Refine Static Business Rules into Adaptive Intelligence.
DeepFinery is an end-to-end project that ingests text-based business rules and automatically constructs an artificial neural network from business-logic narratives, or fine-tunes enterprise-grade language models including LLMs and SLMs.
Deterministic Decision-Making
At DeepFinery, Neuro-Symbolic AI is the foundation of how we build trustworthy, explainable, and controllable AI systems.
Neuro-Symbolic AI
Neuro-Symbolic AI combines the strengths of symbolic reasoning and neural learning into a single, practical intelligence stack.
Why Deep Finery?
The DeepFinery Training Studio
Your team shouldn’t need a PhD in Machine Learning to update business logic. Our UI abstracts the training complexity.
- Text-First Editing
- Logic Version Control
- Drift Detection
Why knowledge Studio?
Business Ontology Studio
Business owners shouldn’t need to learn ontology languages to formalize their logic. Write rules in plain English and our studio converts them into a living knowledge graph with a chatbot and AI agents on top.
- Natural-Language to Graph
- Semantic Rule Validation
- Chatbot + Agent Layer
The Finery Ecosystem & Methodology
Ingest
Upload your raw policy documents, Drools rule files, or large compliance manuals into the system, where they are automatically parsed, analyzed, and transformed into a clean, structured representation of your logic and decision pathways.
Synthesize
The platform then generates thousands of high-quality synthetic “Prompt–Response” training pairs that explore every possible scenario, exception, and edge case within your rules, ensuring the model sees the full spectrum of your decision logic.
Distill
Using Auto-Fine-Tuning (QLoRA), the engine trains a compact 3B–7B model to internalize, replicate, and generalize your logic patterns with near-perfect accuracy, turning your rules into a lightweight, intelligent reasoning system.
Serve
Finally, deploy your distilled model as a portable Docker container or a secure API endpoint, giving you full ownership of the weights and the ability to run the solution fully on-premises or inside your existing infrastructure.
We believe Open & Hybrid is the Future of AI
The DeepFinery Studio
Your team shouldn’t need a PhD in Machine Learning to update business logic. Our UI abstracts the training complexity.