Hackathon WinnerAI/MLSEONext.jsAutomation

Quince's AI-Driven Topic Pages

An award-winning AI-powered platform that automatically generates high-quality, SEO-optimized topic pages. By leveraging our proprietary model pre-trained on e-commerce data and real-time trending keywords, it captures lost organic traffic and builds domain authority.

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Topic Manager
+8.2%
58.4K
Total Traffic
+12%
1245
Active Pages
+5.4%
$48.2K
Revenue
Topic Page
Views
Revenue
Trend
Status
Running Shoes
/running-shoes
3,594
$8,111
+3%
active
Summer Dresses
/summer-dresses
9,382
$2,520
+1%
active
Gaming Laptops
/gaming-laptops
6,170
$13,068
-3%
active

🏆 The Hackathon Winner

**"On-Topic"** isn't just a tool; it's a strategic revenue engine. It addresses a critical gap in Quince's direct traffic distribution by capturing untapped trending keywords through automated, high-quality content pages.

🚨 The Problem

- **Lost Users:** Low presence in search engine ranking pages (SERP) for trending keywords.

- **Weak SEO:** Difficulty in ranking for broad topics and building authority.

- **Scattered Content:** Lack of structured content pillars dilutes internal link value.

💡 The Solution: AI-Powered Topic Pages

We built an end-to-end pipeline that:

1. **Sources Keywords:** Automatically fetches high-opportunity keywords using SEMrush.

2. **Filters & Ranks:** Prioritizes based on relevancy score, volume, and difficulty.

3. **Generates Content:** Uses a proprietary ML model + OpenAI to create rich, e-commerce-focused pages.

4. **Deploys & Indexes:** Updates the sitemap and notifies Google Bot in real-time.

🚀 Business Impact

- **10x Faster Inference:** Our in-house model outperforms off-the-shelf solutions.

- **Scalable:** Can generate ~120 pages/minute.

- **Revenue Potential:** Estimated incremental revenue of up to **$300M/year** by capturing organic and marketing traffic.

🛠 Workflow

1. **Daily Job:** Fetch & filter keywords.

2. **Content Creation:** Enrich data using LLMs.

3. **Ingestion:** Update website CMS.

4. **SEO:** Auto-update sitemap.xml.

Key Features

  • AI-Powered Content Generation (OpenAI + In-house Model)
  • Real-time Sitemap Updates & Indexing
  • Automated Keyword Sourcing (SEMrush)
  • Incremental Revenue Generation (~$300M potential)
  • Powerful Admin Dashboard

Tech Stack

Next.jsOpenAI APIGrokAIBERT (NLP)Airflow DAGMongoDBReactJS