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This guide provides reference architectures for three deployment scales. Each tier specifies the cluster resources and per-component replica counts needed to support the indicated number of concurrent users.
The user counts below are approximations based on internal testing. Actual capacity depends on workload patterns (e.g., frequency of code generation, number of concurrent AI chat sessions). Monitor resource utilization after deployment and adjust accordingly.
Tier Overview Tier Users Nodes CPU (total) Memory (total) Storage (per node) Databases Small Up to 10 1–3 12 cores 48 GB 200 GB SSD In-cluster Medium 10–50 3–5 32 cores 64 GB 200 GB SSD In-cluster or external Large 50+ 5+ 64+ cores 128+ GB 200+ GB SSD External recommended
Small (Up to 10 Users) Suitable for development, evaluation, and proof-of-concept deployments.
Cluster Resources Component Minimum Nodes 1–3 CPU (total) 12 cores Memory (total) 48 GB Storage (per node) 200 GB SSD
Application Replicas Service Replicas CPU Request Memory Request Frontend 1 200m 256Mi Automation (Rails) 1 500m 1Gi Automation (Sidekiq) 1 500m 1Gi Ultron 1 500m 1Gi Boost 1 500m 512Mi
Data Store Resources Service CPU Request Memory Request PostgreSQL 500m 1Gi MongoDB 500m 1Gi Redis 250m 256Mi
Medium (10–50 Users) Suitable for production environments with moderate usage.
Cluster Resources Component Minimum Nodes 3–5 CPU (total) 32 cores Memory (total) 64 GB Storage (per node) 200 GB SSD
Application Replicas Service Replicas CPU Request Memory Request CPU Limit Memory Limit Frontend 2 500m 512Mi 1 1Gi Automation (Rails) 2 1 2Gi 2 4Gi Automation (Sidekiq) 2 1 2Gi 2 4Gi Ultron 2 1 2Gi 2 4Gi Boost 2 500m 1Gi 1 2Gi
Data Store Resources For production workloads, consider externalizing databases to managed services (e.g., Amazon RDS, Azure Database for PostgreSQL) for automated backups and high availability.
Service Configuration CPU Request Memory Request PostgreSQL Primary + 1 read replica 1 2Gi MongoDB 3-node replica set 1 2Gi Redis Primary + 1 replica 500m 512Mi
Large (50+ Users) Suitable for enterprise deployments with high availability requirements. External managed databases are strongly recommended.
Cluster Resources Component Minimum Nodes 5+ (dedicated node pools recommended) CPU (total) 64+ cores Memory (total) 128+ GB Storage (per node) 200+ GB SSD
Application Replicas Service Replicas CPU Request Memory Request CPU Limit Memory Limit Frontend 3+ 500m 512Mi 1 1Gi Automation (Rails) 3+ 2 4Gi 4 8Gi Automation (Sidekiq) 2+ 2 4Gi 4 8Gi Ultron 2+ 2 4Gi 4 8Gi Boost 2+ 1 2Gi 2 4Gi Kong 2+ 500m 512Mi 1 1Gi
Data Store Resources Use external managed services with high availability enabled:
Service Recommended Configuration PostgreSQL Managed service with multi-AZ / HA (e.g., Amazon RDS, Azure Database for PostgreSQL) MongoDB Managed service with replica set (e.g., MongoDB Atlas, Azure Cosmos DB) Redis Managed service with replication (e.g., Amazon ElastiCache, Azure Cache for Redis)
See Helm Values for configuration details.
Architecture Overview System architecture and components
Supported Configurations Infrastructure deployment models
Scaling Guide Scaling strategies and auto-scaling
Helm Values All configuration options
