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Case Study

Daily Brief

Autonomous Morning Briefing Agent

Every morning starts the same way: check email, check markets, check calendar, check news, try to figure out what matters. Daily Brief eliminates that ritual. It is an autonomous agent that synthesizes your portfolio performance, market conditions, curated news, and calendar into a single personalized briefing — delivered before you wake up. Async data fetching means it pulls from a dozen sources in seconds.

Daily

Delivery

Portfolio + Market

Data Sources

Personalized

Content

Scheduled

Execution

Core Features

Portfolio Performance

Pulls your latest portfolio data, calculates overnight changes, and highlights positions that need attention. No more logging into three different apps before coffee.

Market Analysis

Scans market conditions, sector trends, and macro indicators relevant to your holdings. Surfaces what matters and filters out the noise.

News Curation

AI-curated news feed that prioritizes stories relevant to your portfolio, industry, and interests. No doomscrolling required — just the signal.

Calendar Integration

Pulls your calendar for the day and highlights meetings that need prep, conflicts, and open blocks. Your schedule at a glance alongside your market brief.

Async Data Fetching

Fetches data from multiple sources concurrently using async I/O. Your briefing is assembled in seconds, not minutes, even when pulling from a dozen APIs.

Scheduled Execution

Runs automatically on your schedule — daily, weekdays only, or custom. Your briefing is waiting in your inbox before you wake up.

Tech Stack

PythonClaude APIaiohttpasyncpgPydantic

Ready to start every morning with clarity?

See Daily Brief in action or talk to us about building your own personalized briefing agent.