Dataheart by Kugghuset
The whole organisation. Ready for what comes next.
Dataheart understands how customers, money, assignments, people and systems connect. It follows change, tests possible paths and prepares the next feasible step.
Kugghuset specialists develop the capability with you, from the first question to completed action and measured outcome.
Start with a real questionWhich change would make the greatest difference to your organisation over the next 90 days?
The guided experience is open. Free-form dialogue is being enabled progressively.
Follow a proposal into action
02 · Reality becomes understandable
See what every claim rests on.
Dataheart brings together sources, definitions, relationships and quality rules. It shows what is known, what is a hypothesis and what needs investigation.
01Source
Where the information came from and when it was last read.
02Meaning
How the organisation defines the concept and who owns that definition.
03Limitation
What the evidence cannot yet say and what needs testing.

03 · A proposal gets a path forward
From signal to the next feasible step.
Knowledge becomes a proposal that can be reviewed, corrected, approved and followed up. Every step can be revisited.
01Signal
Something has changed and deserves attention.
02Proposal
Dataheart prepares a concrete, reviewable next step.
03Authority
The right person decides before anything has consequences.

04 · People close to the work
Dataheart develops where the work happens.
Kugghuset forward deployed engineers learn the goals, data and everyday reality with the organisation. They review assumptions, build prototypes and make new capabilities work in practice.
01Leadership
Goals, priorities and authority become clear and observable.
02Operations
Experience close to the work shapes models, tools and the next improvement.
03Technology
Integration, security and operations develop as part of the value.

05 · Authority before action
Every action crosses the right boundary.
Dataheart separates proposing, preparing and executing. Trust grows through clear authority, visible decisions and end-to-end accountability.
01Propose
Show alternatives, assumptions and uncertainties.
02Prepare
Gather evidence and create a reversible draft.
03Execute
Requires explicit authority and an auditable receipt.

06 · Protected with the customer, open to the world
Your Dataheart. Connected on your terms.
Customer data, definitions and decisions have clear ownership. Secure bridges connect Microsoft, other clouds, local systems and open formats.
01Customer cell
Data, meaning, policy and history stay within an explicit customer context.
02Bridges
Every connection has a purpose, a contract and bounded permissions.
03Portability
Knowledge and ownership should survive technology changes.

07 · The outcome returns
A decision begins the next learning cycle.
Dataheart follows what actually happened. Observed outcome remains separate from expected effect, making the next proposal better to test.
01Expectation
What we expected to happen and why.
02Observation
What could actually be measured after the action.
03Learning
What to keep, change or investigate further.

08 · Open work
Follow what we know, build and are still trying to understand.
Decisions, research, limitations and open questions receive visible status and reviewable evidence.
The conversational entrance
A first work object can now be created before registration.
See roadmap and decisions →verifiedResearch Atlas
Claims, evidence, challenges and experiments remain open to inspection.
Explore the research →specifiedAuthority before action
See how Dataheart separates proposal, preparation and execution.
Read the trust contract →09 · The conversation continues
What would you like to make happen?
Start with a real question. Dataheart prepares a first step and Kugghuset can help make it real.
