitutional AI system built for safety, complex reasoning, and expert-level collaboration.Claude is a next-generation AI assistant developed by Anthropic, a research firm prioritizing AI safety. The models (including Opus, Sonnet, and Haiku) leverage Constitutional AI to ensure helpful, honest, and harmless outputs, a key differentiator from competitors. Claude excels at complex enterprise tasks: processing massive context windows for in-depth data analysis, generating and reviewing code, and providing expert-level summarization for documents up to 200,000 tokens. It is deployed as a conversational chatbot and via API, offering scalable AI solutions for developers and businesses.
- PostHogPostHog is the all-in-one, open-source platform for product engineers: analyze, test, observe, and deploy features from a single stack.PostHog delivers a comprehensive developer platform, eliminating tool sprawl for product teams. It bundles critical tools like Product Analytics, Session Replay, Feature Flags, and A/B Testing into a single, cohesive system. Engineers gain a single source of truth for customer data, allowing them to debug code, ship features faster, and understand user behavior without complex integrations. The platform is open-source, offers a generous free tier, and is trusted by over 190,000 teams (as of 2024) for its transparent, usage-based pricing model.
- ClickHouseAn open-source, columnar OLAP DBMS: engineered for lightning-fast, real-time analytics on petabytes of data.ClickHouse is the high-performance, open-source columnar DBMS built for Online Analytical Processing (OLAP). Its architecture, featuring columnar storage and vectorized query execution, is specifically engineered to handle massive data volumes: think billions of rows and petabytes of data. This design enables lightning-fast, real-time analytical queries using standard SQL. It is a proven solution for real-time monitoring, log analytics, time-series data, and large-scale business intelligence (BI) workloads.
- VercelVercel is the Frontend Cloud: a unified platform for building, deploying, and scaling modern web applications, including Next.js, with performance-focused global infrastructure.Vercel delivers a frictionless developer experience for the modern web, focusing on the 'Develop, Preview, Ship' workflow. As the creator and maintainer of the Next.js framework, Vercel offers first-class support for full-stack React applications, alongside other popular frameworks like SvelteKit and Nuxt. Its core value is instant, Git-based deployment (e.g., automatic preview environments for every pull request) and automatic scaling via serverless functions (Edge Functions) and a global Content Delivery Network (CDN). This infrastructure ensures high performance, low latency, and zero-configuration scaling for applications used by companies like Apple and IBM.
- ReactReact is an open-source JavaScript library for building dynamic user interfaces (UIs).React is a component-based JavaScript library, developed by Meta (Facebook), engineered for building fast, declarative UIs. It mandates a one-way data flow and utilizes a Virtual DOM mechanism to ensure efficient, predictable updates to the user interface. Developers construct complex UIs by composing small, encapsulated components; this architecture promotes code reusability and simplifies state management across large applications. The library employs JSX (a syntax extension) to integrate HTML-like markup directly within JavaScript logic, supporting development for both web (React DOM) and native mobile platforms (React Native).