Generative AI & LLM Development
We design and ship LLM-based systems that run in production: secure, measurable, and integrated into real business workflows.
RAG · Evaluation · Orchestration · Secure deployment · Integration
Generative AI solutions for real business use
We help companies move beyond demos and prototypes by designing production-grade generative AI systems aligned with business goals, data constraints, and technical reality.
Our work focuses on custom LLM applications, AI agents, and generative workflows that operate reliably at scale and integrate with existing systems.
How businesses use generative AI
AI agents for operations
Automate repetitive tasks, monitoring, reporting, and decision support across internal systems.
Customer support automation
LLM-powered chat and ticket handling integrated with CRM, knowledge bases, and internal tools.
Sales & marketing augmentation
AI agents that qualify leads, generate content, personalize outreach, and assist sales teams.
Internal knowledge assistants
Private LLMs trained on company data for search, summarization, and decision support.
Document processing & analysis
Extraction, classification, summarization, and compliance checks using generative models.
Our delivery process
Discovery & requirements
Business goals, constraints, data sources, and success metrics.
Architecture & model strategy
LLM selection, prompt strategy, fine-tuning vs RAG, security design.
Development & testing
Model orchestration, agents, evaluation, and reliability testing.
Integration & deployment
APIs, internal systems, cloud infrastructure, and monitoring.
Iteration & scaling
Performance optimization, cost control, and continuous improvement.
Architecture & technology
We design generative AI systems with an architecture-first approach.
This includes model orchestration, retrieval pipelines, agent frameworks, and integration layers — built for reliability, scalability, and long-term operation.
Why work with us
We work as technical partners, not vendors.
Let's discuss your generative AI project
Have an idea, prototype, or existing system? We'll review it and suggest a clear technical and business path forward.