Timbal AI

<p>what stood out to me is that you're thinking about monitoring and evaluation from the start those are usually the things people only worry about after they've already shipped. </p>

<p>I've built a few AI workflows recently and i've realized the hardest part isn't getting the first demo working it's everything that comes afer. i love that Timbal is focusing on the production side instead of stopping at the prototype. </p>

<p>I've found myself jumpingh between way too many AI tools on a single project so the idea of bringing everything togetehr really stand out. Less context switching usually means I can spend more time building. </p>

<p>Hey Product Hunt 👋🏻<br><br>I'm Martí, co-founder and CEO of Timbal AI.<br><br>In today's AI world, going from 0 to 1 it's easy fast and cheap, going from 1 to 100 is not. <br><br>Complex data, legacy software, messy folders and heavy compliance and cybersecurity requirements, that's the enterprise reality.<br><br>You can prototype an agent in an afternoon, but then the real work starts. You have to wire together a vector database, an orchestration framework, a UI tool, and an observability layer. Before you know it, you're maintaining a fragmented stack of vendors, and your app still breaks in ways you can't easily trace.<br><br>Timbal is the unified stack that closes that gap. Everything you need to go from idea to production lives in one place:<br><br>A Database Native to AI: Run vector, keyword, and relational searches in a single query, ensuring your agents are always grounded in your actual data.<br><br>Deterministic Workflows: A reliable runtime for agents with built-in observability, traceability, and evals. You will always know exactly why your AI made a specific decision.<br><br>Omnichannel Visual Builder: Turn your logic into real apps instantly. Ship directly to the web, WhatsApp, email, or voice.<br><br>Our core is open source (Python framework, NPM packages, and TypeScript SDK on GitHub). You can stay in the code, build visually, or seamlessly mix both.<br><br>Putting this in front of the PH community is the milestone we’ve been waiting for. We want your brutal feedback—tell us what you'd build, what's missing, and where you think we're wrong.<br><br>Let's chat in the comments!<br><br>Martí &amp; the Timbal team</p>