🤖 AI Competitor Intelligence Agent Team
The Thinking System for Market Dominance
Your competitors aren’t beating you with better products.
They’re beating you with better intelligence.
[!TIP] Strategy doesn’t fail because of effort. It fails because of blind spots.
Most teams still do competitor analysis the "Old Way". We built the New Way.
� The Dashboard
🆚 The Shift: Manual vs. AI Intelligence
| Feature | ❌ The Old Way (Manual) | ✅ The New Way (AI Agents) |
|---|---|---|
| Data Collection | Opening 20+ tabs, skimming generic landing pages. | Deep Crawling: Firecrawl extracts hidden data, pricing pages, and docs. |
| Discovery | Googling "competitors to X" and finding only the big guys. | Semantic Search: Exa AI finds companies solving the same problem, even if they use different words. |
| Analysis | Subjective notes in a messy Google Doc. | Structured Intelligence: Standardized rubrics for Pricing, Features, and Positioning. |
| Output | "We should watch them." | Actionable Strategy: "Build feature X, lower price by $5, target this niche." |
| Speed | 3 Days / Report | 3 Minutes / Report |
💡 Use Cases
| Role | Why You Need This | Actionable Output |
|---|---|---|
| Founders | Stop building in the dark. Know exactly what the market is missing. | "Pivot to Enterprise," "Add SSO feature." |
| Product Managers | Validate your roadmap against live competitor data. | Feature Gap Analysis Matrix. |
| Growth Leads | Find weaknesses in competitor messaging to exploit in ads. | "Competitor A ignores this pain point—we will own it." |
| VCs / Investors | fast due diligence on a startup's competitive landscape. | Instant Market Map & Threat Level assessment. |
🧠 Architecture & Workflow
This isn't just a script. It's an Autonomous Agent System.
Under the Hood
The system orchestrates three specialized agents using the Agno Framework:
- �️ Discovery Agent (Exa): Scans the web for companies that match your business description semantically.
- 🕷️ Extraction Agent (Firecrawl): Visits each identified site, bypasses anti-bot measures, and extracts clean markdown data.
- 🧠 Analysis Agent (OpenAI): Acts as a McKinsey consultant, synthesizing the data into a strategic report.
🛠️ Tech Stack
| Component | Technology | Purpose |
|---|---|---|
| Orchestration | Agno | Managing agent state, memory, and tool calling. |
| Crawling | Firecrawl | Turning complex websites into LLM-ready markdown. |
| Search | Exa | Neural search to find competitors based on meaning, not keywords. |
| Intelligence | OpenAI GPT-4o | The "Brain" reasoning through the strategy. |
| Interface | Streamlit | Interactive frontend for real-time analysis. |
🚀 Installation & Local Setup
Follow these steps to deploy your intelligence team.
1. Clone & Enter
bashgit clone https://github.com/ujjwaltiwari01/ai_competitor_intelligence_agent_team.git cd ai_competitor_intelligence_agent_team
2. Install Dependencies
bashpip install -r requirements.txt
3. Configure Secrets
Create a .env file or export these variables (or just enter them in the UI):
propertiesOPENAI_API_KEY=sk-... FIRECRAWL_API_KEY=fc-... EXA_API_KEY=...
4. Run the Operation
bashstreamlit run competitor_agent_team.py
Ready to dominate your market?
The future belongs to the intelligent.