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Generative AI/ML Solutions

LLMs and generative models wired into real workflows.

We take generative AI past the demo stage — integrated into your actual product, with the evaluation, guardrails, and cost controls that make it something you can rely on in production, not just show in a pitch deck.

What's included

  • LLM integration into existing products and internal tools
  • Prompt and evaluation pipelines so quality is measured, not guessed
  • Retrieval and vector search for grounding models in your own data
  • Cost and latency tuning for production-scale usage

Tools & tech

OpenAIAnthropic ClaudeLangChainPythonVector DBs

How we work

01

Discovery

We start by understanding your product, users, and constraints — no assumptions carried over from another project.

02

Plan

We map the approach, scope, and milestones so you know what's being built and when.

03

Build

Design and engineering move together in short cycles, with working software to react to early.

04

Launch & support

We ship, monitor, and stay close after launch to fix what real usage surfaces.

What we do

LLM integration

Models wired into your actual product surface, not a standalone chat demo.

Evaluation pipelines

Quality measured against real test sets, so you know when a prompt change helps or hurts.

Retrieval & grounding

Vector search and retrieval pipelines that ground responses in your own data, not just the model's training.

Cost & latency tuning

Production-scale usage tuned for cost and response time, not just accuracy in a notebook.

Why work with us

Predictable delivery

Work moves in short, visible cycles, so you always know what's shipping and when — no black box between kickoff and launch.

Built to last

Code we hand over is code we'd maintain ourselves — documented, tested, and free of shortcuts that become someone else's problem.

An outside eye

We ask the hard questions early — about scope, architecture, and risk — before they turn into an expensive fix six months in.

Let's talk about your project

Tell us what you're building — we'll tell you how we'd approach it.

Get in touch
Carvia Technologies

We provide services to organizations based on key skills like Microservices, Machine Learning, AWS, DevOps.

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