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Data products for the agentic era

Forge data products as containers of context.

AI decides at machine speed. It needs context. FLUID Forge compiles your data products — open source, governed, agent-native.

FLUID Forge compiles raw, scattered, ungoverned data into a row of governed, agent-ready data products, tiered Source-aligned (SDP), Aggregate (ADP) and Consumer-aligned (CDP).
Apache-2.0 · OSS Command Center — early access Built on the FLUID standard

Field guides

Four briefings on agentic-ready data.

Short, plain-spoken papers on data products and the FLUID standard — written for the boardroom and the engineering team alike.

All research

Field guide · 12 pages

The Case for Data Products

Tell us where to credit it. The PDF downloads the moment you submit — no inbox wait.

One email. The PDF downloads instantly — we never gate it twice.

Field guide · 15 pages

Introduction to FLUID

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One email. The PDF downloads instantly — we never gate it twice.

Field guide · 9 pages

Data Products by Industry

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One email. The PDF downloads instantly — we never gate it twice.

Field guide · 14 pages

What Agentic-Ready Means

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The shape of the problem

Four beats. One conclusion.

01

FAST.

Decisions in the AI Era happen at machine speed.

02

CONTEXT.

AI can keep up — if it has context.

03

PRODUCTS.

Context lives in data products. Self-contained. Governed.

04

FORGE.

FLUID Forge — the open-source compiler.

The signature tool

Map your Periodic Table.

Every industry has a finite set of data products it needs. We've mapped them. Five minutes. No login.

Proof

Runs everywhere. For every industry.

One FLUID contract compiles native to every major cloud — and the data-product pattern maps cleanly onto every sector.

SnowflakeAWSGoogle CloudDuckDB See how Forge compiles →
TelecommunicationsBanking & Financial ServicesHealthcareRetail & ConsumerEnergy & UtilitiesCentral GovernmentNational Health SystemsResearch & Higher EducationLocal & Regional GovernmentTelecommunicationsBanking & Financial ServicesHealthcareRetail & ConsumerEnergy & UtilitiesCentral GovernmentNational Health SystemsResearch & Higher EducationLocal & Regional Government

How we work

Four phases. One working day to first prototype.

  1. 01

    Before

    Walk in with your sector's map.

  2. 02

    Workshop

    First prototype in a day.

  3. 03

    Build

    Parallel. No big-bang risk.

  4. 04

    Turnkey

    Teams own the methodology.

Who's behind this

We built the standard.

Founded on one observation: agentic AI would stall — not because the AI wasn't ready, but because the data wasn't.

Founder · Standard architect

Jeff Watson

Practitioner of enterprise data architecture across telco and public sector. Author of FLUID Enterprises. Currently building the standard the agentic era runs on.

  • Open standard. No transformation that depends on lock-in.
  • Methodology + tech. Architecture without ownership fails.
  • Speed without shortcuts. Parallel makes months out of years.
  • Diagnostic first. 30 minutes. If we can't help, we say so.

Once forged, your data products get a runtime — the FLUID Command Center: marketplace, catalog, governance, observability. Early access →

Now is the moment

The window is open. Not for long.

AI capability is commoditising. Data architecture is the moat.