What are the most confident teams using to build AI? → 2026 Benchmark Report

AI in production: Managing capacity with flow control

What do you need to take your LLM based product from demo to production?

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Whether it's a core part of your functionality or a behind-the-scenes helper, if you're building right now, you're probably building with AI. AI offers so much functionality to your product that it has become almost expected. In our [2026 benchmark survey](/blog/ai-in-production-report-2026?ref=blog-manage-capacity-ai), 68% of teams running async workflows in production reported building AI workflows—and only 19% were very confident their stack could handle 2–3× scale.

Learn more about AI in production: Managing capacity with flow control in our guide today.