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Technology Expertise

OpenAI Development & AI Integration

Code and Trust integrates OpenAI APIs into production applications — not demos. We implement structured outputs, function calling, embeddings, and fine-tuning for clients who need reliable, cost-efficient AI features that work in production at scale.

Start a OpenAI project →

What OpenAI expertise does Code and Trust have?

Code and Trust integrates OpenAI APIs into production applications — not demos. We implement structured outputs, function calling, embeddings, and fine-tuning for clients who need reliable, cost-efficient AI features that work in production at scale.

OpenAI integration services

  • GPT-4o and o3 prompt engineering for production accuracy
  • Structured outputs and function calling for reliable JSON extraction
  • Embeddings and vector search with pgvector and Pinecone
  • Streaming responses for real-time UI experiences
  • Cost monitoring and prompt caching to manage token spend

Why Code and Trust uses OpenAI

Code and Trust selects OpenAI for projects where it provides a demonstrable engineering advantage — better performance, lower operational overhead, or faster iteration cycles. Every technology choice is justified by requirements, not familiarity.

Production-proven

Our OpenAI implementations run in production at enterprise scale — not greenfield experiments. We understand the failure modes.

AI-native integration

We combine OpenAI with modern LLM APIs and AI tooling — not as an add-on, but as a core architectural decision from day one.

Handoff-ready

Every project ships with inline documentation, automated tests, and a knowledge transfer session — so your team can own and extend it independently.

Start a OpenAI project with Code and Trust

Tell us what you're building. We'll scope it, resource it, and give you a fixed-price quote — no billing-by-the-hour surprises.

Start a OpenAI project →