
Generative-AI Integration & Automation
We integrate LLMs, GPT automation, Stable Diffusion image pipelines, vector search, and full Retrieval-Augmented Generation (RAG) systems into real products—securely and at scale.
AI Systems Engineered for Production—not Experiments
Codexium builds real AI-enabled products using modern LLMs (GPT-4.1, Claude, Llama), retrieval pipelines, domain-specific fine-tuning, and secure data flows.
Whether you're building an AI agent, automating workflows, generating content, or deploying internal AI copilots, we engineer the data, infrastructure, and security required for enterprise-grade reliability.
Every integration includes structured prompts, guardrails, evals, monitoring, and a scalable backend that keeps inference predictable and safe.
LLM Pipelines
Structured prompts, tool use, agent workflows, chain-of-thought suppression, guardrails, and automated evaluations for stable outputs.
RAG Systems
Embeddings, vector search, hybrid retrieval, reranking, context windows, and domain-specific augmentation using Pinecone, Weaviate, or pgvector.
Generative Media
Image generation pipelines using Stable Diffusion, ControlNet, LoRA, upscaling, and prompt conditioning for consistent visual assets.
What we typically deliver in an AI Integration Engagement
- Domain-specific LLM workflows with structured prompting
- Retrieval pipelines with embeddings + vector search
- AI agents with tool-use (search, DB, actions, schedulers)
- Custom GPTs, internal copilots, or customer-facing assistants
- Automated AI evaluations & hallucination-reduction systems
- Cloud-ready deployment with monitoring and guardrails
Why Codexium's AI Engineering Works for Real Products
We bring a product-engineering mindset, ensuring AI components are stable, predictable, secure, and fully observable. No “fragile demos” — only production-ready pipelines.
Every system ships with monitoring, rate limits, retries, structured logs, and predictable behavior under changing model versions.
When Codexium is the Right AI Integration Partner
- You need an internal AI copilot or customer-facing assistant
- Your workflows require automation using GPT or custom LLMs
- You need a scalable RAG system for large internal knowledge
- You want real generative media pipelines (images, variations)
- Your business wants AI-powered search, insights, or analysis
Performance
Low-latency inference pipelines, token optimization, caching, and hybrid retrieval for fast responses.
Security
Secure data flows, PII protection, compliance (SOC2/HIPAA), access controls, and safe model usage.
Scalability
Cloud-native autoscaling and load-balanced inference, vector indexes tuned for millions of documents.