Case Study
CRE Daily News Brief
An automated pipeline that collects, filters, and synthesizes commercial real estate news into a concise executive briefing — delivered to your inbox every morning.
RSS Feeds
Industry publications — Commercial Observer, Connect CRE, REBusiness, and more
Google News
Targeted keyword searches for deals, acquisitions, and market moves
Press Releases
Direct from company newsrooms — Blackstone, Prologis, CBRE, and others
Relevance Scoring & Deduplication
Each article is scored against your custom keyword clusters. Duplicates are removed, irrelevant stories are discarded, and only the most relevant content advances.
- Scores hundreds of articles against your keyword clusters in seconds
- Automatically deduplicates overlapping coverage across sources
- Typically narrows 200+ raw articles down to the top 15
Full-Text Extraction
For articles that only had a headline or snippet, the system fetches the full article text — stripping ads, navigation, and boilerplate to capture just the content.
- Extracts clean article text, stripping ads and navigation
- Handles paywalled or gated content gracefully
AI-Powered Executive Summary
AI reads every article and produces a structured executive briefing — grouped by theme, highlighting key deals, players, and market trends.
- Articles grouped by topic cluster with key deals and dollar amounts called out
- Executive brief style — scannable in under 2 minutes
- Source links included so you can dive deeper on any story
Direct to inbox, daily at your preferred time
Slack
Posted to a channel via webhook
Google Doc
Appended to a shared, searchable archive
Fully Customizable — No Code Changes Required
Need automated intelligence for your industry?
This pipeline can be adapted to any domain — finance, legal, healthcare, real estate, or your niche. Tell us what you need to track.