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| Layer | Technology | Rationale | |-------|------------|-----------| | | React 18 + TypeScript, using XPrime UI kit | Consistent with existing codebase; lazy‑load modal. | | API Gateway | GraphQL endpoint /premium/instantInsight (Apollo Server) | Allows precise data shape, reduces over‑fetch. | | Insight Engine | Custom LLM (fine‑tuned GPT‑4‑Turbo) + Tabular‑Data‑Transformer (TDT) model for structured data → hosted on Azure ML Managed Compute (Premium SKU) | Guarantees latency < 15 s; data never leaves VNet. | | Data Access Layer | PostgreSQL + Snowflake connectors (via Prisma) | Reads the same data source as existing dashboards; respects row‑level security. | | Caching | Redis (TTL = 5 min) for repeated queries on same slice | Improves latency for frequent repeat analyses. | | Observability | OpenTelemetry (trace), Prometheus (metrics), Loki (logs) | End‑to‑end visibility; SLA monitoring (99.9 % success, ≤ 15 s). | | Security | OAuth 2.0 + JWT scopes ( premium:insight ), network isolation (VNet, private endpoints) | Only premium users can invoke; meets compliance. | | Model Ops | MLflow for versioning, CI/CD via GitHub Actions + Azure Pipelines | Safe rollout of new model versions. | If this is related to a specific promotional