Razia-H/-competitive-intel-engine

# AI Competitive Intelligence Briefing Engine ### Agentic AI Portfolio Project | Claude (OpenRouter) + NewsAPI + Google Sheets ## What It Does Monitors up to 4 competitors daily using NewsAPI, analyses each with a dedicated AI agent, and synthesises findings into an executive briefing with threat scores, strategic recommendations, and items to watch — delivered in under 2 minutes. ## Stack - AI Agents: Claude Haiku via OpenRouter API - News Data: NewsAPI.org (free tier — 100 requests/day) - Dashboard: Google Sheets - Delivery: Browser UI (demo) / Slack + Email (production) ## The 2-Agent Pipeline | Agent | Role | Runs | |-------|------|------| | News Analyst | Analyses articles per competitor, scores threat level | Once per competitor | | Executive Briefing Writer | Synthesises all analyses into executive briefing | Once at end | ## Threat Index Scoring | Score | Market Pulse | Meaning | |-------|-------------|---------| | 0–24 | QUIET | Routine activity, no urgency | | 25–49 | ACTIVE | Notable developments, monitor | | 50–74 | VOLATILE | Significant moves, response needed | | 75–100 | SHIFTING | Major disruption, act now | ## Why NewsAPI Over Web Scraping NewsAPI provides structured, reliable data from 80,000+ sources via a single API call. Web scraping is brittle — sites change structure, add bot detection, and require JavaScript rendering. For a system that runs daily without human intervention, NewsAPI is the correct production choice. ## How to Run the Demo 1. Get free NewsAPI key at newsapi.org/register 2. Get OpenRouter key at openrouter.ai/keys 3. Download app/competitive-intel-engine.html 4. Open in Notepad → replace YOUR_OPENROUTER_KEY_HERE and YOUR_NEWSAPI_KEY_HERE 5. Save → open in Chrome (drag and drop or Ctrl+O) 6. Enter your company, industry, and competitor names 7. Click Generate Intelligence Briefing ## Portfolio Defense Points 1. Per-competitor agents beat multi-competitor prompts — 100% focus per competitor 2. NewsAPI over scraping — production reliability over fragile DIY solutions 3. Threat indexing enables executive action — not just summarisation

标签：后端开发