Project

AI-Powered Dealer Listing Intelligence System

LISTIQ is an explainable AI assistant designed to help vehicle marketplaces proactively improve listing quality, buyer trust, and lead conversion — before performance drops.

Instead of relying on reactive reporting dashboards, LISTIQ evaluates dealer listings in real time, predicts lead likelihood, and guides dealers through prioritized, high-impact improvements that increase buyer confidence and marketplace revenue.

The Problem

Vehicle marketplaces struggle with inconsistent dealer content quality.
Most dealers do not know why listings underperform — only that they do.

This creates:

• Lower buyer trust
• Higher bounce rates
• Lost leads
• Reactive (instead of proactive) optimization
• Increased support and account management burden

The Solution

LISTIQ introduces a proactive intelligence layer inside the listing workflow.

It analyzes:

• Photo completeness & clarity
• Title quality & keyword structure
• Description depth & trust signals
• Price competitiveness vs market

Then converts those signals into:

• An overall quality score
• A predictive Lead Likelihood model
• Explainable recommendations
• Prioritized “Quick Wins” coaching
• One-click fix workflows
• Post-publish performance forecasting

Key Features

Listing Quality Score

A composite score that translates content quality into predicted conversion readiness.

Lead Likelihood Prediction

Forecasts contact probability before listings go live — shifting optimization earlier in the workflow.

Explainable AI Recommendations

Shows what’s missing, why it matters, and how to fix it to build dealer trust and adoption.

Quick Wins Coaching

Prioritized, one-click optimizations that guide dealers toward the highest-impact improvements.

Post-Publish Performance Dashboard

Visualizes expected views, leads, and time-to-sell — closing the loop between content quality and revenue.

My Role

Product Designer — AI UX & Marketplace Systems

I designed the full intelligence framework, scoring logic, explainability UX, interaction flows, and lifecycle dashboards.

This included:

• UX architecture & product flow design
• Explainable AI interaction patterns
• Scoring & prediction logic modeling
• Guided optimization workflows
• Marketplace revenue framing
• High-fidelity UI design & prototyping

Tools

Figma
Lovable
React / Next.js
Tailwind CSS
GitHub
Vercel

Impact

LISTIQ reframes listing tools from passive reporting to proactive revenue coaching.

It helps marketplaces:

• Increase buyer trust
• Improve dealer adoption
• Reduce underperforming inventory
• Improve lead generation
• Scale quality across thousands of dealers

Why This Matters

Most marketplaces rely on after-the-fact analytics.
LISTIQ moves optimization to the moment of creation — when it has the greatest revenue impact.

It demonstrates how AI, UX, and behavioral design can be combined to improve marketplace performance at scale.

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