Agentic Data Fabric — production ready

From Carbon
to Diamond.

Enterprise data is carbon under pressure. Xynage is the agentic pipeline that transforms raw, fragmented source data into clean, governed, mart-ready assets — with every decision reviewed and approved by your team.

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Ingest
Schema Detective
Normalise
Data Prep
Semantic Model
MDM
Target Mapping
Activate

The Problem

Data teams are plumbers
pretending to be architects.

The industry solved pipelines. It never solved knowledge. You can move data at any speed. What you cannot do is understand it, reconcile it, govern it, and trust it — not without an agent that reasons about structure, surfaces conflicts, and waits for a human to approve before anything moves downstream.

Xynage is that agent. Not a tool. Not a platform. A closed-loop pipeline where every transformation is proposed, reviewed, and signed off before it becomes fact.

How it works.

Eight stages. One governed pipeline. Every decision traceable to the person who approved it.

Schema Detective

The agent reads your source schemas — ERP extracts, CSV dumps, SaaS APIs — and builds a structural map before you write a single transformation. No assumptions. No hand-coding.

Agent-first

Normalise + Data Prep

The step data engineers skip. Xynage detects type mismatches, implicit FK relationships, orphaned columns, and composite keys — proposes a normalised structure. You approve. It ships.

Human-in-loop

MDM + Target Mapping

Probabilistic entity resolution surfaces duplicate candidates. Stewards approve merges. Golden records map to your target schema — exact match and LLM-assisted — packaged into a signed handoff.

Governed output

Not a BI tool.
Not an ETL engine.
Something new.

Xynage does not replace your existing stack. It adds the governed intelligence layer your stack was always missing.

  • Agents propose — your team approves. Every merge, every mapping, every transformation.
  • Full audit trail from raw extract to golden record. Every decision, every approver, every timestamp.
  • Structural normalisation before data prep — the layer that makes downstream models trustworthy.
  • Industry packs for ERP migration, Customer 360, and regulated onboarding. Days, not quarters.
  • dbt + DuckDB + Dagster under the hood. No proprietary runtime. No lock-in.

From the field.

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Whitepaper

The ERP Migration Playbook: Why Data Quality Decides the Outcome

32 pages · Free download · No credit card required

Download — Free →

Ready to turn
carbon into diamond?

Book Demo Start Free →

14-day trial · No credit card