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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Key Outcomes • Reclaimed ~4.6 hours/week per engineer, directly boosting coding focus and output • Reduced context-switching on repeatable tasks by targeting 85% of lost time • Created a scalable foundation for AI-driven knowledge access, accelerating onboarding, debugging, and cross-team collaboration 
Baseline
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Key Outcomes\n• Reclaimed ~4.6 hours/week per engineer, directly boosting coding focus and output\n• Reduced context-switching on repeatable tasks by targeting 85% of lost time\n• Created a scalable foundation for AI-driven knowledge access, accelerating onboarding, debugging, and cross-team collaboration\n
Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Key Outcomes • Significantly reduced abandonment in bundling scenarios • Enabled faster, more accurate multi-product quotes with dynamic adjustments • Improved user trust and completion rates through transparent, intuitive progression

Baseline
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Key Outcomes\n• Significantly reduced abandonment in bundling scenarios\n• Enabled faster, more accurate multi-product quotes with dynamic adjustments\n• Improved user trust and completion rates through transparent, intuitive progression

Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Baseline
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Key Outcomes • Significantly reduced abandonment in bundling scenarios • Enabled faster, more accurate multi-product quotes with dynamic adjustments • Improved user trust and completion rates through transparent, intuitive progression

Baseline
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Baseline
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Baseline
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Baseline
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recovery under AI and scale pressure

Key Outcomes • Reclaimed ~4.6 hours/week per engineer, directly boosting coding focus and output • Reduced context-switching on repeatable tasks by targeting 85% of lost time • Created a scalable foundation for AI-driven knowledge access, accelerating onboarding, debugging, and cross-team collaboration 
Baseline
All metrics measured 60 days pre/post launch, n=312 active users","absoluteBoundingBox":{"x":1691.0,"y":20620.0,"width":321.0,"height":1145.0},"isolatedAbsoluteRenderBounds":{"x":1691.0,"y":20620.0,"width":321.0,"height":1145.0},"relativeTransform":[[1.0,0.0,42.0],[0.0,1.0,23409.0]],"size":{"x":321.0,"y":1145.0},"fills":[{"blendMode":"NORMAL","type":"SOLID","color":{"r":0.0,"g":0.0,"b":0.0,"a":1.0},"visible":true,"opacity":1.0}],"visible":false,"constraints":{"vertical":"TOP_BOTTOM","horizontal":"LEFT_RIGHT"},"constraintValues":{"left":{"pixelOffset":42.0,"sizeFraction":0.0},"right":{"pixelOffset":-437.0,"sizeFraction":1.0},"top":{"pixelOffset":23409.0,"sizeFraction":0.0},"bottom":{"pixelOffset":3353.0,"sizeFraction":1.0}},"strokeAlign":"OUTSIDE","strokes":[],"effects":[],"accessibleHTMLTag":"AUTO","isDecorativeImage":false,"ariaAttributes":{},"interactions":[],"characterStyleOverrides":[7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,0,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6],"characters":"Productivity recovery under AI and scale pressure

Key Outcomes\n• Reclaimed ~4.6 hours/week per engineer, directly boosting coding focus and output\n• Reduced context-switching on repeatable tasks by targeting 85% of lost time\n• Created a scalable foundation for AI-driven knowledge access, accelerating onboarding, debugging, and cross-team collaboration\n
Baseline
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Key Outcomes • Reclaimed ~4.6 hours/week per engineer, directly boosting coding focus and output • Reduced context-switching on repeatable tasks by targeting 85% of lost time • Created a scalable foundation for AI-driven knowledge access, accelerating onboarding, debugging, and cross-team collaboration 
Baseline
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Key Outcomes\n• Reclaimed ~4.6 hours/week per engineer, directly boosting coding focus and output\n• Reduced context-switching on repeatable tasks by targeting 85% of lost time\n• Created a scalable foundation for AI-driven knowledge access, accelerating onboarding, debugging, and cross-team collaboration\n
Baseline
All metrics measured 60 days pre/post launch, n=312 active users","lineIndentations":[0,0,0,0,0],"lineTypes":["NONE","NONE","NONE","NONE","NONE"],"listStartOffsets":[],"lineStyleOverrides":[0,0,0,0,0],"lineTextDirections":null,"textAutoResize":"HEIGHT","style":{"fontFamily":"Inter","fontPostScriptName":null,"fontStyle":"Regular","textAutoResize":"HEIGHT","fontVariantPosition":"NORMAL","fontSize":32.0,"textAlignHorizontal":"LEFT","textAlignVertical":"TOP","letterSpacing":-1.6,"letterSpacingValue":-5.0,"letterSpacingUnit":"PERCENT","lineHeightPx":46.0800018310547,"lineHeightPercent":118.985916137695,"lineHeightPercentFontSize":144.0,"lineHeightUnit":"FONT_SIZE_%","paragraphSpacing":0,"paragraphIndent":0,"listSpacing":0,"italic":false,"textCase":"ORIGINAL","textDecoration":"NONE","textDecorationSkipInk":false,"textDecorationStyle":"solid","textTruncation":"DISABLED"},"styleOverrideTable":{"7":{"fontFamily":"Inter","fontPostScriptName":"Inter-Bold","fontStyle":"Bold","fills":[{"blendMode":"NORMAL","type":"SOLID","color":{"r":0.10196078568697,"g":0.596078455448151,"b":0.454901963472366,"a":1.0},"visible":true,"opacity":1.0}],"paragraphSpacing":0,"paragraphIndent":0,"listSpacing":0,"italic":false,"textCase":"ORIGINAL","textDecoration":"NONE","textDecorationSkipInk":false,"textDecorationStyle":"solid","textAutoResize":"NONE","textTruncation":"DISABLED","lineHeightPercent":100,"lineHeightPercentFontSize":100},"6":{"fontSize":16.0,"paragraphSpacing":0,"paragraphIndent":0,"listSpacing":0,"italic":false,"textCase":"ORIGINAL","textDecoration":"NONE","textDecorationSkipInk":false,"textDecorationStyle":"solid","textAutoResize":"NONE","textTruncation":"DISABLED","lineHeightPercent":100,"lineHeightPercentFontSize":100},"1":{"fontFamily":"Inter","fontPostScriptName":"Inter-Bold","fontStyle":"Bold","paragraphSpacing":0,"paragraphIndent":0,"listSpacing":0,"italic":false,"textCase":"ORIGINAL","textDecoration":"NONE","textDecorationSkipInk":false,"textDecorationStyle":"solid","textAutoResize":"NONE","textTruncation":"DISABLED","lineHeightPercent":100,"lineHeightPercentFontSize":100}}},"2799:958":{"type":"FRAME","id":"2799:958","name":"Frame 651","absoluteBoundingBox":{"x":331.0,"y":16784.0,"width":357.0,"height":250.0},"isolatedAbsoluteRenderBounds":{"x":331.0,"y":16784.0,"width":357.0,"height":250.0},"relativeTransform":[[1.0,0.0,26.0],[0.0,1.0,19573.0]],"size":{"x":357.0,"y":250.0},"fills":[],"visible":false,"constraints":{"vertical":"TOP","horizontal":"LEFT_RIGHT"},"constraintValues":{"left":{"pixelOffset":26.0,"sizeFraction":0.0},"right":{"pixelOffset":-897.0,"sizeFraction":1.0},"top":{"pixelOffset":19573.0,"sizeFraction":0.0}},"strokeAlign":"INSIDE","strokes":[],"effects":[],"accessibleHTMLTag":"AUTO","isDecorativeImage":false,"ariaAttributes":{},"interactions":[],"clipsContent":true,"layoutMode":"VERTICAL","counterAxisAlignItems":"CENTER","primaryAxisAlignItems":"CENTER","primaryAxisSizingMode":"FIXED","counterAxisSizingMode":"FIXED","children":["2799:959"]},"2799:2858":{"type":"FRAME","id":"2799:2858","name":"Frame 412","absoluteBoundingBox":{"x":1457.0,"y":12933.0,"width":1188.0,"height":228.0},"isolatedAbsoluteRenderBounds":{"x":1457.0,"y":12933.0,"width":1188.0,"height":228.0},"relativeTransform":[[1.0,0.0,-192.0],[0.0,1.0,15722.0]],"size":{"x":1188.0,"y":228.0},"fills":[],"visible":false,"constraints":{"vertical":"TOP_BOTTOM","horizontal":"LEFT"},"constraintValues":{"left":{"pixelOffset":-192.0,"sizeFraction":0.0},"top":{"pixelOffset":15722.0,"sizeFraction":0.0},"bottom":{"pixelOffset":-5251.0,"sizeFraction":1.0}},"strokeAlign":"INSIDE","strokes":[],"effects":[],"accessibleHTMLTag":"AUTO","isDecorativeImage":false,"ariaAttributes":{},"interactions":[],"clipsContent":true,"layoutMode":"HORIZONTAL","counterAxisAlignItems":"CENTER","primaryAxisAlignItems":"CENTER","primaryAxisSizingMode":"FIXED","counterAxisSizingMode":"FIXED","children":["2799:2859"]},"2799:1467":{"type":"TEXT","id":"2799:1467","name":"Vega Design System — Foundations • Shared FinTech design system for advisor platforms • Defined primitives: color roles, typography scale, spacing, radius • Button and component variants standardized at the system level • Token-first approach ensures WCAG 2.0 accessibility by default • Enables consistent, predictable implementation across desktop and mobile

Baseline
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Baseline
Before systemization, UI patterns were fragmented across teams, with inconsistent styling, duplicated components, and manual rework. 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Baseline
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