Domain-Agnostic
Reasoning Server
for Enterprise
Reason over your code, documents, designs, and domain artifacts using your own LLMs and vector databases
— without storing or training on your data
What It Is
Akinom Reasoning Core is a stateless MCP-based reasoning server that orchestrates agents to understand, validate, and reason over enterprise artifacts.
It does not generate knowledge, store data, or train models. Instead, it connects to customer-owned LLMs, vector databases, and tools to produce explainable, traceable insights.
Stateless Architecture
No data storage. No model training. Fully auditable.
MCP Protocol
Standardized interface for AI tool integration.
Customer-Owned
Runs on your LLMs, vector DBs, and infrastructure.
Core Capabilities
Artifact-centric reasoning with full traceability and explainability
Artifact-Centric Reasoning
Reason over code, documents, designs, research, and domain artifacts with context linking and traceability.
Consistency & Validation
Validate constraints, detect conflicts, and infer risks across enterprise artifacts with explainable outputs.
Stateless MCP Orchestration
Runs on customer-owned LLMs and vector databases. No data storage. No model training. Fully auditable.
Architecture
A clean separation between control plane and execution plane
Client
Applications and tools that consume orchestration services
MCP Runtime
Protocol layer for standardized communication
Adapter Layer
Provider-agnostic abstraction for models, vector stores, and tools
Enterprise Providers
Your existing infrastructure: OpenAI, Anthropic, Pinecone, GitHub, and others
All reasoning is traceable to source artifacts and runs entirely on customer-controlled infrastructure.
Ready to get started?
Explore the documentation or contact us for early access