AI · LLMs · Computer Vision · MLOps

The Complete
AI Lifecycle.

From raw enterprise data to production AI — Rodion delivers the full stack: LLMs, RAG pipelines, computer vision, AI agents, and MLOps as one cohesive system.

Clients OpenAI, ScaleAI, Outlier & others
Industry AI / Technology
Geography USA, Europe, India
Engagement ML Engineering, MLOps
Status Ongoing
Executive Summary

The Story

When three of the world's leading AI companies needed a reliable engineering partner for their training infrastructure, they came to Rodion — not for the glamour of AI, but for the precision it demands.

OpenAI, ScaleAI, and Outlier needed the systems behind the AI: annotation pipelines with 98%+ accuracy, computer vision models that generalise across edge cases, and video analysis architectures that scale to millions of inputs. The work is unglamorous but mission-critical — when your model is only as good as your training data, you cannot afford engineering shortcuts.

Rodion built the full stack: data ingestion, model training, evaluation, deployment, and continuous monitoring — as one cohesive system. For enterprise clients, this means going from raw data to production-grade AI in weeks, not years.

Beyond annotation, Rodion has deployed end-to-end AI for logistics, healthcare, manufacturing, and financial services — LLMs, RAG pipelines, AI agents, and computer vision across eight countries and counting.

6AI Domains Covered
20+Models Deployed
50M+Predictions Served
8+Countries
The Challenge

Enterprises Need Systems, Not Just Models

Most AI initiatives fail at the boundary between model development and production. Enterprises face fragmented tooling — a model here, an API there — with no coherent system tying them together.

Our clients needed end-to-end ownership: from data ingestion and model training through to deployment, monitoring, and continuous improvement — all built to enterprise reliability standards.

AI systems architecture
Our Solution

One Platform. Every Layer of AI.

We design and build the complete AI stack — LLM fine-tuning and RAG pipelines for knowledge-intensive tasks, computer vision systems for image and video intelligence, NLP pipelines for text classification and extraction, and AI agents for autonomous workflow automation.

For global clients including OpenAI, ScaleAI, and Outlier, we delivered annotation pipelines, anomaly detection models, and object recognition systems that power their AI training infrastructure.

Technology stack
Results

What We Delivered

01

RAG Systems That Eliminate AI Hallucination

Retrieval-augmented generation pipelines grounded in enterprise knowledge bases, delivering verifiable, source-cited answers to complex business queries.

02

Computer Vision at Scale — OpenAI, ScaleAI & Outlier

Object detection, image annotation, anomaly detection, and video analysis pipelines processing millions of images for global AI training companies.

03

AI Agents Automating Complex Workflows

Autonomous agents that orchestrate multi-step business processes — from document ingestion to decision-making — without human intervention.

04

Production-Grade MLOps Infrastructure

Complete model lifecycle management — training, evaluation, deployment, monitoring, and retraining — on cloud-native Kubernetes infrastructure.

Build With Us

Ready to Build Your
End-to-End AI System?

From data to deployment. We own the entire AI lifecycle so you can focus on the business outcomes.

Rodion Solutions · AI & Enterprise Engineering · Trusted across 8+ countries