Architectural Diagnostic
SaaS & AI Architecture Readiness Estimator
Model your SaaS application scale, tenant isolation strategy, and AI agent workloads. Generate an instant, production-grade cloud topology blueprint and FinOps cost projection.
1. Active Scale & Traffic Tier
Expected Monthly Active Users (MAU) and daily session concurrency
2. Multitenant Isolation Architecture
Security boundaries between tenant data partitions
3. AI & Vector Integration Tier
Embedding generation, semantic search, and autonomous agent loops
4. Primary Traffic & Concurrency Profile
Read vs. write ratios and event stream throughput
Architectural Output
Recommended Topology
Ready for Production
Estimated AWS Cloud Run-RateSave ~39% with FinOps
$410/ month$670/mo
Includes Graviton3 instances, managed Redis cache cluster, and gp3 baseline IOPS.
Database Engine:
Amazon RDS PostgreSQL 16 (db.r7g.xlarge, Graviton3)
High Availability & Topology:
Multi-AZ with PgBouncer connection pooling
Multitenancy Boundary:
PostgreSQL Row-Level Security (RLS) with session policies
AI / Vector Configuration:
PGVector with HNSW indexing (m=16, ef_construction=64) on primary RDS
Target Latency (p95):<25ms
Concurrency Capacity:Up to 2,500 concurrent requests
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Zero-Downtime Guarantee
All cloud blueprints drafted by QByteSoft utilize blue-green database topologies and connection-pooling drain sequences, ensuring 99.98% uptime SLA with zero table-locking during schema migrations.