AI Engineering for Enterprise
Data engineering, workflow automation, and custom agents at Fortune 500 scale
Narrow focus.
We don't do everything. We do these things at a world-class level.
Generative AI & LLM Solutions
Harness the power of large language models and generative AI for your business. We build custom solutions using state-of-the-art LLMs, fine-tuned models, and RAG systems that transform how you interact with data and customers.
- Custom LLM Integration
- RAG & Knowledge Systems
- Model Fine-tuning
AI Agents & Automation
Build intelligent agents that act autonomously to complete complex tasks. From customer service bots to workflow automation, we create AI agents that think, reason, and execute with minimal human intervention.
- Autonomous AI Agents
- Multi-Agent Systems
- Workflow Automation
Deployment & Observability
Production-ready AI systems with comprehensive monitoring and observability. We ensure your AI solutions are deployed securely, scale efficiently, and remain transparent with full observability into model behavior and performance.
- Production Deployment
- AI Monitoring & Logging
- Performance Optimization
Two ways Phinest gets AI into production.
Productized data infrastructure and bespoke enterprise automation, both built around real workflows, observability, and hands-on adoption.
Agent-Ready Databases
A B2B product, delivered with hands-on engineering onboarding, that turns raw schemas into AI-consumable metadata for downstream data agents.
- Full-table key and join verification
- Column, table, and schema semantics
LLM Structured Data Extraction
An LLM-powered pipeline that extracts product attributes from unstructured text and images, validates them, and standardizes data across millions of products.
- Vision and text extraction
- Validation and human-in-the-loop review
How we work.
The same engagement shape whether it's a six-week proof of value or a six-month build.
Discover
We map the problem, data, and success criteria with your team.
Prototype
Tight, throwaway-ready builds to clarify assumptions and risks quickly.
Build
Production-grade models, pipelines and agents. Observable traces & evals.
Adopt
We hand off to your team with guidance and clear documentation.
Our Stack
Prague-based, multinational team.
Competition-grade Kagglers, senior engineers, and industry leaders who've shipped AI into the messy reality of FMCG and enterprise. We work remote-friendly with a collaborative hub in Prague.
Got an AI problem worth solving?
Bring it to a 30-minute call. If we're not the right team, we'll tell you who is.

