Enterprise data nervous system.

AI Native Data Agent

Built on a knowledge graph. Skip the ETL. Deploy analytics, reporting, and machine learning agents in natural language.

Connect to any relational database

PostgreSQL
Snowflake
BigQuery
Redshift
Databricks
MySQL
SQL Server
Oracle
ClickHouse

See it in action

Ask a question in plain language and watch the agent work.

Ask questions in plain language — get SQL queries, research, and analysis grounded in your data graph.

Show SKU-level gross margin va
Production ERP Graph

An agent that investigates, not just translates.

Three layers. One verified answer.

Layer 1 · Graph-Centric Context Engine

Enterprise Knowledge Graph

Builds the map. Fills its own gaps.

Antcluster’s Topology maps your enterprise from how data behaves — structure, relationships, business logic, domain knowledge. It self-repairs on schema change and compounds with every interaction. The Ontology Builder closes the gaps the data alone can’t speak to.

Layer 2 · Planner-Orchestrator

Conversational Memory Layer

Plans before it queries.

Hard questions don’t get one query — they get a contract. AntHive decomposes the problem, delegates work to specialists under bounded coordination, routes evidence between them, and resolves conflicts before any answer commits.

Layer 3 · Agent Swarm

Autonomous Agent Execution

Five specialists. One verified answer.

When interpretations conflict, the swarm debates. When evidence is thin, it asks for more. It commits only to the closest defensible answer — not the fastest one.

SQL
Generates & validates SQL across dialects
Python
Stats, transformations & data analysis
ML
Auto-selects best-fit ML model at runtime
NLP
Text extract, sentiment, entity recognition
Report
Compiles findings into formatted reports + charts

Different industries. Same chaos.
One brain that learns yours.

Manufacturing

“What is the OEE trend for Line 4 across all shifts this quarter, excluding planned maintenance windows?”

ERP, MES, QMS, PLM, SCADA. 1,000+ tables. No shared schema. No glossary written in this decade. Antcluster maps the topology in hours, not months.

FMCG

“Show me SKU-level margin variance by distribution channel, adjusted for trade spend.”

SAP, distributor portals, trade promotion systems — unified into one graph. No warehouse rebuild. No new pipeline.

Automotive

“Compare defect rates across supplier batches for the last six months, broken down by plant and component family.”

Quality records, supplier data, and production logs — queried as one continuous map of how the data actually connects.

Energy

“Which assets in the fleet are degrading fastest, and how much generation revenue is at risk over the next quarter?”

SCADA, CMMS, asset registers, weather feeds — cross-correlated without opening five dashboards. Outage diagnosis becomes one question, not five tickets.

[ Trust & Security ]

Enterprise-ready from day one.

Four security layers for regulated industries, CISO-approved deployments, and air-gapped environments.

Layer 1 / 4

Zero Data Movement

AntCluster never writes to your databases. It queries at source — no ETL pipeline, no data copies created, no permissions beyond read granted at any point.

Read-only connector
No ETL pipeline
Queries at source only
Active

See Antcluster on your data.

30-minute live demo on a sample of your real enterprise database.
No commitment. No setup required.

Or email info@antcluster.com