Finance / FP&A
- Board, audit, or lender pressure on numbers
- Needs contract-backed actuals, not dashboard vanity
For finance and FP&A operators under board, audit, or lender pressure
Stop reworking the numbers after close
Ambient ships contract-backed Gold actuals for FP&A - versioned definitions, lakehouse governance, and adapters into workspace and BI. Inspect the pattern in ambient-core (MIT, local Spark/Delta). Run hosted validation on ambient-systems-platform. Gold does not leave without a contract.
Request validation
- Work email starts a validation conversation.
- Ability to pay before launch is the membership filter.
- Approved accounts use Members for hosted access.
- Inspect ambient-core (MIT) anytime - no account required.
Hong Kong entity; data handled per our privacy policy.
What we deliver
Governed products, not presentation layers
- Primary problem: reworking, defending, and rebuilding numbers after systems are supposed to be the source of truth.
- Primary product: governed Gold-layer data products with lineage, contracts, and consumption adapters - not dashboards, not asset management.
- Contract-backed definitions your auditors, lenders, and board packs can trace.
- Gold outputs only through documented consumption adapters (workspace, Tableau, Power BI, Delta Sharing where allowed).
Separate from product Gold:Agency / Advisorycovers cash, controls, TCO, and audit review patterns.
Who pays / membership path
Finance and FP&A buyers, ability-to-pay filter, and what approval unlocks
Membership filter
- Ability to pay before launch
- Approved accounts use Members
Who this is for: Operator-side finance and FP&A buyers under board, audit, or lender pressure on numbers - not dashboard shoppers.
Membership path (what you get when approved):
- Submit a work email for a validation conversation.
- Ambient reviews fit against ability to pay before launch.
- Approved accounts use Members for hosted validation.
- Public list pricing stays frozen until hub Stage 4 and Stage 5 gates pass.
IP: Ambient ships contract-backed Gold - ODCS-shaped contracts, Unity Catalog governance, consumption adapters. Ambient Core (MIT) is the inspectable distribution.
Commercial filter: Ability to pay before launch. Work the qualified STP overlap (live A = 142 finance FP&A contacts). Do not refill outreach from the broader people master (~7k).
How it works
Medallion path to contract-backed Gold
Assurance first. Each layer has a job:
- Bronze - raw ingest, kept traceable.
- Silver - cleansed and validated records.
- Gold - metrics computed under versioned contracts so numbers stay defensible.
YAML / ODCS-shaped contracts define Gold products - schemas, quality, metric definitions, lineage, freshness. Workspace and BI read Gold only through consumption adapters. They do not redefine KPIs in the BI layer.
Databricks medallion plus Unity Catalog; GCP hosting. Said plainly for operators. Details on Product and the wiki.
- Bronze
- Raw ingest, traceable
- Silver
- Cleansed and checked
- Gold
- Contract-backed metrics
Platform options
Two products: ambient-core (MIT / Open Source Integrator) and ambient-systems-platform (Platform Subscriber / Command Centre). Core runs standalone with local Spark/Delta. Platform is the hosted commercial SKU that pins tagged core - it does not fork it.
Open Source Integrator
ambient-core
v0.3.6 · MIT
Contracts, catalog, validators/CLI, notebooks, and ambient_pipeline that run standalone with local Spark/Delta. No Databricks required. Same demo CSVs the commercial path can show.
Platform Subscriber / Command Centre
ambient-systems-platform
v1.0 · Hosted commercial
Hosted product on Firebase, GCP, and Databricks: multi-tenant workspace, hosted pipeline, usage gates. Pins a tagged ambient-core release; does not fork core.
Detail and boundary rules
- Foundation vs full product — /docs/open-core/core-vs-platform/
- Contracts and metrics live in ambient-core.
- Hosted workflows and UI live in ambient-systems-platform.
- Platform pins a tagged core release; it does not fork core.
Legend: — means not included in that product.
Reference catalog: core metrics and 18 industry packs
- ambient-coreOpen Source Integrator
- Yes
- ambient-systems-platformPlatform Subscriber / Command Centre
- Yes
Catalog consumption: data options to KPIs (input coverage)
- ambient-coreOpen Source Integrator
- Yes
- ambient-systems-platformPlatform Subscriber / Command Centre
- Yes
Contracts, validators, and CLI
- ambient-coreOpen Source Integrator
- Yes
- ambient-systems-platformPlatform Subscriber / Command Centre
- Yes
Notebooks + ambient_pipeline (local Spark/Delta; no Databricks required)
- ambient-coreOpen Source Integrator
- Yes
- ambient-systems-platformPlatform Subscriber / Command Centre
- Yes
Same demo CSVs as commercial can show
- ambient-coreOpen Source Integrator
- Yes
- ambient-systems-platformPlatform Subscriber / Command Centre
- Yes
Lakehouse governance libraries (provenance, PII, Silver validation)
- ambient-coreOpen Source Integrator
- Yes
- ambient-systems-platformPlatform Subscriber / Command Centre
- Yes
- ambient-coreOpen Source Integrator
- Contracts / metrics
- ambient-systems-platformPlatform Subscriber / Command Centre
- Hosted workflows / UI
- ambient-coreOpen Source Integrator
- Contracts / metrics
- ambient-systems-platformPlatform Subscriber / Command Centre
- Hosted workflows / UI
- ambient-coreOpen Source Integrator
- Contracts / metrics
- ambient-systems-platformPlatform Subscriber / Command Centre
- Hosted workflows / UI
Planning and variance lifecycle
- ambient-coreOpen Source Integrator
- Contracts / metrics
- ambient-systems-platformPlatform Subscriber / Command Centre
- Hosted workflows / UI
Multi-tenant workspace and member roles (Command Centre)
- ambient-coreOpen Source Integrator
- —
- ambient-systems-platformPlatform Subscriber / Command Centre
- Yes
Hosted Bronze-Silver-Gold pipeline (Firebase / GCP / Databricks)
Bronze = raw landing. Silver = cleaned. Gold = contract-backed metrics ready for consumption.
- ambient-coreOpen Source Integrator
- —
- ambient-systems-platformPlatform Subscriber / Command Centre
- Yes
Overview dashboards (financial and operational metrics)
- ambient-coreOpen Source Integrator
- —
- ambient-systems-platformPlatform Subscriber / Command Centre
- Yes
FP&A workspace (KPI tracking, goals, early-access forecast)
- ambient-coreOpen Source Integrator
- —
- ambient-systems-platformPlatform Subscriber / Command Centre
- Yes
Data hub (CSV upload, manual entry, fulfillment status)
- ambient-coreOpen Source Integrator
- —
- ambient-systems-platformPlatform Subscriber / Command Centre
- Yes
Setup requests for managed connectors (not live OAuth in UI)
- ambient-coreOpen Source Integrator
- —
- ambient-systems-platformPlatform Subscriber / Command Centre
- Yes
Gold Firestore consumption adapter (contract-backed)
Reads governed Gold into Firestore for the Command Centre. Adapters consume metrics; they do not redefine them.
- ambient-coreOpen Source Integrator
- —
- ambient-systems-platformPlatform Subscriber / Command Centre
- Yes
Standard reporting and exports (PDF, CSV)
- ambient-coreOpen Source Integrator
- —
- ambient-systems-platformPlatform Subscriber / Command Centre
- Yes
Commercial usage gates (credits, pipeline triggers)
- ambient-coreOpen Source Integrator
- —
- ambient-systems-platformPlatform Subscriber / Command Centre
- Yes
Operational-financial bridge and optimization Gold products
- ambient-coreOpen Source Integrator
- —
- ambient-systems-platformPlatform Subscriber / Command Centre
- Yes
Full lineage audit and enterprise compliance pack
- ambient-coreOpen Source Integrator
- —
- ambient-systems-platformPlatform Subscriber / Command Centre
- Yes
| Capability | ambient-coreOpen Source Integratorv0.3.6 · MIT | ambient-systems-platformPlatform Subscriber / Command Centrev1.0 · Hosted commercial |
|---|---|---|
| Reference catalog: core metrics and 18 industry packs | Yes | Yes |
| Catalog consumption: data options to KPIs (input coverage) | Yes | Yes |
| Contracts, validators, and CLI | Yes | Yes |
| Notebooks + ambient_pipeline (local Spark/Delta; no Databricks required) | Yes | Yes |
| Same demo CSVs as commercial can show | Yes | Yes |
| Lakehouse governance libraries (provenance, PII, Silver validation) | Yes | Yes |
| Benchmarking lifecycle | Contracts / metrics | Hosted workflows / UI |
| Assurance lifecycle | Contracts / metrics | Hosted workflows / UI |
| Investor disclosure lifecycle | Contracts / metrics | Hosted workflows / UI |
| Planning and variance lifecycle | Contracts / metrics | Hosted workflows / UI |
| Multi-tenant workspace and member roles (Command Centre) | — | Yes |
| Hosted Bronze-Silver-Gold pipeline (Firebase / GCP / 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 products | — | Yes |
| Full lineage audit and enterprise compliance pack | — | Yes |
ambient-core
Open Source Integrator (MIT) - contracts, catalog, validators, and local pipeline
Open Source Integrator
Ambient-Team/ambient-core - MIT open-source core: contracts, catalog, CLI, notebooks, and ambient_pipeline on local Spark/Delta.
Learn more on GitHub →
Request to join ambient-core
Leave your work email. Ivan will follow up on how to contribute to ambient-core.
ambient-systems-platform
Platform Subscriber / Command Centre - hosted validation workspace on governed Gold
- 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. The commercial product pins a tagged ambient-core release; it does not fork core.
- 1
Governed connection
Catalog metrics, Bronze → Silver → Gold processing, uploads, and fulfillment status - not generic ERP sync claims.
- 2
Auditable metrics
Financial and operational KPIs with lineage from pipeline to Gold. Numbers that survive review.
- 3
Consumption where you work
Workspace and BI adapters read contract-backed Gold only. Gold does not leave without a contract.
Demo personas with synthetic Gold data (local Tier A). Screenshots show contract-backed metrics - not third-party ratings.
Banking (depository)
Overview — demo persona: First Meridian Bank
Downstream consumers
Where governed Gold products are read
Ambient workspace
Command Centre: Overview, FP&A Workspace, Data hub, organizations, and profile - sourced from contract-backed Gold.
Learn moreBI tools
Tableau and Power BI adapters on contract-backed Gold. Adapters consume; they do not redefine metrics.
Learn moreCatalog industries
ambient-core reference catalog - finance FP&A beachhead; other packs as lenses
How to choose a pack
- Start with finance-queue and FP&A / audit packs if board or lender review is the pressure.
- Open a pack for sample metrics, then follow Catalog reference for full KPI definitions.
- Vertical Farming and early AgTech stay under secondary lenses - not the commercial beachhead.
Beachhead: finance-queue and FP&A / audit packs. Tap any card for details. All eighteen verticals still ship in Ambient Core; Vertical Farming and early AgTech stay under secondary lenses.
Secondary lenses / collapsed history (1)
Vertical Farming remains in the MIT catalog as a lens. It is not the commercial beachhead.
Integrator - Reference catalogOperator - Workspace demosFoundation vs full product
Build vs buy
DIY ambient-core (OSS) versus buy ambient-systems-platform (commercial) - or rebuild from scratch
Build from scratch
Without Ambient
ambient-core
OSS · Open Source Integrator
ambient-systems-platform
Buy · Platform Subscriber / Command Centre
What you get
- Invent contracts, catalog, pipeline governance, and UI from scratch.
- MIT ambient-core: contracts, catalog, validators/CLI, notebooks.
- ambient_pipeline on local Spark/Delta - no Databricks required.
- Hosted Command Centre on Firebase, GCP, and Databricks.
- Multi-tenant workspace, hosted pipeline, usage gates.
- Pins tagged ambient-core; does not fork it.
Time to value
- Months of platform work before the first finance-ready number lands.
- Inspect and run the OSS pattern locally first.
- You still own deploy, tenancy, and UI.
- Paid validation for approved accounts.
- Governed Gold in a managed workspace instead of rebuilding the stack.
Headcount
- Several engineers to design and maintain lakehouse, governance, and consumption.
- About one to two FTEs to run ambient-core (pipeline, contracts, CI) without the commercial product.
- Hosted ops, tenancy, and Command Centre delivery included.
- Your team focuses on data fit and validation.
Governance
- Ad hoc rules drift; definitions are hard to defend under review.
- Open ODCS-shaped contracts and catalog.
- DQ scorecards, lineage helpers, reviewable YAML.
- Same core contracts in production.
- Hosted workflows for benchmarking, assurance, investor, and planning loops.
Path
- Full rebuild ownership - stack risk stays with you.
- OSS path: adopt Ambient Core yourself. Not a paid SKU.
- Buy path: Platform Subscriber / Command Centre - the paid commercial product.
Our history
Singapore roots, Hong Kong corporate presence
2021
Founded in Singapore
July 5 founding with pre-seed support from NUS GRIP; roots in NUS master's research in computer science (2020).
2021-22
Early operator work
Smart infrastructure and commercial real estate in Southeast Asia. Vertical farming and AgTech appearances stay as secondary lenses, not the beachhead.
2022
Public recognition
Panasonic Deep Tech Innovation Challenge and Google Cloud Hackathon Singapore.
2023
Hong Kong subsidiary
Ambient Systems Limited established in November 2023.
2026
HQ consolidated in Hong Kong
Singapore incorporation is historical; the Singapore corporation closed in 2026. Current beachhead: finance-queue and FP&A / audit.
External mentions
March 7–14, 2024 — Austin, Texas
SXSW 2024 with ACE.SG and Enterprise Singapore(opens in new tab)
Joined a Singapore-led trade mission to Austin for SXSW 2024 and meetings with business and government representatives.
July 5, 2023 — Singapore
Vertical Farm Daily — 2-year anniversary (historical)(opens in new tab)
Historical trade press on Ambient Systems’ Singapore launch and early vertical-farming work (NUS GRIP roots). Collapsed AgTech history - not the current finance FP&A beachhead.
August 15, 2022 — Toronto
University of Toronto Engineering feature(opens in new tab)
Profile on bridging data science with traditional engineering for sustainable building management.
June 2022 — Singapore
Google Cloud Hackathon Singapore — first runner-up(opens in new tab)
First runner-up among 40 startup teams; prototype built on Google Firebase with ongoing mentorship from Google Cloud.
2022 — Singapore
Futurology — Singapore sustainability startups(opens in new tab)
Featured among innovative Singapore-based sustainability companies.
February 17, 2022 — Singapore
SMU BIG Incubator cohort(opens in new tab)
Accepted into Singapore Management University’s Business Innovations Generator incubation programme.
June 10, 2021 — Singapore
NUS GRIP Run 5 Lift-Off Day(opens in new tab)
Showcased as a deep tech startup from the National University of Singapore GRIP programme.
Incubators and recognition
Partner names link to public sources. Logo marks are omitted unless Ambient holds licensed artwork in-repo.
- NUS GRIP graduate (2021)
Deep tech incubator; Singapore founding path.
- SMU BIG Incubator (2022)
Graduate of SMU Institute of Innovation & Entrepreneurship BIG.
- Google Cloud Hackathon Singapore (2022)
First runner-up among forty startup teams.
- WIPO WO 2022/240365
Method and system for equipment settings in building management (priority 7 May 2021; published 17 November 2022).
Directories
External listings — Hong Kong is current; Singapore-era profiles are historical
Current (Hong Kong)
Historical (Singapore)
- PitchBook
Singapore-era profile
- Wellfound (AngelList)
Singapore-era profile
- StartupSG
Singapore-era profile
Company registration
One headquarters · Ambient Systems Limited
- Legal name
- Ambient Systems Limited
- Headquarters
- Hong Kong
- Business Registration
- BR 75933810
- Hong Kong since
- 2023
- Founded
- Singapore (2021) via NUS GRIP
Mission, vision, and values
Mission
Ship contract-backed Gold that survives board, audit, and lender review - so operators stop reworking the numbers.
Vision
Governed lakehouse practice where Gold leaves only through contracts and consumption adapters.
Values
Contracts first
Gold does not leave without a contract. Adapters consume; they do not redefine KPIs.
Operator outcomes
Fewer rework loops. Cleaner defense trails. Not vanity metrics.
Open-source core
ambient-core publishes the pattern in public. Paid validation stays invitation-only.
Plain governance
ODCS, Unity Catalog, and medallion practice said plainly for HK, US, and ASEAN operators.
Evidence over hype
Ability to pay before launch is the filter. Work the qualified path; do not invent traction.
Governed products
Ship Gold data products with lineage - not dashboards, not asset management.