Streaming AnalyticsDecisioningMLOps
TrueLift AI
- Type
Product concept and prototype
- Focus
Real-time decision support
- Stack
- KafkaFlinkFastAPIGCP
Overview
TrueLift AI detects promotional cannibalization in near real time and recommends corrective actions. It combines streaming pipelines with ML inference and LLM-generated explanations for fast, understandable decisions.
System Highlights
- Kafka + Flink pipeline with minute-level aggregation.
- FastAPI inference services and decision dashboard.
- Deployed on GCP Cloud Run with Vertex AI integration.
- LLM-based explanation layer for decision transparency.
Outcome
A production-style architecture for live retail analytics and decisioning.