AI built for production
Most AI projects never make it out of the prototype stage. We help you design and build AI systems that work in production, grounded in your data, integrated into your workflows, and built to be maintained and improved over time.
AI built for production
Most AI projects never make it out of the prototype stage. We help you design and build AI systems that work in production, grounded in your data, integrated into your workflows, and built to be maintained and improved over time.
AI built for production
Most AI projects never make it out of the prototype stage. We help you design and build AI systems that work in production, grounded in your data, integrated into your workflows, and built to be maintained and improved over time.
LLM application development
We design and build production-grade applications powered by large language models, from intelligent assistants and document processing tools to knowledge interfaces and content generation systems. We help you select the right model, design the right architecture, and ship something your users will actually rely on.
RAG and enterprise knowledge systems
We build retrieval-augmented generation systems that ground LLMs in your proprietary data, internal documents, and knowledge bases. This gives your AI accurate, context-aware responses drawn from your own content, without hallucination and without exposing sensitive data to model training.
AI agents and workflow automation
We design and build AI agents that reason over context, use tools, and complete multi-step tasks autonomously. From single-purpose agents embedded in your products to multi-agent systems that coordinate complex workflows, we help you identify where agent-based automation delivers the highest return and build the infrastructure to run it reliably.
ML models and predictive analytics
We develop, deploy, and maintain machine learning models for forecasting, classification, anomaly detection, and recommendation. Our teams bring statistical rigor and engineering discipline to every model we ship, and build the MLOps infrastructure to keep them performing in production.
LLM application development
We design and build production-grade applications powered by large language models, from intelligent assistants and document processing tools to knowledge interfaces and content generation systems. We help you select the right model, design the right architecture, and ship something your users will actually rely on.
RAG and enterprise knowledge systems
We build retrieval-augmented generation systems that ground LLMs in your proprietary data, internal documents, and knowledge bases. This gives your AI accurate, context-aware responses drawn from your own content, without hallucination and without exposing sensitive data to model training.
AI agents and workflow automation
We design and build AI agents that reason over context, use tools, and complete multi-step tasks autonomously. From single-purpose agents embedded in your products to multi-agent systems that coordinate complex workflows, we help you identify where agent-based automation delivers the highest return and build the infrastructure to run it reliably.
ML models and predictive analytics
We develop, deploy, and maintain machine learning models for forecasting, classification, anomaly detection, and recommendation. Our teams bring statistical rigor and engineering discipline to every model we ship, and build the MLOps infrastructure to keep them performing in production.
LLM application development
We design and build production-grade applications powered by large language models, from intelligent assistants and document processing tools to knowledge interfaces and content generation systems. We help you select the right model, design the right architecture, and ship something your users will actually rely on.
RAG and enterprise knowledge systems
We build retrieval-augmented generation systems that ground LLMs in your proprietary data, internal documents, and knowledge bases. This gives your AI accurate, context-aware responses drawn from your own content, without hallucination and without exposing sensitive data to model training.
AI agents and workflow automation
We design and build AI agents that reason over context, use tools, and complete multi-step tasks autonomously. From single-purpose agents embedded in your products to multi-agent systems that coordinate complex workflows, we help you identify where agent-based automation delivers the highest return and build the infrastructure to run it reliably.
ML models and predictive analytics
We develop, deploy, and maintain machine learning models for forecasting, classification, anomaly detection, and recommendation. Our teams bring statistical rigor and engineering discipline to every model we ship, and build the MLOps infrastructure to keep them performing in production.
From AI use case to production system through a disciplined delivery process
From AI use case to production system through a disciplined delivery process
From AI use case to production system through a disciplined delivery process
1 —
Use case identification
We work with your teams to identify where AI delivers the highest business impact, assess data availability, evaluate model options, and define success metrics before any development begins.
2 —
Architecture and prototype
Our engineers design the end-to-end AI architecture, whether LLM pipeline, RAG system, agent framework, or ML model, and build working prototypes to validate the approach and surface risks early.
3 —
Build and integrate
We develop production-grade AI systems, integrate them with your existing products and workflows, and build the evaluation and testing frameworks needed to ensure quality and reliability before launch.
4 —
Deploy, monitor, and improve
We deploy to production, implement monitoring for performance and drift, and establish retraining and iteration processes that ensure your AI systems continue to deliver value as your data and requirements evolve.
1 —
Use case identification
We work with your teams to identify where AI delivers the highest business impact, assess data availability, evaluate model options, and define success metrics before any development begins.
2 —
Architecture and prototype
Our engineers design the end-to-end AI architecture, whether LLM pipeline, RAG system, agent framework, or ML model, and build working prototypes to validate the approach and surface risks early.
3 —
Build and integrate
We develop production-grade AI systems, integrate them with your existing products and workflows, and build the evaluation and testing frameworks needed to ensure quality and reliability before launch.
4 —
Deploy, monitor, and improve
We deploy to production, implement monitoring for performance and drift, and establish retraining and iteration processes that ensure your AI systems continue to deliver value as your data and requirements evolve.
1 —
Use case identification
We work with your teams to identify where AI delivers the highest business impact, assess data availability, evaluate model options, and define success metrics before any development begins.
2 —
Architecture and prototype
Our engineers design the end-to-end AI architecture, whether LLM pipeline, RAG system, agent framework, or ML model, and build working prototypes to validate the approach and surface risks early.
3 —
Build and integrate
We develop production-grade AI systems, integrate them with your existing products and workflows, and build the evaluation and testing frameworks needed to ensure quality and reliability before launch.
4 —
Deploy, monitor, and improve
We deploy to production, implement monitoring for performance and drift, and establish retraining and iteration processes that ensure your AI systems continue to deliver value as your data and requirements evolve.
Read related case study
Read related case study
Read related case study
Ready to put AI to work in your business? Let's discuss where LLMs, RAG, or agents can make the biggest impact and how RUBICON can take you from proof of concept to a system you can actually rely on.
Ready to put AI to work in your business? Let's discuss where LLMs, RAG, or agents can make the biggest impact and how RUBICON can take you from proof of concept to a system you can actually rely on.
Ready to put AI to work in your business? Let's discuss where LLMs, RAG, or agents can make the biggest impact and how RUBICON can take you from proof of concept to a system you can actually rely on.
ISO 27001:2022
ISO 9001:2015
DATABRICKS PARTNER

ECOVADIS TOP 35%
4.9 (10 reviews)
Services
ACCELERATORS
@
2026
RUBICON. All rights reserved
ISO 27001:2022
ISO 9001:2015
DATABRICKS PARTNER

ECOVADIS TOP 35%
4.9 (10 reviews)
Company
ACCELERATORS
Services
Industries
ACCELERATORS
@
2026
RUBICON. All rights reserved
ISO 27001:2022
ISO 9001:2015
DATABRICKS PARTNER

ECOVADIS TOP 35%
4.9 (10 reviews)
Company
Industries
Services
ACCELERATORS
@
2026
RUBICON. All rights reserved
