Intelligent Agent Orchestration

The Intelligence Mesh

A federated network of specialized AI agents, each deployed on sovereign servers to maintain strict privacy and high-performance intelligence.

How It Works

Intelligent Query Routing

Three-Stage Cascade Routing

A
Rules Engine

Pattern Matching

FREE
<1ms

Keyword and phrase matching resolves obvious queries instantly.

B
Embeddings

Semantic Similarity

$0.0001
~50ms

Vector similarity finds the best specialist for ambiguous queries.

C
LLM Policy

Deep Analysis

$0.001
~1000ms

Small LLM makes final decision for complex routing scenarios.

80-90% of queries resolved in Stage A or B — cost-effective and lightning fast.

The Federated Knowledge map

Visualizing the flow of sovereign intelligence across departments.

Visualize how specialists, agencies, and knowledge flow securely across your federated network.

Data Flow
Query
Verification
Permission Required

Interoperability

Securely connect existing legacy systems into the intelligence mesh.

Data Locality

Compute happens where the data lives. No data ever leaves your jurisdiction.

Audit Trails

Every cross-department query is logged and auditable in real-time.

Domain Experts

Specialist Agents

Each specialist is a sovereign AI instance that can be hosted on its own dedicated server, with custom role prompts and private knowledge bases.

Custom role prompts defining specialist behavior

Dedicated knowledge bases (RAG) per domain

Associated MCP tools and plugins

Routing metadata for intelligent query matching

AI - Financial Operations

AI - Customer Experience

AI - Public Administration

AI - Legal & Compliance

AI - Supply Chain

AI - Health & Pharma

Knowledge Base Query

Document: HR_Policy_2024.pdf

"Remote work policy allows up to 3 days per week..."

Document: Benefits_Guide.pdf

"Health insurance coverage includes dependents..."

Context injected into specialist prompt

Knowledge-Augmented

RAG-Powered Responses

Real-time document retrieval ensures specialists always have access to the most current organizational knowledge.

Semantic search across knowledge bases

Real-time context injection

Access-controlled document retrieval

Always up-to-date information

Seamless Collaboration

Intelligent Handovers

Context-Preserving Transfers

When a specialist recognizes a query is outside their domain, they seamlessly transfer the conversation to the appropriate expert — with full context preserved.

Two-embedding strategy for accurate routing
Conversation history flows to new specialist
No repeated information needed from user
Infinite loop prevention built-in

HR Specialist

Recognizes legal question

HANDOVER

Legal Specialist

Continues with full context