Dynamically Build Knowledge Graph on your messy Siloed Data in Minutes

Siloed source systems

One Knowledge Graph

Unified by Antcluster

Why alternatives fail

BI Platforms

Tableau. Power BI. Looker.

Pre-built dashboards for pre-defined questions. Every new question is a new IT project. Two to six weeks per change. 60–70% of data requests are ad-hoc. These tools can’t touch them.

Platform Copilots

Databricks Genie. Snowflake Cortex. ThoughtSpot Spotter.

4–8 weeks of specialist configuration. Caps at 25–30 tables. Platform-locked. Breaks when schemas change.

Raw LLMs

GPT. Claude. Gemini via API.

No schema awareness. No join path intelligence. Hallucinates on complex queries. Cannot validate against production data.

Manual Semantic Layers

Hand-built metadata models.

Consultant-configured ontologies. Static artifacts that stale the day after they’re built. Every one requires a human to maintain.

Deploy where your data lives.

On-Premise

Air-gapped. No data leaves your infrastructure.

Private Cloud

AWS, Azure, GCP. Customer-managed keys. VPC peering.

Managed Cloud

Fastest time-to-value. Enterprise SLA.

Connects to everything. Replaces nothing.

Read-only. Non-invasive. No ETL. No data movement. Query at source.

MySQLPostgreSQLOracleMSSQLSnowflakeBigQueryRedshiftDatabricksHiveSQLite

Security & Compliance

Defense-in-depth — every layer interlocks. Nine controls, enforced together.

→RBAC — RBAC at row, column, and table level
→Isolation — Multi-tenant with department-level isolation
→SSO — SSO / SAML / OAuth
→Audit — Full audit trail — timestamped, user-attributed
→Evidence — Chain-of-Thought evidence trails
→Read-only — Antcluster never writes to your systems
→Air-gapped — Air-gapped and on-premise options
→Encryption — Customer-managed encryption keys
→API auth — API with token-based authentication

Competitive Position

Auto-Topology
(no manual modeling)
Manual Semantic Modeling
(weeks to months)
Single-Platform
Cross-Platform
Antcluster●
TextQL
Snowflake Cortex
Databricks Genie
Microsoft Fabric
RelationalAI
ThoughtSpot Spotter
Looker + Gemini
Tellius

The upper-right quadrant — high accuracy on complex schemas at production grade — is commercially empty. Antcluster is building here.