Systems Plumbing

Systems AI Integration

Seamlessly embed modern generative AI and LLM APIs into your existing legacy tech stack.

Scope This Solution View Architecture Flow

Operational Problems Solved

Bridge modern AI capabilities into your existing Java Spring, .NET, Django, or legacy PHP systems without requiring a risky total architecture rewrite.

Existing business software lacks modern AI features

Legacy architecture makes integrating streaming AI responses challenging

Concerns about latency, rate limits, and API reliability from AI providers

System Architecture & Execution Flow

DETERMINISTIC PIPELINE

Legacy Request

Legacy application sends standard REST or SOAP request to AI Gateway.

Sanitization & Cache

Checks Redis semantic cache to return instant cached responses for duplicate queries.

Model Routing

Routes request to fastest/cheapest provider with automatic failover.

Stream & Record

Streams response back to legacy UI while recording metrics.

What We Deliver

API Gateway microservice with built-in rate-limiting, retries, and circuit breakers

Streaming SSE (Server-Sent Events) adapter for real-time frontend responses

Prompt management system allowing business users to update copy without redeploying code

Multi-provider failover (e.g. OpenAI to Anthropic Claude if provider experiences an outage)

Human-in-the-Loop Review Points

Real-time latency alerts and provider health telemetry accessible by DevOps team

Data Privacy & Security Boundaries

Outbound data filtering prevents sensitive internal IDs or tokens from leaking to external APIs

Technical Questions

Can this work if our backend is written in older Java or .NET?

Yes. We build lightweight RESTful microservices that interface with your existing applications over standard HTTP JSON protocols, requiring minimal modifications to your core codebase.

Scope a Production Pilot

We typically deliver a functional staging proof-of-concept for this capability within 2–3 weeks.

Discuss Architecture

Fixed-price scoping milestone

Direct discussion with senior AI engineer

Confidential NDA available

Recommended Tech Stack

TypeScript / Node.jsRedisDockerNginxOpenAI / Claude

COLLABORATE & SHIP VALUE

Ready to scope your Systems AI Integration?

Share your current tech stack and dataset requirements. We will prepare an architecture proposal within one business day.

Scope This Solution Start Project Scoping

< 24h Response

Mutual NDA Guaranteed

Zero Obligation Scoping

Zero obligation • Direct technical conversation with engineers • NDA upon request