Build AI that actually works — not just demos or PoCs.
LLMs are powerful, but raw API calls won't solve your business problems. Datsugi builds production-ready AI systems with proper orchestration, guardrails, and integration into your existing workflows.
Book a Free 1h ConsultationHow we treat AI / ML development projects
AI projects fail when they start with tech instead of outcomes. We begin with your business problem, then work backwards to the model, architecture, and integration.
Use case definition
What decision are you trying to automate? What tedious task should you eliminate? We define the problem before writing a line of code — because "add AI" isn't a strategy.
Model selection
Claude, GPT-4, Gemini, Llama, Mistral — each has strengths and trade-offs. We evaluate cost, latency, accuracy, and data privacy requirements.
Architecture design
RAG pipelines, agent frameworks, fine-tuning, prompt chaining — we design the system architecture that turns a foundation model into a reliable business tool.
Integration and deployment
We integrate models into your CRM, ERP, document workflows, or customer-facing apps — with monitoring, fallbacks, and human-in-the-loop where needed.
And a whole lot more
Everything you need to build AI that works in the real world — not just in demos.
Fine-tuning and custom models
When prompt engineering isn't enough, we fine-tune models on your data — improving accuracy for domain-specific tasks while keeping costs under control.
Vector databases and embeddings
We set up and optimize vector stores like Pinecone, Weaviate, or pgvector — so your RAG system retrieves the right context, every time.
Ongoing monitoring and iteration
AI systems degrade over time. We set up logging, feedback loops, and retraining pipelines so your models stay accurate as your data evolves.
AI without engineering discipline is just an expensive experiment.
Datsugi builds AI systems with proper architecture, testing, and integration. No science projects. No demo-ware. Just production-ready AI that delivers measurable results.
Book a Free 1h Consultation