Data and AI Quality and Observability Solution

Define what good data means for your business and who takes action when it isn’t good enough.

A licensed collection of business-led methods and implementation tools designed to help your organization define quality expectations, establish meaningful measures and clarify how data issues should be managed.

Purchase the solution, $4,500 Request an invoice

The business problem

Is your information fit for the business decisions depending on it?

Your systems may be producing data and your technical checks may be running. But a dataset can meet technical expectations without being appropriate for a particular business use.Different teams may have different ideas about acceptable quality. When an issue appears, the organization may lack a clear agreement about its significance, who is accountable and what should happen next.This solution connects quality expectations to business needs and accountable action.

What changes

A clearer line from business expectations to measurable improvement.

Defined expectations

Translate business, regulatory and operational needs into clear quality requirements.

Useful measures

Choose indicators that reveal whether information is fit for its intended use.

Accountable resolution

Connect detected issues to triage, ownership, escalation and sustainable correction.

Why this matters

Focus quality effort where the business needs it.

Not every dataset needs the same level of quality or attention. What matters is whether the data is sufficiently reliable, appropriate and usable for the business outcome it needs to support. Connecting quality expectations to business needs gives teams a practical basis for focusing quality effort and addressing issues.

Enterprise practitioner experience

Grounded in governance leadership.

Christina Sandema-Sombe and Amy Harrelson worked together at Nike, where Christina served as Chief Data Steward. Together, they worked to align business and technical quality expectations, establish governance practices and create mechanisms for surfacing risks associated with the management of important data. Their shared experience informs Datum Cafe’s business-centered approach to data quality.

Inside the solution

Tools for defining expectations and managing improvement.

For leaders

Quality Management Framework

Align leaders on what quality means for priority outcomes, how risk should influence effort and which decisions require evidence.

Business-expectation prompts
Risk and impact questions
Quality-dimension guidance
Leadership alignment tools

For practitioners

Quality Activation Toolkit

Translate expectations into rules, measures, monitoring practices, issue workflows and accountable improvement actions.

Rule-definition templates
Measure-design worksheets
Issue triage workflow
Ownership and escalation maps

Also included: supporting frameworks, implementation guidance and reusable templates that connect business expectations to measurable action.

A practical sequence

Define what good means. Measure what matters. Resolve what gets in the way.

Frame

Connect quality expectations to business outcomes, obligations and material risk.

Define

Document fit-for-use expectations, rules and acceptable thresholds.

Measure

Select useful indicators, evidence and monitoring routines.

Improve

Triage issues, assign action, address causes and document results.

Best fit

Designed for teams that need a usable starting point.

Data, analytics, AI and governance leaders
Business owners, product teams and data stewards
Risk, privacy and compliance partners
Data engineering and platform teams
Organizations improving reporting, operations or AI readiness

License boundaries

Built for internal organizational use.

The organization license permits the purchasing organization to use the materials internally with its employees. It does not include resale, redistribution, public posting, sublicensing or use to deliver services to external clients. Review the complete agreement before purchase. Review the End User Licensing Agreement →

Common questions

Before you choose the solution.

Is this consulting or a digital product?

This is a licensed digital solution your organization can apply internally. Facilitation and advisory support can be scoped separately.

Can multiple employees use the materials?

The offer is structured as an organization license for internal use. The final EULA defines the permitted users, copying and distribution boundaries.

Can we customize the materials?

Use and modification rights are governed by the final license. Contact Datum Cafe if your organization needs adaptation, branding or expanded rights.

What happens after online purchase?

Purchase securely online or request an invoice for your organization’s procurement requirements. After payment, use your Datum Cafe account to access the licensed materials. Contact Datum Cafe if you need help with your purchase or account access.

Ready for a clearer starting point?

Establish what quality means for the business and who is accountable when expectations aren’t met.

Purchase now, $4,500 Request an invoice