Your Data. Your Rules. Precise Knowledge Graphs Without Compromise…
Leonata is your stand-alone system for full semantic and syntactic processing of text.
You build AI-powered applications that need to be accurate, reliable, and efficient. But validating your data is a time-consuming, expensive process. LLMs are unpredictable, they hallucinate, and token costs add up fast. Meanwhile, client expectations are high - you can’t afford to spend days verifying the results.
That’s why we built Leonata.
It’s a command-line script that provides uncontaminated, efficient knowledge graphing and search - without cloud dependencies, costly API calls, or hallucinated data. What’s more, we designed it to run quickly on standard desktop and notebook computers. You do not need GPU’s or expensive large-scale computing resources.
How Does It Work?
Leonata transforms raw text into structured, queryable knowledge graphs—without requiring expensive GPUs or cloud resources.
✔️ Select your text files – Supports various formats.
✔️ Set window size – Choose the context span (e.g., two paragraphs).
✔️ Process & Query – Generates an Optimum Language Model tailored to your data.
How Does It Work?
Leonata transforms raw text into structured, queryable knowledge graphs—without requiring expensive GPUs or cloud resources.
✔️ Select your text files – Supports various formats.
✔️ Set window size – Choose the context span (e.g., two paragraphs).
✔️ Process & Query – Generates an Optimum Language Model tailored to your data.
Introducing The Optimum Language Model
Precision Without Hallucination
We have designed a pure, closed system that builds a semantic and syntactic understanding of your text without external influence. Instead of relying on a general-purpose AI that frequently bring in false data, Leonata creates a model that:
Indexes your data based on meaning and structure, not just keyword matches
Preserves contextual relationships between terms without bias from unrelated
Generates knowledge graphs that actually reflect how your specific dataset is structured
This means your results are always relevant, reliable, and free from data contamination.
Join our Betas Today and Experience the Next Generation of Knowledge Graphs.
Leonata is in limited beta, and we're looking for engineers and developers to test it in real-world scenarios. This is your chance to:
✔ Be first to deploy an airgapped, deterministic AI pipeline.
✔ Shape the future of knowledge graphing with direct feedback.
✔ Eliminate reliance on unreliable external models.
Why Choose Leonata?
Feature
Hallucination- Free
Works Offline
No Training Required
Builds Query Specific Graphs
Cost Efficiency
Want to See How it Compares?
Your Work. Your Data. No Contamination.
LLMs assume that their language model matches your domain. That’s rarely true. Why trust an external system trained on general internet text when you can use Leonata - a closed system designed to work only with your data?
Deterministic Output – Every result is grounded in your dataset, eliminating AI guesswork.
Deep Context Understanding – Extracts meaning and relationships beyond simple keyword matching.
Knowledge Graph Generation – Maps concepts, themes, and structures for fast retrieval.
Leonata
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✔ (Low Compute, No Tokens)
RAG
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✘ (Cloud Costs)
LLMs
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✘ (High Compute & Tokens)
No Hallucinations. No Surprises. Just Reliable Results.
No hallucination
Discrete system. Ensures 100% accuracy by grounding every answer in the provided dataset.
Eliminates risks associated with LLM misinterpretations or creative extrapolation.
On-Demand Knowledge Graphs
Builds a new, dedicated knowledge graph for every new query.
Maximizes precision and relevance by tailoring insights to the exact context of each question.
Security and Privacy
Operates entirely offline—ideal for air-gapped or high-security environments.
Only processes user-provided data, ensuring zero external interference or risk of data leaks.
Efficiency and Scalability
Requires minimal compute resources, making it cost-effective and deployable on edge devices.
Suitable for industries with constrained infrastructure or where high compute costs are prohibitive.
Custom Thesaurus Creation
Dynamically builds and relies on a custom thesaurus based solely on the user's dataset.
Avoids dependency on pre-trained models, ensuring domain-specific and uncontaminated contextually accurate results.
No Training Needed
Skips the expensive, time-consuming process of model training.
Ready to deploy now and deliver insights immediately upon integration.
Be the first to experience the power of deterministic AI
Stop wasting time verifying results. Start owning them.