Matrix Solutions
Services

OpenAI Integration

We integrate OpenAI's models — GPT, Realtime, and embeddings — into your product with proper prompt design, evaluation, cost controls, and monitoring.

OpenAIPythonNode.jsFastAPI
The challenge

Problems businesses face without this

A working prototype that isn't ready for production traffic
Unpredictable API costs at scale
No systematic way to evaluate output quality before shipping changes
Uncertainty about which OpenAI model fits a given use case
Our approach

How we solve it

We design the integration around your product's reliability and cost requirements, with evaluation pipelines and monitoring so quality and spend stay predictable as usage grows.

Key features

What's included

Prompt engineering

Structured, tested prompts rather than ad hoc instructions.

Evaluation pipelines

Automated testing to catch quality regressions before deployment.

Cost monitoring

Visibility and controls on API usage and spend.

Realtime & voice API

Integration of OpenAI's low-latency voice and streaming APIs.

Benefits

Business impact

Production-ready integration

Proper error handling, rate limiting, and fallback behavior, not just a demo.

Cost control

Model selection and prompt design tuned to control per-request cost at scale.

Quality you can trust

Evaluation pipelines catch regressions before they reach users.

Right model for the job

Guidance on which OpenAI model fits each part of your product.

Technologies

Built with a modern, production-proven stack

OpenAIPythonNode.jsFastAPI
FAQ

OpenAI Integration FAQs

Ready to talk about openai integration?

Book a discovery call and let's talk about what you're trying to build.