Market intelligence to content brief
Market sources become scored topics, weekly digests and content briefs for review.
Case note
The implementation was treated as a small operating system: visibility first, ownership next, automation only after the workflow was clear.
The starting point
The team wanted consistent publishing, but weekly research was slow. Useful market signals were scattered across news, newsletters and competitor updates.
The important signal was not that the team was working badly. The issue was that work depended on memory, copied data, parallel system checks and priority decisions without a shared source of truth. The first value was turning invisible work into a visible workflow.
The implementation
Ductio created a monitored source list, relevance scoring, weekly digest and brief drafts that wait for human review before publication.
The scope stayed deliberately small. Rules cover repeatable work, AI summarizes or classifies where free text adds context, and sensitive decisions remain in human review. AI as support inside the process, not as autopilot.
What was used
Tooling was chosen from the process outward, not from a pre-decided technical preference. Each piece needed a clear owner, a stable integration path and a simple way to inspect errors.
In practice, the build combined RSS/news, AI summary, Notion/Airtable, Webflow/WordPress, n8n, Email. The tools visible to the team stayed close to their daily work, while integration logic was documented and kept separate from sensitive commercial decisions.
The improvement showed up in daily work.
Rather than treating the result as a dashboard, the team felt it in three specific moments: less manual preparation, less context hunting, and fewer doubts about who needed to act.
Research prep: Weekly topic research moved from 180 min to 30 min.
Signal freshness: Current sources reviewed moved from Ad hoc to Weekly.
Review control: Briefs approved before publish moved from Manual to Human gate.
What changed after launch
The team kept editorial judgment while making research repeatable and timely.
The most valuable change was operational calm. The team stopped chasing fragments and started working from a shared sequence: intake, context, decision, action and evidence. 3h to 30 min
The workflow in one line
How it was built
The workflow pulls approved sources, clusters topics, scores relevance, summarizes key points and writes content briefs into a review queue.
The stack was pragmatic: RSS/news, AI summary, Notion/Airtable, Webflow/WordPress, n8n, Email. Tools were chosen for ownership, integration and maintainability, not for theater. The result is a system the team can understand and operate.
What was delivered
- Source monitoring
- Relevance scoring
- Weekly digest
- Brief drafts
- Review queue
- Weekly research preparation moved from about 3 hours to 30 minutes.
- Content ideas were linked to current market signals.
- Publishing stayed human-approved while research became repeatable.
