Prototype-to-Production AI Modernization
Outgrown your demo or vibe-coded prototype? We take your functional concept, preserve the business logic that works, and re-engineer it into secure, institutional-grade commercial software.
Why early AI demos break under real user testing.
Most prototypes built in Cursor, v0, or Replit look flawless on a 2-minute Loom recording. But when high-stakes users or pilot customers touch them, critical structural flaws emerge:
Frontend bundles make direct API calls to OpenAI or Anthropic, exposing root API keys in browser network inspectors and inviting malicious scraping and budget exhaustion.
Relying on raw markdown outputs causes downstream parsers to crash whenever the foundation model deviates from expected formatting or hallucinates fields.
Unconstrained prompts and recursive retry loops consume millions of unnecessary tokens per session, turning a $5/day prototype into an unaffordable $500/day bill.
Prototypes running on SQLite or basic local files lock up the moment 5 concurrent users execute actions simultaneously, corrupting user data and dropping requests.
Our 7-step institutional modernization framework.
We preserve the exact user flow and business logic that made your prototype compelling, while completely re-engineering the underlying plumbing for institutional durability.
Codebase & Security Architecture Audit
We analyze every line of your existing code to uncover exposed credentials, memory leaks, unhandled promise rejections, and injection vulnerabilities.
Edge Worker Credential Encapsulation
We migrate all third-party AI keys to secure, serverless edge functions (Deno / Cloudflare) with cryptographic JWT session validation.
Deterministic Zod Schema Enforcement
We constrain model input and output structures with strongly typed TypeScript interfaces and Zod runtime validators, eliminating parsing errors.
Relational PostgreSQL Data Layer & RLS
We architect normalized PostgreSQL schemas on Supabase with Row Level Security, enforcing cryptographic tenant boundaries and automated point-in-time recovery.
Fail-Closed Fallbacks & Retry Circuit Breakers
When foundation model providers experience rate-limiting or outages, deterministic fallback heuristics kick in instantly to maintain continuous user experience.
Token Budget Profiling & Caching
We implement semantic caching, prompt distillation, and response token ceilings to reduce ongoing LLM operational costs by 40% to 70%.
CI/CD Automation & Production Staging
We establish automated deployment pipelines with GitHub Actions and Netlify/Cloudflare, giving you zero-downtime rollouts and instant rollback capability.
What you walk away with.
StockTipsArena began as an experimental multimodal extractor parsing television broadcast cards. In a 3-week modernization sprint, we re-architected it with normalized PostgreSQL tables, strict ticker-resolution Zod schemas, tick-by-tick NSE bhavcopy verification, and automated quarantine gates for conflicting analyst calls.
Live platform handling continuous market feeds across NSE equities.
Prototype Modernization FAQ
AI & Agentic System Testing, Evals & Hardening →
Validate model accuracy, hallucination rates, and prompt regressions with automated testing harnesses.
Discipline 05Turnkey Cloud Hosting, DevOps & 24/7 Operations →
Post-launch 24/7 managed operations, database replication, and 99.9% uptime SLA maintenance.