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請求驗證Members

面向董事會、審計或貸方壓力下的財務營運者

讓結帳實際數與受管定義對齊

Ambient Systems 提供合約背書的 Gold 實際數，服務財務規劃與分析：版本化定義、資料湖治理，以及接入工作區與商業智慧的適配器。營運者可在 ambient-core（Massachusetts Institute of Technology 授權）檢視模式；帳戶獲批後使用 ambient-systems-platform 的託管驗證。

請求驗證查看架構

請求驗證

  • 工作電郵可於本月展開驗證對話。
  • 上線前的付款能力是篩選條件。
  • 獲批帳戶透過 Members 登入。

香港實體；資料按私隱政策處理。

問題

財務團隊為何在結帳後仍要對數

01

結帳後數字仍會變動

當 ERP、試算表與 BI 在董事會或貸方壓力下分歧，團隊必須重新對帳。

02

定義漂移

各團隊在本週工具中修改 KPI 邏輯，審計軌跡斷裂，返工成為主要工作。

03

受管的 Gold 才是產品

展示層需要上游合約；Gold 須附血緣與版本化定義方可輸出。

What you get

Governed products with contract-backed Gold

Contracts

Versioned, Open Data Contract Standard-shaped definitions for metrics. Gold leaves only through a contract. Auditors and lenders follow the same rules the pipeline used.

Catalogue

Reference metrics and industry packs so financial planning and analysis starts from shared coverage instead of a blank lakehouse spreadsheet.

Notebooks

Inspectable notebooks show how Bronze and Silver land, and how contract-backed Gold is computed under those contracts.

Pipeline

ambient_pipeline on local Spark and Delta in ambient-core, or hosted Bronze-Silver-Gold on ambient-systems-platform. Same contract idea on both paths.

Who it is for

Operators who own the numbers, and investors who diligence those operators

Finance and financial planning and analysis operators

The operator owns the close, the board pack, or the lender file. The operator needs contract-backed actuals that survive review. Scope excludes another dashboard skin.

Investors who know those operators

The investor diligences teams under audit and capital pressure. The investor needs the same governed Gold story the operator can defend.

Commercial path

Who clears the filter, and what approval unlocks

Step 1:

Request

Leave a work email on the home page this month.

Step 2:

Filter

Ability to pay before launch. Fit review within four weeks. Waitlist vanity counts stay excluded.

Step 3:

Members

Approved accounts sign in for hosted validation ongoing. Documentation sits behind the Members wall.

Who pays: Operator-side finance and financial planning and analysis buyers who clear ability to pay before launch. The buyer profile excludes dashboard-only shoppers.

Membership path:

  • Step 1: Submit a work email for a validation conversation this month.
  • Step 2: Ambient Systems reviews fit against ability to pay before launch within four weeks of submission.
  • Step 3: Approved accounts sign in through Members for hosted validation ongoing. Documentation sits behind the Members wall.
  • Public list pricing stays frozen until hub Stage 4 and Stage 5 gates pass.

Intellectual property: Ambient Systems ships contract-backed Gold: Open Data Contract Standard-shaped contracts, Unity Catalog governance, consumption adapters. ambient-core (Massachusetts Institute of Technology license) is the inspectable distribution.

Commercial filter: Ability to pay before launch. Ambient Systems works the qualified straight-through processing overlap. Ambient Systems reports traction only from recorded evidence.

PART 9: Product options

Two products: ambient-core (Massachusetts Institute of Technology license and Open Source Integrator) and ambient-systems-platform (Platform Subscriber and Command Centre). Core runs standalone with local Spark and Delta. Platform is the hosted commercial stock keeping unit that pins tagged core. Platform keeps core as a pinned dependency.

Open Source Integrator

ambient-core

v0.3.11 · MIT

Contracts, catalog, validators and command-line interface, notebooks, and ambient_pipeline that run standalone with local Spark and Delta. Databricks stays optional. Same demo comma-separated-value files the commercial path can show.

Open Source Integrator

Platform Subscriber / Command Centre

ambient-systems-platform

v1.0 · Hosted commercial

Hosted product on Databricks: multi-tenant workspace, hosted pipeline, usage gates. Pins a tagged ambient-core release. Platform keeps core as a pinned dependency.

Request validation

Detail and boundary rules

  • Contracts and metrics live in ambient-core.
  • Hosted workflows and user interface live in ambient-systems-platform.
  • Platform pins a tagged core release. Platform keeps core as a pinned dependency.
  • Massachusetts Institute of Technology License on ambient-core permits use, copy, modification, and redistribution of the software, including commercial use, when the copyright and license notice remain intact. Open-source integrator path sits outside paid Ambient stock keeping units. Ivan Damnjanovic maintains the public core.

Legend: — marks capability excluded from 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 key performance indicators (input coverage)

ambient-coreOpen Source Integrator
Yes
ambient-systems-platformPlatform Subscriber / Command Centre
Yes

Contracts, validators, and command-line interface

ambient-coreOpen Source Integrator
Yes
ambient-systems-platformPlatform Subscriber / Command Centre
Yes

Notebooks and ambient_pipeline (local Spark and Delta; Databricks optional)

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, personally identifiable information, Silver validation)

ambient-coreOpen Source Integrator
Yes
ambient-systems-platformPlatform Subscriber / Command Centre
Yes

Benchmarking lifecycle

ambient-coreOpen Source Integrator
Contracts / metrics
ambient-systems-platformPlatform Subscriber / Command Centre
Hosted workflows / UI

Assurance lifecycle

ambient-coreOpen Source Integrator
Contracts / metrics
ambient-systems-platformPlatform Subscriber / Command Centre
Hosted workflows / UI

Investor disclosure lifecycle

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 (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

Financial planning and analysis workspace (key performance indicator 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

Customer metrics: org-scoped shared metrics with member value entry (platform pull request 163)

Members enter values, manual values, and locations on shared metrics. Only the organization data owner changes definitions.

ambient-coreOpen Source Integrator
—
ambient-systems-platformPlatform Subscriber / Command Centre
Yes

Customer metrics: private user-scoped metrics (data-owner organization only)

ambient-coreOpen Source Integrator
—
ambient-systems-platformPlatform Subscriber / Command Centre
Yes

Organization data owner controls metric create, delete, and definition changes (platform pull request 165)

ambient-coreOpen Source Integrator
—
ambient-systems-platformPlatform Subscriber / Command Centre
Yes

Setup requests for managed connectors (OAuth self-serve excluded from user interface today)

ambient-coreOpen Source Integrator
—
ambient-systems-platformPlatform Subscriber / Command Centre
Yes

Gold consumption adapter (contract-backed)

Reads governed Gold into the Command Centre. Adapters consume metrics. Adapters leave definitions in the contract layer.

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 (entitlement-gated; operator docs upcoming)

ambient-coreOpen Source Integrator
—
ambient-systems-platformPlatform Subscriber / Command Centre
Hosted workflows / UI

Full lineage audit and enterprise compliance pack (entitlement-gated; explorer upcoming)

ambient-coreOpen Source Integrator
—
ambient-systems-platformPlatform Subscriber / Command Centre
Hosted workflows / UI

ambient-core

Open Source Integrator (Massachusetts Institute of Technology license): contracts, catalog, validators, and local pipeline

ambient-core workspace preview diagram

Open Source Integrator

Massachusetts Institute of Technology open-source core: contracts, catalog, command-line interface, notebooks, and ambient_pipeline on local Spark and Delta.

Read the integrating guide

Open-source hub:ambient-team.github.io

What Massachusetts Institute of Technology License means here

Operators may use, copy, modify, and share ambient-core, including for commercial work, when the copyright and license notice remain intact. The software is free. Ambient Systems charges zero fee for the Massachusetts Institute of Technology core. Ivan Damnjanovic maintains the core. Cloud compute and engineering time remain with the operator to fund.

Contributor chat

Contributor chat — availability pending.

ambient-systems-platform

Platform Subscriber / Command Centre - hosted validation workspace on governed Gold

  • Overview - location-filtered financial and operational metrics
  • Financial planning and analysis workspace - key performance indicator tracking, goals, early-access forecast
  • Data - CSV bronze upload, manual entry, medallion fulfillment
  • Customer metrics - shared org scorecards and private data-owner metrics
  • Organizations - members, data owner profile, commercial usage, pipeline status

Managed enterprise resource planning connectors are requested through the Data hub. OAuth self-serve stays excluded from the application today. The commercial product pins a tagged ambient-core release. Platform keeps core as a pinned dependency.

  • 1

    Governed connection

    Catalog metrics, Bronze to Silver to Gold processing, uploads, and fulfillment status. Scope excludes generic enterprise resource planning sync claims.

  • 2

    Auditable metrics

    Financial and operational key performance indicators with lineage from pipeline to Gold. Numbers that survive review.

  • 3

    Consumption at the operator workspace

    Workspace and business intelligence adapters read contract-backed Gold only. Gold leaves only through a contract.

Request platform access

Same validation path as membership. Work email required. Ability to pay before launch is the filter.

Demo personas with synthetic Gold data (local Tier A). Screenshots show contract-backed metrics. Third-party ratings stay excluded.

Platform demo screenshot

Architecture

Medallion path to contract-backed Gold

PART 1: Layer roles

Assurance comes first. Each layer holds a defined role:

  • Bronze - raw ingest, kept traceable.
  • Silver - cleansed and validated records.
  • Gold - metrics computed under versioned contracts so numbers stay defensible.

PART 2: Contracts and consumption

YAML and Open Data Contract Standard-shaped contracts define Gold products: schemas, quality, metric definitions, lineage, freshness. Workspace and business intelligence read Gold only through consumption adapters. Adapters consume governed metrics; adapters leave key performance indicator definitions in the contract layer.

Databricks medallion plus Unity Catalog on ambient-systems-platform. Plain language for operators.

Bronze
Raw ingest, kept for lineage
Silver
Cleansed and validated
Gold
Contract-backed metrics
Diagram: ingestion through Bronze, Silver, and Gold to workspace and business intelligence consumers

Build versus buy

Do-it-yourself ambient-core (open source) versus buy ambient-systems-platform, including a cost lens

Rebuild path

Outside Ambient Systems

ambient-core

Open Source Integrator

ambient-systems-platform

Platform Subscriber and Command Centre

What the operator gets
  • Invent contracts, catalog, pipeline governance, and user interface from scratch.
  • Massachusetts Institute of Technology ambient-core: contracts, catalog, validators and command-line interface, notebooks.
  • ambient_pipeline on local Spark and Delta. Databricks stays optional.
  • Hosted Command Centre on Databricks.
  • Multi-tenant workspace, hosted pipeline, usage gates.
  • Pins tagged ambient-core. Platform keeps core as a pinned dependency.
Time to value
  • Months of platform work before the first finance-ready number lands.
  • Inspect and run the open-source pattern locally first.
  • The operator still owns deploy, tenancy, and user interface.
  • Paid validation for approved accounts.
  • Governed Gold in a managed workspace instead of rebuilding the stack.
Headcount
  • Several engineers (often 3–6+) to design and keep lakehouse, governance, contracts, and consumption alive.
  • About one to two full-time equivalents to run ambient-core (pipeline, contracts, continuous integration) outside the commercial product.
  • Hosted operations, tenancy, and Command Centre delivery included.
  • The operator team focuses on data fit and validation.
Cost
  • Software subscriptions stack fast on a do-it-yourself lakehouse and financial planning and analysis path (public list shapes, United States dollars, outside Ambient Systems quotes):
  • Databricks: pay-as-you-go in database units; public cloud list prices often ~$0.15–$0.70 per database unit by compute type, plus cloud virtual machines and storage on classic stock keeping units.
  • Business intelligence seats: one common public list about $14 per user per month; Tableau Creator about $75 per user per month (public list).
  • Add cloud hosting, orchestration, and the engineering payroll above. Small production footprints commonly land mid-four to low-five figures United States dollars per month once interactive warehouses and business intelligence seats run, before contracts and governance finish.
  • ambient-core software is free under Massachusetts Institute of Technology license. Ivan Damnjanovic maintains the public core.
  • The operator still funds Spark and Delta (or other) compute, storage, continuous integration, and the one to two full-time equivalent run cost.
  • Ambient Systems charges zero license fee for the open-source integrator itself.
  • Buy path: hosted commercial product for approved accounts.
  • Public Ambient list pricing stays frozen until hub Stage 4 and Stage 5 gates pass.
  • Request validation on the home page. Ability to pay before launch is the filter.
Governance
  • Ad hoc rules drift. Definitions are hard to defend under review.
  • Open Open Data Contract Standard-shaped contracts and catalog.
  • Data quality 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 the operator.
  • Open-source path: adopt ambient-core locally. Outside paid stock keeping units.
  • Buy path: Platform Subscriber and Command Centre, the paid commercial product.

Cost notes cite public vendor list shapes (Databricks database unit ranges; business-intelligence seat lists; Tableau Creator). The figures are planning ranges. The figures stay outside Ambient Systems quotes. The figures stay outside a promise of the operator bill.

PART 7: Downstream consumers

Where governed Gold products are read

Ambient workspace

Command Centre: Overview, financial planning and analysis workspace, Data hub, organizations, and profile, sourced from contract-backed Gold.

Business intelligence tools

Tableau and other business-intelligence adapters on contract-backed Gold. Adapters consume governed metrics. Adapters leave definitions in the contract layer.

Catalog industries

ambient-core reference catalog. Finance financial planning and analysis beachhead. All packs listed alphabetically.

How to choose a pack

  • Start with finance-queue and financial planning and analysis and audit packs when board or lender review applies pressure.
  • Open a pack in-page for sample metrics. Expand when detail is required.
  • Vertical Farming ships with the others in the Massachusetts Institute of Technology catalog. Commercial beachhead remains finance financial planning and analysis.

Beachhead: finance-queue and FP&A / audit packs. Tap any card for details. All catalog verticals ship in ambient-core, including Vertical Farming - listed alphabetically below.

ambient-core catalog

Sample metrics included

    PART 8: Company history

    Research roots to Hong Kong commercial readiness

    1. 2020

      Master's research and invention

      Ivan Damnjanovic's master's research. Invention disclosure filed; iterations led to a patent granted in November 2022.

    2. 2021

      Pre-incorporation and early operator work

      Pre-incorporation and early operator work, including vertical-farming memoranda of understanding and proofs of concept. About $100k from the National University of Singapore Deep Tech Incubator (GRIP).

    3. 2022

      Singapore startup hackathon

      First runner-up among forty startup teams.

    4. 2023

      Hong Kong subsidiary

      Ambient Systems Limited established as the Hong Kong subsidiary.

    5. 2024–2026

      Experimental jurisdictions closed

      Restructuring completed. Experimental jurisdictions closed: Canada federal, Quebec, and Singapore.

    6. 2026

      Hong Kong primary headquarters

      Hong Kong is the primary headquarters. Regulation and administration are being updated for commercial readiness: entity housekeeping, operator processes, and the membership path for approved accounts.

    External mentions

    Public coverage as social proof. Invented logos and ratings stay excluded.

    Incubators and recognition

    Partner names link to public sources. Logo marks appear only when Ambient Systems holds licensed artwork in-repo.

    • NUS GRIP graduate (2021)

      Deep tech incubator; about $100k support on the Singapore founding path.

    • SMU BIG Incubator (2022)

      Graduate of Singapore Management University Institute of Innovation and Entrepreneurship BIG.

    • Singapore startup hackathon (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)

    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 reduce rework on the numbers.

    Vision

    Governed lakehouse practice where Gold leaves only through contracts and consumption adapters.

    Values

    • Contracts first

      Gold leaves only through a contract. Adapters consume governed metrics. Adapters leave key performance indicator definitions in the contract layer.

    • Operator outcomes

      Fewer rework loops. Cleaner defense trails. Vanity metrics stay excluded.

    • Open-source core

      ambient-core publishes the pattern in public. Paid validation stays invitation-only.

    • Plain governance

      Open Data Contract Standard, Unity Catalog, and medallion practice in plain language for Hong Kong, United States, and Association of Southeast Asian Nations operators.

    • Evidence over hype

      Ability to pay before launch is the filter. Ambient Systems works the qualified path. Traction claims require recorded evidence.

    • Governed products

      Ship Gold data products with lineage. Scope excludes standalone dashboards. Scope excludes asset management positioning.

    Next step

    Three paths: sign in when approved, request validation this month, or follow demos and updates on X ongoing.

    Members loginRequest validationFollow on X