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Weekly News to Newsletter Generator

Weekly newsletter workflow built with Langflow that uses Tavily to find recent news, extracts full articles, and generates a polished, audience-tailored email campaign.

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This Langflow flow helps marketing teams and analysts turn a week of news into a newsletter people actually want to read. It searches for recent articles on a chosen topic, extracts the full content, and generates a polished newsletter draft tailored to a specific audience and tone. Instead of manually collecting links and rewriting summaries, you get a consistent weekly campaign format that can be reviewed quickly and shipped on schedule.

How it works

This Langflow flow implements a weekly news curation and newsletter drafting pipeline.

It begins by taking your topic, audience definition (persona, industry, seniority), preferred tone (executive, conversational, analytical), and a weekly time window. Using Tavily search, the workflow discovers relevant recent articles and collects source URLs.

A content extraction stage retrieves the full text from the selected sources and normalizes it by removing boilerplate and duplicates. The flow can then summarize each article into a consistent format (headline, why it matters, key points, and a source link), ensuring the newsletter remains scannable.

A synthesis stage selects and ranks the most important stories, identifies recurring themes, and assembles the newsletter structure (opening hook, top stories, quick hits, and closing CTA). It can adapt the writing style and emphasis based on the target audience—e.g., ROI and market implications for executives vs tactical takeaways for practitioners.

Finally, the workflow outputs a ready-to-send newsletter draft (plain text or structured sections) that can be pasted into your email tool or extended with integrations for automated distribution.

Example use cases

  • Content marketing teams can publish consistent weekly industry newsletters without manual link curation and repetitive rewriting.

  • Founders and executives can receive a board-ready weekly digest that highlights market shifts, risks, and opportunities in their sector.

  • Community managers can generate audience-specific updates (builders vs leaders) from the same news pool by changing persona inputs.

  • Agencies can scale client newsletters by templating structure and tailoring tone while keeping sourcing and summaries automated.

  • Product marketing teams can track competitor announcements and convert them into weekly competitive intelligence newsletters.

The flow can be extended into a full newsletter operations system. Add deduplication and scoring to prevent repeated sources, enforce editorial rules (length, number of stories, section templates), and store weekly outputs in a database for historical comparison. Integrate with Gmail, Mailchimp, HubSpot, or customer.io to send campaigns automatically after review, and add A/B variants (subject lines, openings, CTAs) to optimize engagement. Advanced setups can personalize story selection per segment, generate social snippets from each story, and create a feedback loop that uses open/click metrics to refine future ranking and formatting.

What you'll do

  • 1.

    Run the workflow to process your data

  • 2.

    See how data flows through each node

  • 3.

    Review and validate the results

What you'll learn

How to build AI workflows with Langflow

How to process and analyze data

How to integrate with external services

Why it matters

Weekly newsletter workflow built with Langflow that uses Tavily to find recent news, extracts full articles, and generates a polished, audience-tailored email campaign.

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