PrototypeAutomationData pipelinesMedia, arts and publishing

An n8n workflow that drafts articles from company financials, so editors only review

A prototype we built for a trade-intelligence publisher. September to December 2025, 4 months.

N8n workflow at a glance

Challenge
A trade-intelligence publisher wanted to know whether its desk's reporting could start from an automated pass over company websites.
Solution
An n8n workflow that collects financial figures from company websites, drafts the article and stops at a review step.
Result
Figures collected and articles drafted on the publisher's own n8n, leaving editors the review instead of the writing.

The n8n workflow challenge

The publisher wanted an agentic AI use case that answered a business need rather than a technology demonstration: could the reporting its desk does by hand start from an automated pass over company websites? The prototype was built and shown live on the platform the team already operates, so the answer was a workflow they could run rather than a proposal.

What went into the n8n workflow

Workflow automationAI and LLM toolsWeb scraping

  1. A collection step over company websites, returning the financial figures the desk actually uses

  2. A drafting step that turns the collected figures into an article draft with the numbers in the right places

  3. A review point between the two, because the draft is a first pass and the desk still owns what goes out

More of what we built2
  1. The whole workflow on n8n, the platform the team already operates, rather than as code only we could run

  2. A live demonstration to the publisher's team in December 2025, following a use-case discussion in September

N8n workflow results

The publisher's team watched the workflow run live on its own n8n in December 2025. The answer to its question was a workflow it could run rather than a proposal.

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