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AI Marketing Intelligence
Build a tool that monitors competitors, analyzes trends, and drafts content — powered by real-time web data and brand guidelines.
"Summarize competitor positioning changes this quarter"
6 Modules
Each module builds on the previous one. By the end, you have a complete production system.
- 1
Data Lake
Marketing data ingestion pipeline
- 2
Encode
Temporal chunking + embeddings
- 3
Retrieve
Recency-weighted hybrid search
- 4
AI Gateway
Brand voice guardrails
- 5
Marketing App
Competitor analysis + content drafting
- 6
Deploy
Slack alerts + MCP server
Production patterns you'll master
Data PipelineVector DBGuardrailsMCP ServerObservability
Synthetic data included
- Competitor websites
- Social analytics
- Campaign reports
- Brand guidelines
- Industry reports
What you walk away with
Shareable portfolio
A public URL showing your module timeline, patterns mastered, and completion status.
All the code
Download everything as a ZIP — pipelines, guardrails, deployment configs. Yours forever.
Module walkthrough
Each module documented with deliverables and the production pattern you implemented.