The opportunity

The work behind data is the bottleneck for AI.

The opportunity to connect analytical work to the investments it supports — and where MyDataWork fits. A view for investors, partners and teams planning their next step.

The thesis
Automation doesn't fix bad data — it accelerates the impact of it

AI initiatives need more than access to tools and data. They need context about purpose, ownership, relationships and intended outcomes. MyDataWork helps teams record that context around analytical assets and use cases, so people and approved agents can work from a shared understanding.

Why now
Make the context behind analytical work usable
Value
Connect a use case to its intended and recorded outcomes
Business context
Owners
Record who needs the work and who is involved
Stakeholder context
Links
Connect supporting assets and investigate relationships
Asset context
Reuse
Identify related work before rebuilding it
Investment context
Connect the work to its purpose before deciding what to automate.
The market
Analytical work extends across roles and tools
FP&A
Connect financial planning work to its supporting assets
BI
Record the purpose and stakeholders behind reports
Reporting and decisions
Files
Keep context around spreadsheets, queries and notebooks
Tools
Link work across supported systems in one workspace

The work spans FP&A analysts, demand forecasters, BI developers, analytics engineers and data scientists. Across SQL, spreadsheets, dashboards and code, the same questions recur: what is this for, who depends on it, and what outcome does it support?

Where we fit
Connect assets, use cases and recorded outcomes

Work context alongside catalogs

Data catalogs can provide governance and business context. MyDataWork focuses on the practitioner’s use cases, linked assets, stakeholders and recorded outcomes, complementing existing catalog investments.

Connect spend to recorded value

Architecture and cost tools describe systems and spending. MyDataWork adds use-case context and recorded value and utilization signals to help teams assess the work those investments support.

A bottom-up wedge

Start with a practitioner organizing one use case. Extend the shared record across a team so leaders can review priorities, dependencies and outcomes. Adoption can grow with the work rather than requiring an enterprise-wide rollout first.

For investors & partners

We are building a workspace that connects analytical work to business outcomes and provides governed context for AI. If you are exploring this space or see a partnership opportunity, we would like to talk.

Get in touch →

Read the approach and its practical implications in the MyDataWork position paper (PDF) →.

MyDataWork helps teams record and assess work context; value figures remain the estimates and realized outcomes they enter.

The work context layer that makes your analytics AI-ready.

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