Automated Intelligence

The client’s team was drowning in the daily news cycle, making it impossible to separate the signal from the noise and take definitive action.

Massive Information Volume: Teams wasted countless hours manually shifting through 100-150 articles daily.

High Redundancy: Competing platforms covered the exact same stories, leading to severe information fatigue.

Zero Synthesis: Raw data lacked the strategic context needed to generate actionable content or business strategies.

I engineered a highly scalable, multi-source, two-pass AI engine that aggregates, deduplicates, and synthesizes daily tech news. This system feeds directly into a custom Next.js dashboard, delivering trend tracking, sentiment analysis, and actionable insights in real-time.

Workflow Overview:

Multi-Source Ingestion: I implemented a pipeline that simultaneously fetches 100-150 articles from NewsAPI, Hacker News, and 5 curated RSS feeds.

Smart Deduplication: The system normalizes titles and collapses identical stories, retaining engagement scores to track topic momentum.

Categorization: Unique stories are algorithmically sorted into 6 specific business buckets (e.g., AI Models, AI Business).

Fast Analysis: Utilizing a lightweight LLM, the system generates a quick TL;DR, relevance score, and sentiment tag for every single article.

Deep Synthesis: A heavyweight LLM scans the entire dataset to identify 5 macro trends and generate 10 actionable content ideas with pre-written hooks.

Store & Serve: All structured data is saved atomically to a database and rendered instantly on the client's custom dashboard.

The automated pipeline drastically reduced research time while increasing the strategic output of the client's team.

Lightning-Fast Processing: The entire morning briefing is generated and delivered in under 60 seconds.

Massive Cost Reduction: The highly optimized two-pass AI architecture processes the entire daily run for under $0.03.

Instant Actionability: Enabled one-click exports of ready-made content ideas directly to Google Sheets, accelerating marketing workflows.