Ambient Systems

Governed FP&A data products

Pre-user and pre-revenue. Commercial activity is paused. Inspect the open-core contracts and architecture - this site is a technical company record, not an active sales funnel.

  • 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.

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What we deliver

Governed products, not presentation layers

  • Governed data products - not dashboards, not 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.

How it works

Medallion path to contract-backed Gold

Ingest lands as traceable Bronze from files, entry, or operator-approved sources. Silver cleanses; Gold computes in the medallion pipeline. YAML contracts define Gold products - metrics, KPIs, quality, lineage. Workspace and BI read Gold only via adapters. Databricks medallion plus Unity Catalog; GCP hosting. Details on Product and the wiki.

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

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.

Platform options

Open Source Integrator uses Ambient Core (MIT). Platform Subscriber is hosted Command Centre delivery - not self-serve while commercial activity is paused.

Capability availability: Open Source Integrator versus Platform Subscriber
CapabilityOpen Source Integratorv0.3.5 · Ambient Core · MITPlatform Subscriberv1.0 · Ambient Platform · hosted
Reference catalog: core metrics and 17 industry packsYesYes
Catalog consumption: data options to KPIs (input coverage)YesYes
Governance pipeline and contract validation (CLI and CI)YesYes
Benchmarking lifecycleYesYes
Assurance lifecycleYesYes
Investor disclosure lifecycleYesYes
Planning and variance lifecycleYesYes
Lakehouse governance libraries (provenance, PII, Silver validation)YesYes
Multi-tenant organizations and member rolesYes
Hosted Bronze–Silver–Gold pipeline (Databricks)Yes
Overview dashboards (financial and operational metrics)Yes
FP&A workspace (KPI tracking, goals, early-access forecast)Yes
Data hub (CSV upload, manual entry, fulfillment status)Yes
Setup requests for managed connectors (not live OAuth in UI)Yes
Gold Firestore consumption adapter (contract-backed)Yes
Standard reporting and exports (PDF, CSV)Yes
Commercial usage gates (credits, pipeline triggers)Yes
Operational–financial bridge and optimization Gold productsYes
Full lineage audit and enterprise compliance packYes
Platform agent HTTP workers (production export)

Open Source Integrator

MIT ambient-core — inspect contracts and catalog in public

ambient-core repository on GitHub

Open Source Integrator

Ambient-Team/ambient-core — catalog and Gold contracts (MIT open core).

Contribute

Contribute - leave your work email. Ivan will get in touch with you on how to contribute to ambient-core.

Platform Subscriber experience

Production workspace on governed Gold products

  • Overview — location-filtered financial and operational metrics
  • FP&A Workspace — KPI tracking, goals, early-access forecast
  • Data — CSV bronze upload, manual entry, medallion fulfillment
  • Organizations — members, commercial usage, pipeline status

Managed ERP connectors are requested through the Data hub—not live OAuth self-serve in the app today.

  • 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.

Demo personas with synthetic Gold data (local Tier A)

Downstream consumers

Where governed Gold products are read

Ambient workspace

React app: Overview, FP&A Workspace, Data hub, organizations, and profile—sourced from Gold products.

BI tools

Tableau and Power BI consumption adapters on contract-backed Gold outputs (not certification claims).

Catalog industries

Integrator reference catalog — 17 industry packs

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

Integrator — Reference catalogOperator — Workspace demos

Build vs buy

Open-source contracts before you rebuild the lakehouse

If you build it yourself

Ambient Core (Open Source)

Time to value
Six to eighteen months of platform work before the first finance-ready number lands.
Ambient Core already ships contracts, catalog, and validation - without rebuilding the governance stack from scratch.
Headcount
Two to four or more engineers to design and maintain the lakehouse and governance layers from scratch.
About one to two FTEs to run Ambient Core yourself (pipeline plus contracts and CI) without the commercial Ambient Platform.
Cost
About $450k-$900k+ per year in salaries for a full DIY platform team.
Lower salary load when Ambient Core covers contracts and governance instead of staffing a full DIY platform team.
Governance
Hard to review ad hoc rules; definitions often drift against BCBS 239 and ISO 8000 expectations years after the 2008 crisis.
Open-source contracts and deployment rules invite public oversight - DQ scorecards, lineage, and row-level security included.
Technology
You absorb every breaking link between data governance, pipeline, and consumption.
YAML contracts coupled with a clean SQL/Python Spark pipeline that runs on any deployment model.

Our history

Singapore roots, Hong Kong corporate presence

  • Founded in Singapore on July 5, 2021 with pre-seed support from NUS GRIP; roots in NUS master’s research in computer science (2020).
  • Early work spanned smart infrastructure, commercial real estate, and vertical farming contexts in Southeast Asia.
  • Recognition including Panasonic Deep Tech Innovation Challenge and Google Cloud Hackathon Singapore.
  • Evolved toward financial transformation: governed data products for FP&A and operational intelligence.
  • Hong Kong subsidiary established November 2023.
  • Singapore incorporation (2021) is historical; the Singapore corporation closed in 2026.
  • Corporate headquarters consolidated in Hong Kong in 2026 onward.

External mentions

Directories

External listings — Hong Kong is the current

Current (Hong Kong)

Historical (Singapore)

  • PitchBook

    Singapore incorporation era — corporate HQ is now Hong Kong

  • Wellfound (AngelList)

    Singapore incorporation era — corporate HQ is now Hong Kong

  • StartupSG

    Singapore incorporation era — corporate HQ is now Hong Kong

Company

Hong Kong headquarters · Ambient Systems Limited

Business Registration (BR): 75933810 — Hong Kong subsidiary since 2023. Founded in Singapore (2021) through NUS GRIP; Hong Kong is the corporate headquarters.

Mission, vision, and values

Mission: Empower better financial operations with governed data products—streamlined planning, reliable reporting, and insights leaders can trust.

Vision: Trusted financial and operational intelligence through contract-backed, inspectable data governance.

  • Innovation

    Advance contract-backed data products and open-core inspectability.

  • Value creation

    Deliver measurable outcomes for operators, not dashboard vanity metrics.

  • Efficiency

    Reduce time-to-trust for KPIs with lineage and quality built in.

  • Expertise

    Apply deep engineering experience across North America and Asia-Pacific contexts.

  • Sustainability

    Support efficient resource use in asset-heavy industries.