Stop building data lakes.
Start building AI-ready enterprises
Amnet Data Foundry uses autonomous AI agents to ingest, understand, transform, and govern enterprise data — automatically building a Medallion architecture and trusted Gold business models that power analytics, copilots, decision intelligence, and enterprise AI. Months of engineering effort, reduced to days.
One agentic pipeline, from raw sources to AI-ready consumption
Autonomous agents operate every stage — ingestion, transformation, modeling, and governance — so the architecture below builds and maintains itself.
“Data isn't the problem. Trust and action are.”
Enterprises don't struggle with a lack of data — they struggle to make it usable, reliable, and actionable. Most data initiatives fail because they stop at data, not decisions.
Multiple versions of truth
Conflicting numbers across systems erode executive confidence in every report.
Reconciling, not deciding
Teams burn weeks reconciling data instead of using it to move the business.
Dashboards without decisions
Insight is generated; action never follows. The loop stays open.
Slow, expensive programs
Multi-year data initiatives with low ROI and mounting data debt.
Limited trust at the top
Executives hesitate to make calls on data they can't verify or trace.
Not built for AI
Legacy estates were never structured for GenAI, RAG, or autonomous agents.
Autonomous agents that do the data engineering
Amnet Data Foundry's agents continuously connect, discover, cleanse, resolve, validate, and govern — building and maintaining your Medallion architecture as your enterprise evolves.
Auto Schema Discovery
Agents understand and map source systems — ERP, CRM, HCM, SCM, streaming, files, mainframes — automatically.
Smart Data Mapping
Automated mappings and transformations from Bronze to Silver to Gold, with minimal manual effort.
Data Quality Agents
Detect, fix, and continuously monitor quality — validation as a living system, not a one-time project.
Lineage Agents
End-to-end lineage and impact analysis, so every number can be traced to its source.
Pipeline Agents
Auto-build and optimize ETL/ELT pipelines; onboard new sources in days, not quarters.
Entity Resolution 360
Customer, Product, and Account 360 resolved across systems into single trusted entities.
50–60%
Faster implementation vs. traditional builds
70%
Reduction in manual engineering effort
Days
To onboard new data sources
Lower
Cost to scale, govern, and evolve
What makes it different
- ✓Built for trust — automated data quality, lineage, governance, and PII detection engineered in from the first ingestion.
- ✓Built for business, not just data teams — KPI-aligned models and a semantic layer that translates technical data into decision language.
- ✓Built for AI from the start — structured for GenAI, RAG, automation, and decision systems; your Gold layer is your AI foundation.
- ✓Continuously synchronized — the foundation evolves as your enterprise systems evolve, without re-platforming.
A single, trusted view
across the enterprise
Faster analytics · Consistent outcomes
Foundation for AI-driven growth
From raw enterprise data to AI-ready business knowledge — in days, not months.
Talk to an Amnet Data Foundry architect about your current estate and see a working Medallion build against your own sample data.