Make AI tools smarter
with semantic understanding
Nuanced combines static analysis with AI to give coding tools deeper understanding of code behavior.
Get Early AccessBuilt by developers who've been there
We're ex-GitHub engineers and researchers who've scaled some of the world's largest developer platforms. We've seen AI's potential—and its pitfalls. We're dedicated to advancing AI coding tools by addressing their limitations, and ensuring they truly empower developers.
For tool builders
Whether you're building the next IDE or AI assistant, our semantic understanding layer helps your tools make better decisions.
Latest Posts
February 3, 2025
Memory profilers, call graphs, exception reports, and telemetry: here’s what happened when we gave AI coding tools system-wide context
January 23, 2025
Beyond file trees: why AI coding assistants need smarter context
January 2, 2025
The reliability gap: as AI writes more code, we need better tools to trust it