Name: AI-Native Tech Stack Development
Availability: InStock

LLM APIs & Integration:: OpenAI GPT-4, Anthropic Claude, Google Vertex AI, Azure OpenAI. Complete RAG pipeline implementation with vector search and semantic caching for startup-scale AI applications.
Vector Databases & Search:: Pinecone, pgvector, Milvus, Weaviate. Optimized for startup-scale semantic search with cost-effective indexing strategies and real-time query performance.
AI-Powered Development:: GitHub Copilot, Cursor IDE, LLM-as-judge for automated testing, AI-generated documentation, intelligent code reviews, and deployment automation.
Evaluation & Monitoring:: Custom eval harnesses, LLM performance monitoring, A/B testing for prompt optimization, automated regression detection, and cost optimization for API usage.

Frontend (Lightning Fast):: React 18 + Next.js 14, TypeScript, Tailwind CSS, Shadcn/ui components. Vercel deployment for instant scaling with edge functions and global CDN.
Backend (Startup Speed):: Java Springboot or Python FastAPI or Node.js with TypeScript. Async/await patterns, Kafka Stream, KSQL, automatic API documentation, built-in validation and serialization for rapid iteration.
Database (Scale Ready):: MongoDB, PostgreSQL with Prisma ORM, Redis for caching, Elasticsearch for search, Supabase for rapid prototyping. Designed for easy migration to AWS RDS/Aurora at scale.
Authentication & Security:: NextAuth.js, Clerk, or Auth0 integration. JWT tokens, OAuth providers, RBAC, and enterprise security standards from day one.

Continuous Deployment:: GitHub Actions, trunk-based development, automated testing pipeline, staging environments, feature flags, and canary deployments for rapid iteration.
Infrastructure as Code:: Terraform for AWS/GCP/Azure, Docker containerization, Kubernetes for scaling, cost monitoring, and automated resource optimization.
Observability Stack:: OpenTelemetry tracing, DataDog or New Relic monitoring, error tracking with Sentry, real-time alerting, and performance dashboards.
Cost Optimization:: $/API call budgets, automatic scaling policies, spot instance management, database query optimization, and startup-friendly pricing strategies.

Real-Time Streaming:: Kafka or Redpanda for event streaming, real-time user analytics, activity tracking, and behavioral data processing at startup scale.
Analytics Pipeline:: dbt for data transformation, Airflow for orchestration, automated reporting, cohort analysis, and startup metrics (MRR, CAC, LTV).
Product Analytics:: Mixpanel, Amplitude, or PostHog integration. A/B testing frameworks, conversion funnel analysis, and product-market fit measurement.
Business Intelligence:: Custom dashboards, KPI tracking, investor reporting automation, board deck preparation, and growth metric visualization.

React Native Development:: Single codebase for iOS and Android with native performance. Expo for rapid prototyping and deployment, perfect for startup MVP validation.
Progressive Web Apps (PWAs):: App-like experience on web browsers with offline capabilities, push notifications, and app store distribution. Cost-effective alternative to native apps.
Cross-Platform Strategy:: Flutter for high-performance native feel, web-to-mobile conversion strategies, and unified user experience across all platforms.
App Store Optimization:: Store listing optimization, beta testing with TestFlight/Play Console, analytics integration, and user acquisition strategies.

AI-Native Tech Stack for Venture-Backed Startups

Startup-Speed Engineering Stack