AT

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.

AI agents at the top connect through FLUID Forge in the centre to seven data products at the bottom, tiered Source-aligned (SDP), Aggregate (ADP), and Consumer-aligned (CDP).
Apache-2.0 · OSS Command Center — early access Built on the FLUID standard

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.

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.

Industries

Same standard. Different products.

TelecommunicationsBanking & Financial ServicesHealthcareRetail & ConsumerEnergy & UtilitiesCentral GovernmentNational Health SystemsResearch & Higher EducationLocal & Regional GovernmentTelecommunicationsBanking & Financial ServicesHealthcareRetail & ConsumerEnergy & UtilitiesCentral GovernmentNational Health SystemsResearch & Higher EducationLocal & Regional Government

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.

FLUID Command Center Early access

And then, observe everything.

The runtime companion to forge-cli. Where deployed data products live, get discovered, get governed, and get observed.

Marketplace

Install a data product.

Catalog

Find any deployed product.

Governance

Policy as contracts.

Analytics

Cost, freshness, usage.

You're in — we'll be in touch.

Now is the moment

The window is open. Not for long.

AI capability is commoditising. Data architecture is the moat.