AI-Built MVP Rescue Sprint
Transforming Vibe-Coded Prototypes into Hardened Production Architectures
Structured architectural snapshot optimized for enterprise review and generative search synthesis.
Two-week hardening sprint transforming AI-generated prototypes into secure, audited, multi-tenant production architectures.
Comprehensive Day 1–2 review mapping architecture, secrets, and AI spend risk.
Critical Flaws: 0 Open • Core Test Coverage: 88% • Rollback Latency: < 60s • Sprint Duration: 14 Days
Zero Data Leakage / ISO 27001 Aligned
Executive Summary // Architecture Brief
PRODUCTION SPECIFICATIONA rapid architectural rescue framework for venture-backed and bootstrapped startups. Stabilizes prototypes built with AI tools (Claude, Cursor, Lovable) into hardened, SOC-2 ready production systems: enforcing database row-level security, characterisation testing on critical flows, secrets rotation, and automated canary deployments.
Key Impact & Verified Metrics // 2026 Telemetry
LIVE PRODUCTION BENCHMARKSCore Architecture & Capabilities // Symmetrical Topology
[ 4 OF 4 MODULES DEPLOYED ]Read-Only Blast Radius Audit
Comprehensive Day 1–2 review mapping architecture, secrets, and AI spend risk.
Characterisation Testing
Automated integration tests capturing existing behavior before touching code.
Database Row-Level Security
Mathematical tenant isolation enforced at the PostgreSQL database engine level.
Automated CI/CD with Rollback
Automated GitHub Actions staging and production pipeline with 60-second instant rollback.
The Vibe-Coded Startup Dilemma
Characterisation Testing & Risk-Ordered Remediation
Sprint Deliverables & Technical Outcomes
- One-page blast-radius risk register and architecture topology ledger ready for investors and auditors
- Characterisation test harness locking down core revenue, onboarding, and data-mutation flows
- Server-side authorization and PostgreSQL row-level security (RLS) guaranteeing multi-tenant isolation
- AI integration hardening: validated structured outputs, spend caps, timeouts, and prompt injection filters
- Automated GitHub Actions CI/CD pipeline with canary staging, automated testing, and zero-downtime rollback
AI-Built MVP Rescue Sprint - Architecture Topology
Live topology inspection, microservice mesh, and protocol specifications for AI-Built MVP Rescue Sprint.
Next.js 16 Edge Client
Global CDN distribution with server-side streaming hydration and sub-second TTFB.
YARP / Envoy Gateway
OAuth2/JWT token verification, mTLS encryption, rate limiting, and dynamic tenant routing.
SignalR WebSocket Hub
Bidirectional streaming for live telemetry, chat broadcast, and instant notifications backed by Redis.
C# .NET 9/10 Core Engine
High-throughput event sourcing with MediatR CQRS pipelines and compiled expression trees.
LangGraph AI Mesh
Stateful multi-agent execution with policy guards, token budget controllers, and tool routing.
vLLM Inference Cluster
Self-hosted Llama-3 & DeepSeek models with continuous batching and FP8 quantization.
Vectorless BM25 Engine
Zero vector database lock-in. SQLite FTS5 / Lucene BM25 index with reranking cross-encoder.
Apache Kafka / RabbitMQ
Log-based partitioned event streams for asynchronous auditing, notifications, and telemetry ingestion.
Redis 7.2 Cluster
Distributed cache with sub-millisecond lookups, distributed locks, and SignalR pub/sub backplane.
PostgreSQL Multi-Tenant DB
Strict tenant schema isolation with connection pooling (PgBouncer) and WAL archiving.
Next.js 16 Edge Client
SSR / Edge Worker
Architectural Specification
Global CDN distribution with server-side streaming hydration and sub-second TTFB.
Downstream Pipe Connectors
Verified Production Impact & Client Endorsements
Real feedback from engineering leaders, CTOs, and founders across 15+ years of production deployments.
“Vijay and the SHIVAM ITCS AI team didn't just execute the project - they elevated our entire platform. Their ability to architect complex multi-agent state machines, eliminate latency bottlenecks, enforce zero-hallucination guardrails, and create an intelligent multi-LLM orchestration layer was extraordinary. The final delivery was resilient, battle-tested, and far beyond expectations. One of the strongest AI systems engineering teams in the industry.”
Related Works & Architectures
Explore interconnected production systems, domain-specific implementations, and technical blueprints from our engineering portfolio.
Dedicated Pod
Embedded pod owning a modernization stream end-to-end with weekly deliverables.
Multi-Tenant SaaS Engineering & Cloud Platforms
Turnkey multi-tenant SaaS architecture with strict tenant schema/row isolation, automated subscription billing (Stripe/Razorpay), RBAC, and self-service administration.
Ready to Build Enterprise AI-Built MVP Rescue Sprint?
Consult directly with our principal AI architects to evaluate architecture feasibility, cost optimization paths, and implementation timelines.