design-spec-extraction

You can extract design specs from screenshots by processing visual inputs through a 7-pass serial architecture that generates tokens, component trees, and accessibility analysis. This produces a deterministic design-spec.json file ready for developer handoff.

Generating design tokens from mockups is best handled by a multi-pass extraction architecture that cross-validates visual inputs. This approach produces production-ready JSON specifications including token definitions and component trees for system integration.

Yes, design spec extraction supports accessibility analysis by processing design exports through its serial architecture. It evaluates visual inputs and includes accessibility findings directly within the final JSON design specification output.

Design spec extraction produces deterministic, machine-readable JSON outputs written to disk during each pass. These audit-ready artifacts are designed for integration with design tooling and CI pipelines to automate handoff.

Turning visual design exports into a component tree requires a multi-pass cross-validation process that analyzes the mockup structure. The extraction architecture maps visual elements into a structured JSON component tree for engineering handoff.

Automated design spec extraction requires clear visual inputs to accurately generate tokens and accessibility analysis. While the 7-pass architecture ensures traceability, complex or ambiguous screenshots may produce less deterministic JSON outputs for handoff.