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A system that reads the market so you don't have to.
Client
Celonis
Role
Product Engineer
Duration
4 months
Industry
Brand Strategy / Tech
The Brief
Tracking competitors is usually manual and messy. Teams drown in tabs and spreadsheets. Periodic check-ins always fall behind. The signal-to-noise ratio is terrible. The goal was to build an automated Junior Brand Analyst. This required a live, conversational dashboard to continuously monitor and summarize competitor brand activity. A system that understands context instead of just scraping data.
The Approach
A modular orchestration engine forms the core. Six distinct workflows pull and process data from multiple public sources. An adaptive refresh schedule runs these tasks efficiently to manage API limits and costs. Hard KPIs sync directly to a Webflow CMS for a visual overview. Unstructured insights feed into a vector database. This powers a RAG memory for an interactive AI chatbot. It is not just a data dump. It is a queryable knowledge base.
The Outcome
The system runs quietly in the background. It replaces manual quarterly audits with continuous monitoring. Stakeholders now spot strategic shifts in near real-time. Instead of searching through old reports, teams can chat directly with the agent to extract specific brand insights. Research is no longer a tedious task. It is an active, on-demand asset.
6
Agentic Workflows
24/7
Continuous Monitoring
1
Agentic Analyst




PROJECT DETAILS
Client
Celonis
Role
Product Engineer
Duration
4 months
Industry
Brand Strategy / Tech
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