DAACData As A Commodity

Human expertise, recognised in the machine age.

Knowledge held in minds and siloed systems never becomes data anyone can find, and what cannot be found cannot be valued. DAAC is the infrastructure that lets the people who hold that knowledge digitise it themselves: structured, comparable, exchangeable, and shared at their discretion.

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The missing connection

Knowledge exists.
It needs a way to travel.

People know their communities, their operations and the conditions around them. Too little of that knowledge reaches the decisions made about them.

DAAC helps people turn what they know into structured data, bring scattered public evidence into view, and connect systems that cannot read each other. The people who hold the knowledge stay in control.

Better evidence changes the decision.

  • InvestmentUnderstand an operation beyond the risk attached to its location.
  • Due diligenceCheck a claim against the people, places and sources behind it.
  • ImpactCompare what changed with the conditions before an intervention.

Make the knowledge usable where it is needed.

Some information is public but scattered. Some lives in an organisation’s own systems. Some has never been written down. Each needs a different way in.

Consolidate what is public.

Hubs connect organisations, places and activities through the evidence that describes them. Sources, dates and disagreements stay visible, so a reader can judge what a claim supports.

Explore the sector hubs

Digitise what people know.

Build digital tools around the work people actually do. Connect existing databases and turn documents into records that can be checked and reused, without asking everyone to adopt the same system.

Explore the workflows
A common language across different systems
Two supplies, one shapeWhat is already public and what was never written down converge from opposite sides onto the same centred column, then continue down together into one shared, aligned shape.PUBLIC SOURCESSYSTEMS ON THE GROUNDONE SHARED SHAPE

Scribe maps each source to the vocabulary it needs. Spine makes the resulting information discoverable across participating systems.

The holder decides

Compile it once.
Choose how it is shared.

A record can help more than the person who first asked for it.

The same evidence can inform a buyer, a bank, a researcher or a programme. Its holder decides who may access it and on what terms. DAAC brokers that connection without taking custody of the data.

When useful information can earn value for the people who compile it, there is a reason to document it carefully and share it.

ONE RECORDTHE COOPERATIVETHE BUYERTHE INVESTORTHE MINISTRY
Different decisions can draw on the same evidence, with access agreed by its holder.

One infrastructure.
Different ways to put it to work.

Crawl finds public material. Scribe gives it structure. Mason makes a hub people can use. Forge builds and maintains digital systems on a chosen framework. Spine connects the information they hold.

How the parts connect

Scrolls sideways. Drag to see the rest →

public webmaps to the hub graphcurates + presentscontributesconformedpartner frameworknative frameworkbuildscaptures datareads backpublic-data extractquery surfacesolutionHubssector knowledgeGold · Cobalt · EITIsolutionData exampleexplore public recordssolutionDAAC MCP / APIintegrates with client systemssolutionDigital toolssystems people usedaac toolSpinegoverns the exchangedaac toolMasonbuilds the hub, presents itdaac toolScribemap, reconcile, conformdaac toolCrawlscan, verify, organisedaac toolForgethe app builderexternalPublic sourcesregistries, portalsexternalDatastakeseparate partner frameworkdaac toolFramethe app framework
Solution, what people useDAAC tool, the machinery behind a solutionExternal sources and partner frameworks

Hubs are useful in their own right. Connecting a hub or a digital system through Spine opens another route to the information it holds.

What decision is missing its evidence?

Tell us what you need to understand, what information you already hold and where the gaps are.