🚀 AI Product Launch Intelligence Agent

🎓 FREE Step-by-Step Tutorial

👉 Click here to follow our complete step-by-step tutorial and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.

A streamlined intelligence hub for Go-To-Market (GTM) & Product-Marketing teams.
Built with Streamlit + Agno (GPT-4o) + Firecrawl, the app turns scattered public-web data into concise, actionable launch insights.

3 Specialized Agents in Coordinated Team

Tab	What You Get
Competitor Analysis Agent	Evidence-backed breakdown of a rival's latest launches – positioning, differentiators, pricing cues & channel mix
Market Sentiment Agent	Consolidated social chatter & review themes split by 🚀 positive / ⚠️ negative drivers
Launch Metrics Agent	Publicly available KPIs – adoption numbers, press coverage, qualitative "buzz" signals

Additional goodies:

• 🔑 Sidebar key input – enter OpenAI & Firecrawl keys securely (type="password")
• 🧠 Coordinated multi-agent team – three expert agents work together for richer insight
  • 🔍 Product Launch Analyst (GTM strategist)
  • 💬 Market Sentiment Specialist (consumer-perception guru)
  • 📈 Launch Metrics Specialist (performance analyst)
• ⚡ Quick actions – press J/K/L to trigger the three analyses without touching the UI
• 📑 Auto-formatted Markdown reports – bullet summary first, then expanded deep-dive
• 🛠️ Sources section – every report ends with the URLs that were crawled or searched

🛠️ Tech Stack

Layer	Details
Data	Firecrawl async search + crawl API
Agents	Agno Team (GPT-4o) with FirecrawlTools
UI	Streamlit wide-layout, tabbed workflow
LLM	OpenAI GPT-4o

🚀 Quick Start

1. Clone the repository

git clone https://github.com/Shubhamsaboo/awesome-llm-apps.git
cd advanced_ai_agents/multi_agent_apps/product_launch_intelligence_agent

2. Install dependencies

pip install -r requirements.txt

3. Provide API keys (choose either option)

   • Environment variables – create a .env file:

   OPENAI_API_KEY=sk-************************
   FIRECRAWL_API_KEY=fc-************************
   

   • In-app sidebar – paste the keys into the secure text inputs

4. Run the app

streamlit run product_launch_intelligence_agent.py

5. Browse to http://localhost:8501 – you should see three analysis tabs.

🕹️ Using the Application

1. Enter API keys in the sidebar (or ensure they are in your environment).
2. Type a company / product / hashtag in the main input box.
3. Pick a tab and hit the corresponding Analyze button – a spinner will appear while the coordinated team works.
4. Review the two-part analysis:
   • Bullet list of key findings
   • Expanded, richly-formatted report (tables, call-outs, recommendations)

🤖 How the Coordinated Team Works

The application uses a coordinated team approach where three specialized agents work together:

• Product Launch Analyst: Evaluates competitive positioning, launch strategies, strengths, and weaknesses
• Market Sentiment Specialist: Analyzes social media sentiment, customer feedback, and brand perception
• Launch Metrics Specialist: Tracks KPIs, adoption rates, press coverage, and performance indicators

The team coordinates based on the analysis type requested, ensuring the most appropriate agent handles each task while maintaining consistency and comprehensive coverage across all analysis types.