NeuralCanvas - Sketch to UI Wireframes

01 From Napkin to Production

Designers sketch on paper, then recreate in Figma. NeuralCanvas eliminates that friction. Draw your UI idea, and watch it transform into clean, editable wireframes in real-time. All processing happens on your Mac - your designs never leave your device.

// Transform sketches to wireframes
struct SketchProcessor {
    private let recognitionModel: VNCoreMLModel
    private let layoutEngine: LayoutEngine

    func process(_ drawing: PKDrawing) async -> Wireframe {
        let strokes = drawing.strokes
        let recognized = await recognizeComponents(strokes)
        return layoutEngine.arrange(recognized)
    }
}

02 On-Device Intelligence

A custom Core ML model trained to recognize UI primitives: buttons, text fields, cards, navigation bars. The model runs entirely on Apple Silicon, achieving sub-100ms recognition even for complex sketches.

// Component recognition with Core ML
func recognizeComponents(_ strokes: [PKStroke]) async -> [UIComponent] {
    let model = try! UIComponentClassifier()

    return await withTaskGroup(of: UIComponent?.self) { group in
        for stroke in strokes.grouped() {
            group.addTask {
                let prediction = try? model.prediction(
                    drawing: stroke.rasterized()
                )
                return prediction?.component
            }
        }
        return await group.compactMap { $0 }.collect()
    }
}

03 Style Mirror

Drop any image - a screenshot, a design from Dribbble, your competitor's app - and NeuralCanvas extracts the design tokens. Colors, typography, spacing, border radii. Apply them to your wireframes instantly.

// Extract design tokens from any image
struct StyleMirror {
    func extractTokens(from image: NSImage) async -> DesignTokens {
        let colors = await extractColorPalette(image)
        let typography = await detectTypography(image)
        let spacing = await analyzeSpacing(image)

        return DesignTokens(
            primary: colors.dominant,
            secondary: colors.accent,
            fonts: typography,
            spacing: spacing.scale,
            radii: await detectBorderRadii(image)
        )
    }
}

04 Clean Vector Output

Export your wireframes as SVG, SwiftUI code, or React components. The generated code follows best practices - no magic numbers, proper component composition, accessibility labels included.

// Generate production-ready SwiftUI
extension Wireframe {
    func toSwiftUI() -> String {
        let builder = SwiftUICodeBuilder()

        for component in self.components {
            builder.add(component.swiftUIView)
            builder.addAccessibility(component.a11yLabel)
        }

        return builder
            .wrapInVStack(spacing: designTokens.spacing)
            .formatted()
    }
}