Cryptology

Cryptology

Cryptology

Key Screener distills crypto market noise into actionable insights. It highlights volume spikes, CVD/OI divergences, and AI-based macro alerts helping traders act early, not react late.

Key Screener distills crypto market noise into actionable insights. It highlights volume spikes, CVD/OI divergences, and AI-based macro alerts helping traders act early, not react late.

Key Screener distills crypto market noise into actionable insights. It highlights volume spikes, CVD/OI divergences, and AI-based macro alerts helping traders act early, not react late.

Key Screener distills crypto market noise into actionable insights. It highlights volume spikes, CVD/OI divergences, and AI-based macro alerts helping traders act early, not react late.

Key Screener distills crypto market noise into actionable insights. It highlights volume spikes, CVD/OI divergences, and AI-based macro alerts helping traders act early, not react late.

MY ROLE

Product Designer

YEAR

2025

TEAM

Designer, PM, 2 Engineers

CEO, PM, R&D, 2 FE,
2 Software Engineers

Key Contributions

Key Contributions

Key Contributions

Key Contributions

  • End-to-End Product Design. Led the design process from research through information architecture and feature definition.


  • Visual Workflow System. Developed a unique visual workflow system that balances power with accessibility.


  • Cross-Functional Collaboration. Facilitated collaboration between business, engineering, and AI research teams


  • AI Assistant Builder. Designed an innovative AI assistant builder that differentiates the platform

  • End-to-End Product Design. Led the design process from research through information architecture and feature definition.


  • Visual Workflow System. Developed a unique visual workflow system that balances power with accessibility.


  • Cross-Functional Collaboration. Facilitated collaboration between business, engineering, and AI research teams


  • AI Assistant Builder. Designed an innovative AI assistant builder that differentiates the platform

  • End-to-End Product Design. Led the design process from research through information architecture and feature definition.


  • Visual Workflow System. Developed a unique visual workflow system that balances power with accessibility.


  • Cross-Functional Collaboration. Facilitated collaboration between business, engineering, and AI research teams


  • AI Assistant Builder. Designed an innovative AI assistant builder that differentiates the platform

Current Results

Current Results

Current Results

Current Results

  • Successful Beta Launch. Platform launched in closed beta with multiple enterprise clients actively using the system.


  • Design System Integration. Engineering team successfully implemented the Align UI design system, accelerating development and ensuring consistent user experience.


  • User Satisfaction. Beta users rate the platform 4.7/5 for usability and have highlighted the assistant builder as particularly valuable.

  • Successful Beta Launch. Platform launched in closed beta with multiple enterprise clients actively using the system.


  • Design System Integration. Engineering team successfully implemented the Align UI design system, accelerating development and ensuring consistent user experience.


  • User Satisfaction. Beta users rate the platform 4.7/5 for usability and have highlighted the assistant builder as particularly valuable.

  • Successful Beta Launch. Platform launched in closed beta with multiple enterprise clients actively using the system.


  • Design System Integration. Engineering team successfully implemented the Align UI design system, accelerating development and ensuring consistent user experience.


  • User Satisfaction. Beta users rate the platform 4.7/5 for usability and have highlighted the assistant builder as particularly valuable.

Problem Statement

Problem Statement

Problem Statement

Problem Statement

Existing platforms overwhelm traders with raw data and lagging indicators. Key Screener solves this by surfacing predictive, high-signal metrics — including CVD divergences, funding imbalances, and volume anomalies — in a single, modular interface.

Existing platforms overwhelm traders with raw data and lagging indicators. Key Screener solves this by surfacing predictive, high-signal metrics — including CVD divergences, funding imbalances, and volume anomalies — in a single, modular interface.

Target Users & Jobs To Be Done

Target Users & Jobs To Be Done

Target Users & Jobs To Be Done

Target Users & Jobs To Be Done

Key Screener serves a spectrum of crypto market participants who require speed, clarity, and precision in their analysis workflows.

Key Screener serves a spectrum of crypto market participants who require speed, clarity, and precision in their analysis workflows.

Primary users include:

Primary users include:

Primary users include:

  1. Intraday traders, who need to monitor shifts in sentiment, funding, and dominance in near real-time.


  2. Swing traders, who look for mid-horizon signals to validate entry/exit points.


  3. Analysts and fund researchers, who track coin-specific and macro trends for portfolio or content strategies.

  1. Intraday traders, who need to monitor shifts in sentiment, funding, and dominance in near real-time.


  2. Swing traders, who look for mid-horizon signals to validate entry/exit points.


  3. Analysts and fund researchers, who track coin-specific and macro trends for portfolio or content strategies.

  1. Intraday traders, who need to monitor shifts in sentiment, funding, and dominance in near real-time.


  2. Swing traders, who look for mid-horizon signals to validate entry/exit points.


  3. Analysts and fund researchers, who track coin-specific and macro trends for portfolio or content strategies.

Secondary users:

Secondary users:

Secondary users:

  1. Crypto-curious professionals (e.g., finance professionals entering Web3), who seek a structured signal layer above raw price feeds.


  1. Long-term investors validating positions using comparative growth, activity, and trend strength.

  1. Crypto-curious professionals (e.g., finance professionals entering Web3), who seek a structured signal layer above raw price feeds.


  1. Long-term investors validating positions using comparative growth, activity, and trend strength.

Product & Design Goals

Product & Design Goals

Product & Design Goals

Product & Design Goals

User Goals:

User Goals:

User Goals:

  1. Identify high-potential tokens to trade today based on real-time signals.


  2. Reduce decision lag by aligning visual hierarchy with user scan patterns.


  3. Replace fragmented workflows with a unified view of trends, volume, funding, and news.

  1. Identify high-potential tokens to trade today based on real-time signals.


  2. Reduce decision lag by aligning visual hierarchy with user scan patterns.


  3. Replace fragmented workflows with a unified view of trends, volume, funding, and news.

  1. Identify high-potential tokens to trade today based on real-time signals.


  2. Reduce decision lag by aligning visual hierarchy with user scan patterns.


  3. Replace fragmented workflows with a unified view of trends, volume, funding, and news.

Business Goals:

Business Goals:

Business Goals:

  1. Increase daily active engagement through timely, actionable data delivery.


  1. Build product differentiation through transparency and signal strength.


  1. Drive long-term retention via predictive insights, not just retrospective charts.

  1. Increase daily active engagement through timely, actionable data delivery.


  1. Build product differentiation through transparency and signal strength.


  1. Drive long-term retention via predictive insights, not just retrospective charts.

Design System

Design System

Design System

Design System

To ensure consistency and speed throughout the process, I integrated the Align UI design system into Lumus AI.

To ensure consistency and speed throughout the process, I integrated the Align UI design system into Lumus AI.

To ensure consistency and speed throughout the process, I integrated the Align UI design system into Lumus AI.

I incorporated Align UI to streamline workflows, maintain consistency across screens, and accelerate developer handoff. Its production-ready, customizable components allowed me to build cohesive interfaces 2x faster, while reducing design-to-development rework by 30%, enabling cross-team alignment and smoother collaboration.

I incorporated Align UI to streamline workflows, maintain consistency across screens, and accelerate developer handoff. Its production-ready, customizable components allowed me to build cohesive interfaces 2x faster, while reducing design-to-development rework by 30%, enabling cross-team alignment and smoother collaboration.

I incorporated Align UI to streamline workflows, maintain consistency across screens, and accelerate developer handoff. Its production-ready, customizable components allowed me to build cohesive interfaces 2x faster, while reducing design-to-development rework by 30%, enabling cross-team alignment and smoother collaboration.

Design Principles

Design Principles

Design Principles

  1. Signal Over Noise

    The UI avoids data for datas sake. Every chart or module must support a user decision.


  2. Clarity at Speed

    Traders dont read they scan. Color, shape, and positioning were optimized for pattern detection at a glance.


  3. Confidence Through Structure

    Consistent components, smart toggles, and grouped indicators help users stay oriented while moving across timeframes or coins.


  4. Scalability Without Overload

    The modular design allows the platform to grow more metrics, more coins without adding visual clutter or user fatigue.

  1. Signal Over Noise

    The UI avoids data for datas sake. Every chart or module must support a user decision.


  2. Clarity at Speed

    Traders dont read they scan. Color, shape, and positioning were optimized for pattern detection at a glance.


  3. Confidence Through Structure

    Consistent components, smart toggles, and grouped indicators help users stay oriented while moving across timeframes or coins.


  4. Scalability Without Overload

    The modular design allows the platform to grow more metrics, more coins without adding visual clutter or user fatigue.

UX & Information Architecture Decisions

UX & Information Architecture Decisions

UX & Information Architecture Decisions

UX & Information Architecture Decisions

Key Screener presents a modular, high-density layout where core signals are grouped by decision category: trend velocity, funding shifts, sentiment levels, and growth momentum. This mirrors how traders mentally organize information by what it means, not where it comes from.


Information is prioritized using visual hierarchy, not quantity:

Key Screener presents a modular, high-density layout where core signals are grouped by decision category: trend velocity, funding shifts, sentiment levels, and growth momentum. This mirrors how traders mentally organize information by what it means, not where it comes from.


Information is prioritized using visual hierarchy, not quantity:

Software Solution

  • Primary signals (e.g., volume spikes, funding divergences) are top-level.


  • Secondary indicators (e.g., social buzz, Google Trends) are grouped below.


  • Timeframes are toggleable inline, avoiding disruptive reloads or navigation jumps.

  • Primary signals (e.g., volume spikes, funding divergences) are top-level.


  • Secondary indicators (e.g., social buzz, Google Trends) are grouped below.


  • Timeframes are toggleable inline, avoiding disruptive reloads or navigation jumps.

  • Primary signals (e.g., volume spikes, funding divergences) are top-level.


  • Secondary indicators (e.g., social buzz, Google Trends) are grouped below.


  • Timeframes are toggleable inline, avoiding disruptive reloads or navigation jumps.

Each module behaves as a self-contained card, enabling fast scanning and reducing cognitive switching. This design also supports scalability new signals or tools can be added without disrupting the users mental model.

Each module behaves as a self-contained card, enabling fast scanning and reducing cognitive switching. This design also supports scalability new signals or tools can be added without disrupting the users mental model.

Key Screens Breakdown 1

Key Screens Breakdown 1

Key Screens Breakdown 1

Scan todays market conditions across all tracked tokens, assess trend strength, volume anomalies, and key divergence signals, then decide where to focus.

Scan todays market conditions across all tracked tokens, assess trend strength, volume anomalies, and key divergence signals, then decide where to focus.

Scan todays market conditions across all tracked tokens, assess trend strength, volume anomalies, and key divergence signals, then decide where to focus.

Key Screens Breakdown 1

Trade-offs made:

Trade-offs made:

Trade-offs made:

Trade-offs made:

Trade-offs made:

  • Price charts are minimized or omitted at the dashboard level to avoid visual overload.


  • Only high-confidence signals are shown no moving averages or lagging indicators unless contextually relevant.

  • Price charts are minimized or omitted at the dashboard level to avoid visual overload.


  • Only high-confidence signals are shown no moving averages or lagging indicators unless contextually relevant.

  • Price charts are minimized or omitted at the dashboard level to avoid visual overload.


  • Only high-confidence signals are shown no moving averages or lagging indicators unless contextually relevant.

Cognitive load reduction techniques:

Cognitive load reduction techniques:

Cognitive load reduction techniques:

Cognitive load reduction techniques:

Cognitive load reduction techniques:

  • Compact cards with unified timeframes.


  • Controlled color use (e.g., muted greens/reds for directional indicators, blues for neutrality).


  • Summary metrics (e.g., 5 tokens with triple divergence today) instead of raw lists.

  • Compact cards with unified timeframes.


  • Controlled color use (e.g., muted greens/reds for directional indicators, blues for neutrality).


  • Summary metrics (e.g., 5 tokens with triple divergence today) instead of raw lists.

  • Compact cards with unified timeframes.


  • Controlled color use (e.g., muted greens/reds for directional indicators, blues for neutrality).


  • Summary metrics (e.g., 5 tokens with triple divergence today) instead of raw lists.

Key Screens Breakdown 2

Key Screens Breakdown 2

Key Screens Breakdown 2

Assess the state of a specific token, including market structure, sentiment, volume flow, and real-time positioning data.

Assess the state of a specific token, including market structure, sentiment, volume flow, and real-time positioning data.

Trade-offs made:

Trade-offs made:

Trade-offs made:

Trade-offs made:

Trade-offs made:

  • No basic chart view by default replaced with positioning and divergence tools.


  • Price movement is contextualized by intent, not just performance.

  • No basic chart view by default replaced with positioning and divergence tools.


  • Price movement is contextualized by intent, not just performance.

Cognitive load reduction techniques:

Cognitive load reduction techniques:

Cognitive load reduction techniques:

Cognitive load reduction techniques:

Cognitive load reduction techniques:

  • Collapsed tabs for Wallets / Liquidity / News to reduce vertical scroll.


  • No data placeholders reduce ambiguity rather than misleading via empty visuals.


  • Inline date and sentiment markers help orient pattern context without zooming.

  • Collapsed tabs for Wallets / Liquidity / News to reduce vertical scroll.


  • No data placeholders reduce ambiguity rather than misleading via empty visuals.


  • Inline date and sentiment markers help orient pattern context without zooming.

Fund Wallets – “Smart Money” Tracking

Fund Wallets – “Smart Money” Tracking

Fund Wallets – “Smart Money” Tracking

Fund Wallet view tracks capital movement across known institutional wallets helping users front-run large shifts in positioning.

Fund Wallet view tracks capital movement across known institutional wallets helping users front-run large shifts in positioning.

Cognitive load reduction:

Cognitive load reduction:

Cognitive load reduction:

Cognitive load reduction:

Cognitive load reduction:

  • Visual grouping by entity.


  • Use of green/red for growth or decline, with toggleable expansion


  • Discreet but visible wallet counts to indicate diversification vs. concentration.

  • Visual grouping by entity.


  • Use of green/red for growth or decline, with toggleable expansion


  • Discreet but visible wallet counts to indicate diversification vs. concentration.

Design decision:

Design decision:

Color-coded matrix style supports rapid scanning across indicators and assets. Sorting and pinning add power-user control.

Color-coded matrix style supports rapid scanning across indicators and assets. Sorting and pinning add power-user control.

Volumes View

Volumes View

Volumes View

Dig deeper into transactional metrics that drive real movement: liquidity, volume, and CVD.

Dig deeper into transactional metrics that drive real movement: liquidity, volume, and CVD.

Heat Map

Heat Map

Heat Map

Detect behavioral clusters and outliers at a glance especially across sectors or sentiment states.

Detect behavioral clusters and outliers at a glance especially across sectors or sentiment states.

Growth Leaders

Growth Leaders

Growth Leaders

Identify which tokens are outperforming peers across short-term and mid-term horizons, then isolate those with sustained structural momentum.

Identify which tokens are outperforming peers across short-term and mid-term horizons, then isolate those with sustained structural momentum.

Trade-offs made:

Trade-offs made:

Trade-offs made:

Trade-offs made:

Trade-offs made:

  • No static leaderboards avoids false signals from short-lived pumps


  • Minimal text users read the curve, not copy

  • No static leaderboards avoids false signals from short-lived pumps


  • Minimal text users read the curve, not copy

Cognitive load reduction techniques:

Cognitive load reduction techniques:

Cognitive load reduction techniques:

Cognitive load reduction techniques:

Cognitive load reduction techniques:

  • Color-coded coins with matching legends reduce visual re-scanning


  • Uniform Y-axis scaling to prevent misreading slope severity


  • Toggle-based interaction minimizes UI complexity for power users

  • Color-coded coins with matching legends reduce visual re-scanning


  • Uniform Y-axis scaling to prevent misreading slope severity


  • Toggle-based interaction minimizes UI complexity for power users

Predominant Sectors

Predominant Sectors

Predominant Sectors

Understand which sectors are gaining/losing dominance and how capital is reallocating.

Understand which sectors are gaining/losing dominance and how capital is reallocating.

Portfolio View

Portfolio View

Portfolio View

Traders want risk awareness, not just balance tracking. This view shows sector exposure, value-at-risk, and position effectiveness giving clarity without requiring third-party tools.

Traders want risk awareness, not just balance tracking. This view shows sector exposure, value-at-risk, and position effectiveness giving clarity without requiring third-party tools.

Traders want risk awareness, not just balance tracking. This view shows sector exposure, value-at-risk, and position effectiveness giving clarity without requiring third-party tools.

News Impact

News Impact

News Impact

Understand which events, announcements, or narratives are actively moving the market and how specific assets are reacting

Understand which events, announcements, or narratives are actively moving the market and how specific assets are reacting

Trade-offs made:

Trade-offs made:

Trade-offs made:

Trade-offs made:

Trade-offs made:

  • Excludes social media by design only structured sources included.


  • No push-based alerts user pulls what matters when needed.

Cognitive load reduction techniques:

Cognitive load reduction techniques:

Cognitive load reduction techniques:

Cognitive load reduction techniques:

Cognitive load reduction techniques:

  • Binned categories (Macro, Token, Sector) provide immediate orientation.


  • Minimalist cards with headlines + 1-sentence insight.


  • Sentiment trend arrows show news trajectory without requiring full read.

Data Visualization & UX Rationale

Data Visualization & UX Rationale

Data Visualization & UX Rationale

Key Screener is not a charting tool its a signal delivery system. Every visual component was selected based on one question: How fast can this help a user detect, validate, or reject a trading idea?

Key Screener is not a charting tool its a signal delivery system. Every visual component was selected based on one question: How fast can this help a user detect, validate, or reject a trading idea?

We avoided traditional candle charts at the dashboard level. Instead, those are embedded within the Coin Page, where technical analysis may be appropriate but always alongside positioning and sentiment tools.

We avoided traditional candle charts at the dashboard level. Instead, those are embedded within the Coin Page, where technical analysis may be appropriate but always alongside positioning and sentiment tools.

Color & Contrast Logic

Color & Contrast Logic

Color & Contrast Logic

Color & Contrast Logic

Color & Contrast Logic

In volatile markets, color is not decoration its cognitive load. Our system uses color as a signal hierarchy:

In volatile markets, color is not decoration its cognitive load. Our system uses color as a signal hierarchy:

In volatile markets, color is not decoration its cognitive load. Our system uses color as a signal hierarchy:

  • Greens/Reds are reserved for directional indicators (price delta, sentiment shift).


  • Blues indicate positioning signals or neutral data.


  • Grays/Monochrome indicate inactive, default, or non-alert states.

  • Greens/Reds are reserved for directional indicators (price delta, sentiment shift).


  • Blues indicate positioning signals or neutral data.


  • Grays/Monochrome indicate inactive, default, or non-alert states.

We applied minimal saturation to avoid over-triggering the users attention especially in dark mode, where high-chroma colors can fatigue the eye or overstate a signal.

We applied minimal saturation to avoid over-triggering the users attention especially in dark mode, where high-chroma colors can fatigue the eye or overstate a signal.

Icons and UI chrome were similarly subdued, giving visual priority to charted data and module content.

Icons and UI chrome were similarly subdued, giving visual priority to charted data and module content.

Pattern Detection Support

Pattern Detection Support

Pattern Detection Support

Pattern Detection Support

Pattern Detection Support

Most users aren't reading charts theyre scanning for patterns. We designed all visuals with these principles in mind:

Most users aren't reading charts theyre scanning for patterns. We designed all visuals with these principles in mind:

Most users aren't reading charts theyre scanning for patterns. We designed all visuals with these principles in mind:

  • Uniform axis scaling across comparative charts to avoid misreading slope or growth


  • Persistent toggles (OI, CVD, WAP) allow side-by-side driver analysis without context switching


  • Temporal alignment of news and data charts allows cause-effect relationships to surface visually


  • Microcopy and summaries (e.g., 5 tokens with triple divergence today) act as pattern previews

  • Uniform axis scaling across comparative charts to avoid misreading slope or growth


  • Persistent toggles (OI, CVD, WAP) allow side-by-side driver analysis without context switching


  • Temporal alignment of news and data charts allows cause-effect relationships to surface visually


  • Microcopy and summaries (e.g., 5 tokens with triple divergence today) act as pattern previews

This supports fast filtering of which signals deserve deeper attention and which can be dismissed.

This supports fast filtering of which signals deserve deeper attention and which can be dismissed.

Accessibility & Dark Mode Strategy

Accessibility & Dark Mode Strategy

Accessibility & Dark Mode Strategy

Accessibility & Dark Mode Strategy

Accessibility & Dark Mode Strategy

Dark mode is the default not for style, but for clarity. High-density dashboards are easier to parse when light isnt competing with signal.


We ensured:

Dark mode is the default not for style, but for clarity. High-density dashboards are easier to parse when light isnt competing with signal.


We ensured:

  • Sufficient contrast ratios for all text, icons, and chart lines


  • Consistent color logic across modules to support visual memory


  • Non-reliance on hue alone icons, labels, and chart structure support interpretation for colorblind users

  • Sufficient contrast ratios for all text, icons, and chart lines


  • Consistent color logic across modules to support visual memory


  • Non-reliance on hue alone icons, labels, and chart structure support interpretation for colorblind users

Tooltips, legends, and state changes were tested at low brightness to ensure clarity even in edge-case viewing environments.

Tooltips, legends, and state changes were tested at low brightness to ensure clarity even in edge-case viewing environments.

Summary

Summary

Summary

Summary

Key Screener compresses time-to-insight. It turns fragmented crypto data into structured, decision-ready signals helping professionals act faster, with more confidence, and less noise.

Key Screener compresses time-to-insight. It turns fragmented crypto data into structured, decision-ready signals helping professionals act faster, with more confidence, and less noise.

Takeaways

Takeaways

Takeaways

Takeaways

Always start with information architecture. Creating a
solid foundation for the complex feature set ensured a coherent user experience.

Always start with information architecture. Creating a
solid foundation for the complex feature set ensured a coherent user experience.

Always start with information architecture. Creating a
solid foundation for the complex feature set ensured a coherent user experience.

Early design system saved dev time
Prevented UI rework and enabled faster,
more consistent delivery.

Early design system saved dev time
Prevented UI rework and enabled faster,
more consistent delivery.

Early design system saved dev time
Prevented UI rework and enabled faster,
more consistent delivery.

Balancing power and accessibility

Progressive disclosure and thoughtful defaults made complex capabilities approachable.

Balancing power and accessibility

Progressive disclosure and thoughtful defaults made complex capabilities approachable.

Balancing power and accessibility

Progressive disclosure and thoughtful defaults made complex capabilities approachable.

Early engineering collaboration. Partnering with engineers from the concept phase ensured technical feasibility and smoother implementation of complex features.

Early engineering collaboration. Partnering with engineers from the concept phase ensured technical feasibility and smoother implementation of complex features.

Early engineering collaboration. Partnering with engineers from the concept phase ensured technical feasibility and smoother implementation of complex features.