Ambient Systems

Governed FP&A data products you can defend in audit

Contract-backed Gold on a production lakehouse—so boards and regulators get lineage, not another dashboard veneer.

  • Audit asks where the number came from; BI on undocumented SQL cannot answer
  • Bronze-Silver-Gold without enforceable contracts never reaches trusted Gold
  • Finance rebuilds the same KPIs every close when definitions drift across tools

Hosted open evaluation uses the same contracts as Ambient Core in our production environment, with a severely limited scope: typically one organization, self-serve CSV or manual ingest, and standard financial metrics—without full bridge, optimization, or enterprise compliance entitlements. Upgrade to full Ambient Platform for managed setup and complete feature flags.

Read the docs·Explore open core·Request access

Request access

Price sheet, platform sign-up, or both—we review manually.

Submitting sends your request to our team through Wix Forms. Data is handled per our privacy policy.

Hong Kong entity; data handled per our privacy policy.

What would you like?

What we deliver

Governed products, not presentation layers

  • Governed data products, not dashboards or asset management
  • Gold outputs only through documented consumption adapters (workspace, Tableau, Power BI, Delta Sharing where allowed)
  • Contract-backed definitions your auditors and regulators can trace

Discuss fit on the Product page or request access below.

How it works

Medallion path to contract-backed Gold

  1. Ingest — Traceable Bronze from files, entry, or operator-approved sources
  2. Process — Silver cleanse and Gold compute in the medallion pipeline
  3. Publish — YAML contracts define Gold products: metrics, KPIs, quality, lineage
  4. Consume — Workspace and BI read Gold only via adapters

Databricks medallion + Unity Catalog; GCP hosting. Details on Product and the wiki.

Diagram: ingestion through Bronze, Silver, and Gold to workspace and BI consumers

Use cases

Sixteen Ambient Core industry packs—tap any vertical

Tap an industry pack to open details. All sixteen verticals ship in the open-source Ambient Core catalog.

Sixteen MIT catalog verticals share one governed pattern. Explore packs above or reference metrics on the wiki.

Three pillars

  • 1

    Governed connection

    Catalog-industry metrics, bronze–silver–gold processing, uploads, and fulfillment status—not generic ERP sync claims.

  • 2

    Auditable metrics

    Financial and operational KPIs with lineage and quality visibility from pipeline to Gold.

  • 3

    Consumption where you work

    Workspace and BI adapters read contract-backed Gold only—not ad hoc warehouse SQL.

Open core and proof

  • 1

    Open core (MIT)

    Ambient Core v0.2.6: contracts, catalog, validators. Inspect on GitHub and validate in your CI before a commercial conversation.

  • 2

    Proof you can verify

    Hong Kong corporate profile, pipeline observability Gold products, and governance patterns documented on the wiki.

Build vs buy

Build your own lakehouse versus adopt the Ambient governed pattern

Build your own lakehouse — Full control, long path to audited metrics; you own contracts, lineage, adapters, and validation.

Adopt Ambient — Medallion + YAML contracts + Unity Catalog + Gold-only adapters; open core to validate before you buy.

  • DIY: custom consumption per tool, internal-only validation
  • Ambient: catalog packs, platform gates, workspace and BI on Gold
  • Open core: diff schemas and CI rules, then request access

CompanyandInvestHK— milestones and recognition.

Documentation

Wiki for ambient-core and the operator platform

Technical answers live in the documentation wiki—open core, platform operators, and catalog reference.

Documentation preview

Open documentation in full window

Request a price sheet or platform access

Same form as above—we review every submission manually.

Submitting sends your request to our team through Wix Forms. Data is handled per our privacy policy.

By submitting you agree to Ambient Systems handling your information. Ambient Systems Limited (Hong Kong) complies with Hong Kong data protection law and other applicable jurisdictions where necessary.

What would you like?