Dodo case study

Dodo Pizza is a global QSR franchise with a strong presence in Europe and Asia, known for its tech-first approach to operations and customer experience

Challenge
Dodo Pizza Romania faced serious inventory inefficiencies across its franchise network. Inaccurate demand forecasting led to ingredient shortages and overstock situations — causing frequent menu unavailability, customer dissatisfaction, and financial waste.
The team needed a system that could predict demand in real-time, automate restocking across multiple ERPs, and handle supplier coordination — all without disrupting restaurant operations.
Solution
We designed and implemented an AI-powered supply chain system that connected forecasting, inventory, and supplier operations into one streamlined ecosystem
• Built LSTM-based forecasting models in TensorFlow to predict ingredient demand using historical sales, weather data, and promotional events
• Integrated three separate ERP systems via a custom Node.js middleware layer, enabling unified operations across all franchises
• Used Apache Kafka for real-time stock updates and event-driven processing, reducing restock delays
• Developed an automated ordering engine in Python (Django) that triggered on-demand restocking with FMCG suppliers — as fast as 3-hour delivery
• Forecasts updated every 15 minutes, enabling dynamic response to changing demand
• Standardized data formats and ensured secure franchise-wide data exchange, fully compliant with GDPR and PCI-DSS
Impact
97,8%
menu availability across franchises
+11%
increase in NPS (from 7.81 to 8.63)
+6%
revenue growth
Tools & Technologies
AI & Data Science
Python
scikit-learn
XGBoos
Pandas
NumPy
Jupyter Notebooks
Real-Time Processing
Apache Kafka
Apache Flink
RabbitMQ
Backend & Infrastructure
Java
Spring Boot
PostgreSQL
Redis
Docker
Kubernetes
ERP & Systems Integration
SOAP & REST APIs
OData
SAP Integration Suite
(if applicable)
ETL Pipelines
Cloud & DevOps
Google Cloud Platform
(GCP)
Cloud Functions
BigQuery
Terraform
Monitoring & Observability
Prometheus
Grafana
ELK Stack (Elasticsearch, Logstash, Kibana)

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