Featured Case Study
SEO Keyword Research Automation
A real workflow built to collect, clean, and organize keyword research data using n8n, OpenAI, DataForSEO, and Google Sheets.
The point was not just to gather more data. It was to make the data easier to sort, easier to trust, and easier to turn into something useful for content planning.
This write-up is still being expanded, but the workflow is real and the messy parts are part of the story.
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Featured Case Study
Research Vault: Modular AI Knowledge Retrieval System
A modular AI retrieval system built around structured ingestion, grounded retrieval, local AI experimentation, and workflow-oriented architecture.
The focus here was not on dressing up retrieval with bigger claims. It was on building a cleaner knowledge workflow foundation that stays easier to debug, evolve, and reason about over time.
This case study documents the architecture choices, stage boundaries, and engineering tradeoffs behind the current build.
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