How Vizkraft Works
The Cognitive Void: A unified intelligence layer that bridges your raw data systems to human-readable insights through Model Context Protocol (MCP).
The Data Flow Ecosystem
Data Sources
Postgres, Snowflake, S3, APIs
MCP Connectors
Unified Model Context Protocol abstraction
Vizkraft AI
Context-aware reasoning engine
Output
Interactive Dashboards & Real-time Charts
The Neural Query Engine
Unlike traditional SQL-based tools, Vizkraft doesn't just run queries. It understands your business logic. Our engine maps your technical schema to semantic business concepts, allowing for queries that understand "Customer Churn" instead of just "Table.DeletedAt".
Schema Awareness
Auto-indexing of table relationships and metadata tags.
Context Understanding
Maintains state across complex multi-step analysis sessions.
01 SELECT date_trunc('month', o.created_at),
02 count(DISTINCT o.user_id) AS active_users,
03 sum(o.total_amount) / count(DISTINCT o.user_id) AS arpu
04 FROM orders o
05 JOIN users u ON o.user_id = u.id
06 -- [AI Context] Calculating LTV trends for Q3...
The Multi-Agent Protocol
The Neural Query Engine is orchestrated by three distinct autonomous agents working in a synchronized protocol to deliver high-fidelity data intelligence.
The Semantic Agent
First responder in the stack. Responsible for translating natural language into technical intent.
Map: "churn" → table.users.status('cancelled') Awareness: Q3 Fiscal calendar active
The Logic Agent
The technical architect. Validates SQL syntax and ensures absolute query integrity.
Validate: JOIN_PERMISSIONS = OK Optimize: INDEX_SCAN(orders.created_at)
The Synthesis Agent
Final validation layer. Cross-references results with historical patterns.
Anomaly: -2% vs Mean (Within Range) Verdict: Insights ready for delivery
MCP Connector Architecture
Unified Querying Interface
MCP allows Vizkraft to treat your entire stack—from legacy databases to modern SaaS APIs—as a single, searchable knowledge base.
Zero Latency
Direct protocol-to-protocol communication with no intermediate ETL.
Privacy First
Data remains in your source; Vizkraft only stores semantic metadata.
Stop waiting on engineering for reports.
Most of our customers were ops or CS leads who'd been blocked for weeks. They booked a demo, connected their database in 10 minutes, and never looked back.