Dashboard & Company Search Redesign

This case study marks my transition into Product Design at PandaMatch, focusing on the core challenge of transforming a complex, data-heavy B2B tool into an intuitive lead-generation engine. By analyzing and focusing on high-impact UX improvements, I bridged the gap between advanced backend capabilities and user-centric frontend clarity.

Focus Area :

MVP Strategy, User Onboarding, and Error Prevention Logic

Core Objective :

To launch a high-speed "Leads Finder" MVP that validates market demand while minimizing user friction and financial anxiety.

Brief Context

  • When I joined PandaMatch, the platform’s identity was rooted in its "Lookalike Company Search" feature.

  • Users would input a domain or description to find similar companies and their associated professional contacts. However, the dashboard was functionally "crowded."

  • My mission was to clean the dashboard workspace to ensure sales professionals could focus on leads rather than fighting the interface.

  • This was a delicate balance: I needed to elevate the UX while respecting the existing technical architecture to ensure a fast, resource-efficient deployment.

Challenges

High-Density Filtration :

The sidebar contained a massive number of filters (Footprint score, Consensus, Match Precision, etc.) that lacked visual hierarchy, causing significant cognitive load.

Technical Resource Constraints :

We had a set team and timeline already focused on backend tasks; my designs had to be "dev-friendly" and implementable without drastic code refactoring.

Ambiguous Terminology :

Features like "Negative Search" relied on the user intuitively knowing it meant "Exclude," which led to frequent errors and support inquiries.

"Invisible" Input Triggers :

The domain search field required an "Enter" key press to commit a tag, but the UI provided no hint, leading users to believe the system was unresponsive.

Future Integration Planning :

I had to design a workspace that only focused on companies today but could seamlessly house the upcoming leads finder and community features tomorrow.

Design Approach

I began with testing, using the dashboard as a new user and watching other users also interviewing stakeholders to identify where sales teams were dropping off. My approach centered on Clarity and Categorization.

The Dual-Font Visual Identity :

To handle high information density, I moved away from a single-font approach.

  • Sora (Display): Used for titles and headers in All Caps to provide a bold, geometric "anchor" for the eyes.

  • Inter (Utility): Chosen for search results and tabular data because it remains highly readable even when space is tight, allowing for more data points per screen.

Grouping & Color Logic :

Instead of a single scrolling list of filters, I grouped parameters into thematic categories (e.g., Search Type, Match Precision, Social Scrapping). I used different color shades for these groups to create subconscious boundaries, helping users memorize the "location" of their favorite filters.

Progressive Disclosure for "Negative Filters" :

I completely overhauled the "Negative" search field. I renamed it "Exclude Keywords" and tucked it behind a checkbox. This reduced the visual clutter for standard users while making the feature explicit for advanced users.

Solutions

Interactive Input Hints: :

To fix the domain commit issue, I added a dynamic visual hint (an "Enter" key icon) that appears as a user types, showing them exactly how to turn their text into a searchable "Chip."

"Find Leads" Placeholder Strategy :

I placed a "Find Leads" CTA within the company results. Even before the feature was fully live, this served as a "Request" trigger, validating user demand for deeper lead data.

Community-Led Growth Integration :

I redesigned the navbar to feature a "Join Community" secondary button. This strategically funneled our niche users into WhatsApp and Telegram groups, creating a feedback loop & marketing channel for our product team.

Advanced Parameter Tooltips :

I implemented info/tooltip buttons next to complex filters like "Footprint Score" and "Consensus." This provided on-the-spot education, reducing the need for sales reps to leave the app to consult documentation.

Information "Cleaning" via Truncation :

On the results screen, I prioritized primary data. Secondary info like multiple phone numbers were truncated, accessible only via interaction, to keep the main table clean and professional.

Key Learnings

Lowered Barrier to Entry :

The hint-based input system and categorized filters made the "Company Search" feature much more accessible to new sales hires.

Minimized Dev-Debt :

By working within the existing UI structure but optimizing the elements (spacing, icons, fonts), we achieved a "premium" feel with minimal engineering hours.

Strategic Pre-Marketing :

The addition of the "Join Community" and "Find Leads" buttons successfully gathered a pool of early adopters for our next major product launch.

Dashboard & Company Search Redesign

This case study marks my transition into Product Design at PandaMatch, focusing on the core challenge of transforming a complex, data-heavy B2B tool into an intuitive lead-generation engine. By analyzing and focusing on high-impact UX improvements, I bridged the gap between advanced backend capabilities and user-centric frontend clarity.

Focus Area :

MVP Strategy, User Onboarding, and Error Prevention Logic

Core Objective :

To launch a high-speed "Leads Finder" MVP that validates market demand while minimizing user friction and financial anxiety.

Brief Context

  • When I joined PandaMatch, the platform’s identity was rooted in its "Lookalike Company Search" feature.

  • Users would input a domain or description to find similar companies and their associated professional contacts. However, the dashboard was functionally "crowded."

  • My mission was to clean the dashboard workspace to ensure sales professionals could focus on leads rather than fighting the interface.

  • This was a delicate balance: I needed to elevate the UX while respecting the existing technical architecture to ensure a fast, resource-efficient deployment.

Challenges

High-Density Filtration :

The sidebar contained a massive number of filters (Footprint score, Consensus, Match Precision, etc.) that lacked visual hierarchy, causing significant cognitive load.

Technical Resource Constraints :

We had a set team and timeline already focused on backend tasks; my designs had to be "dev-friendly" and implementable without drastic code refactoring.

Ambiguous Terminology :

Features like "Negative Search" relied on the user intuitively knowing it meant "Exclude," which led to frequent errors and support inquiries.

"Invisible" Input Triggers :

The domain search field required an "Enter" key press to commit a tag, but the UI provided no hint, leading users to believe the system was unresponsive.

Future Integration Planning :

I had to design a workspace that only focused on companies today but could seamlessly house the upcoming leads finder and community features tomorrow.

Design Approach

I began with testing, using the dashboard as a new user and watching other users also interviewing stakeholders to identify where sales teams were dropping off. My approach centered on Clarity and Categorization.

The Dual-Font Visual Identity :

To handle high information density, I moved away from a single-font approach.

  • Sora (Display): Used for titles and headers in All Caps to provide a bold, geometric "anchor" for the eyes.

  • Inter (Utility): Chosen for search results and tabular data because it remains highly readable even when space is tight, allowing for more data points per screen.

Grouping & Color Logic :

Instead of a single scrolling list of filters, I grouped parameters into thematic categories (e.g., Search Type, Match Precision, Social Scrapping). I used different color shades for these groups to create subconscious boundaries, helping users memorize the "location" of their favorite filters.

Progressive Disclosure for "Negative Filters" :

I completely overhauled the "Negative" search field. I renamed it "Exclude Keywords" and tucked it behind a checkbox. This reduced the visual clutter for standard users while making the feature explicit for advanced users.

Solutions

Interactive Input Hints: :

To fix the domain commit issue, I added a dynamic visual hint (an "Enter" key icon) that appears as a user types, showing them exactly how to turn their text into a searchable "Chip."

"Find Leads" Placeholder Strategy :

I placed a "Find Leads" CTA within the company results. Even before the feature was fully live, this served as a "Request" trigger, validating user demand for deeper lead data.

Community-Led Growth Integration :

I redesigned the navbar to feature a "Join Community" secondary button. This strategically funneled our niche users into WhatsApp and Telegram groups, creating a feedback loop & marketing channel for our product team.

Advanced Parameter Tooltips :

I implemented info/tooltip buttons next to complex filters like "Footprint Score" and "Consensus." This provided on-the-spot education, reducing the need for sales reps to leave the app to consult documentation.

Information "Cleaning" via Truncation :

On the results screen, I prioritized primary data. Secondary info like multiple phone numbers were truncated, accessible only via interaction, to keep the main table clean and professional.

Key Learnings

Lowered Barrier to Entry :

The hint-based input system and categorized filters made the "Company Search" feature much more accessible to new sales hires.

Minimized Dev-Debt :

By working within the existing UI structure but optimizing the elements (spacing, icons, fonts), we achieved a "premium" feel with minimal engineering hours.

Strategic Pre-Marketing :

The addition of the "Join Community" and "Find Leads" buttons successfully gathered a pool of early adopters for our next major product launch.

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©2026 Vineeत्. All Rights Reserved.

Have a project in mind?

Ready to bring your vision to life? Book a call or send an email, and let's make it happen.

©2026 Vineeत्. All Rights Reserved.

Vineeत्

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