ProdSense: Multi-Agent Product Recommendation System

ProdSense is a Streamlit app powered by CrewAI that scrapes product details from any product website, hunts for alternatives, pulls community sentiments, and finds YouTube reviews. It delivers a Markdown recommendation tailored to your needs. Built for tinkerers who want to dive into AI-driven product research.

Disclaimer: This is an experimental learning project. APIs can be flaky, and data quality varies. Expect to debug and tweak.

Features

• Scrapes product specs from any product website (optimized for e-commerce).
• Finds up to three alternative products based on your preferences.
• Analyzes user feedback from forums and Reddit.
• Curates 1-2 relevant YouTube review videos.
• Outputs a concise Markdown recommendation.

The ProdSense Crew

Agents

• URL Identifier: Detects the product URL from inputs.
• Input Analyst: Parses preferences and scrapes product data.
• Market Researcher: Discovers alternative products.
• Community Analyst: Gathers user sentiments.
• Video Specialist: Finds YouTube review videos.
• Recommendation Expert: Crafts the final Markdown output.

Tasks

• Identify URL: Locates the target product URL.
• Parse Input: Extracts user needs and product details.
• Find Alternatives: Scouts alternative products.
• Gather Sentiment: Collects community pros and cons.
• Find Videos: Retrieves relevant review videos.
• Synthesize Recommendation: Builds the Markdown recommendation.

Tools

• FirecrawlScrapeWebsiteTool: Scrapes product pages.
• SerperDevTool: Powers web searches for alternatives, sentiments, and videos.
• ComposioToolSet (Reddit): Fetches Reddit feedback.

Disclaimer: Results depend on API reliability and data availability. It’s a learning experiment, not a production tool.

Example Usage

• Product URL: https://www.example.com/product
• Preferences: "Smartphone under 25k, gaming, long battery life."
• Click "Get Recommendations" for a Markdown report.
• Watch ProdSense in Action
  Screen-recorded demo showing the app’s flow—raw and unpolished.

Troubleshooting

• API Errors: Verify SERPER_API_KEY, GOOGLE_API_KEY, FIRECRAWL_API_KEY, and COMPOSIO_API_KEY in .env.
• Scraping Issues: Ensure the URL points to a valid product page.
• No Results: Refine preferences or check API quotas.

Why ProdSense?

ProdSense is a playground for exploring multi-agent AI, web scraping, and recommendation systems. It’s rough around the edges but offers a solid starting point for enthusiasts who enjoy dissecting code and experimenting with data.