In progress2025 — présentDesigner & developer (SaaS prototype)
EcomOS AI
E-commerce decision support: scoring, explainable recommendations, PDF reports.
Project overview
A SaaS prototype analyzing e-commerce store performance and generating actionable recommendations (push/stop products) using an explainable rule engine and automatically calculated KPIs.
Current state
- Advanced functional demonstration prototype built.
- Full pipeline: import, scoring, recommendations, and PDF report generation.
- YAML rule engine operational with priority levels.
- Currently moving toward a connected SaaS MVP with real data sources.
Tech stack
PythonPandasStreamlitReportLabYAMLJupyter
Tags & Code
SaaSDataPython
Private code (startup in development)
Vision
- Make daily decisions simpler: what to do today, and why.
- Move from CSV prototype to connected data (e.g., Shopify) for an MVP.
Architecture
- Pipeline: CSV import → schema validation → cleaning → KPI calculation (ROAS, margin, CTR) → scoring → recommendations → PDF report.
- Weighted multi-criteria scoring engine (margin, volume, ad profitability, risk).
- YAML-based decision rule engine: nested AND/OR conditions, priority levels (SURVIVAL, GROWTH).
- Automatic generation of contextualized recommendations and PDF reports (ReportLab).
- Streamlit interactive UI for data exploration and decision visualization.
Roadmap
- Stabilize scoring engine and report quality.
- Connect to a real data source like Shopify (MVP).
- Automation and per-store personalization (long-term).
Engineering decisions
- YAML rule engine for understandable and configurable recommendations.
- Fast prototype to validate business logic before industrialization.
- ReportLab for professional PDF report generation without external dependency.
Possible improvements
- Connect to Shopify or other real data sources.
- Improve report quality and personalization.
- More intelligent and automated layer (ML).
Lessons learned
- Data quality directly impacts recommendation relevance.
- Explainability is essential for adoption in decision-support tools.
- A fast prototype helps validate complex business logic.
Screenshots
EcomOS AI preview