Where we can help
Kenentoshi Limited provides custom dashboard development, data pipelines and reporting automation for business operations. An engagement starts with the decisions the report needs to support and the data available to answer them. Work can combine source data, define transformations and calculations, and present the results in dashboards or scheduled reports for authorized users.
A good fit when
Your team rebuilds the same spreadsheet report, reconciles information from several systems or needs a shared view of operational exceptions. A custom dashboard is useful when your workflow, permissions or definitions need more than an existing report provides.
Typical deliverables
- Data pipelines and reporting workflows
- Business dashboards and agreed metric definitions
- Customer-defined risk indicators and exception views
What we need to scope the work
- Data sources, access permissions and available formats
- Business questions, metric definitions and intended users
- Refresh frequency, data-quality issues and review workflows
Start with the reporting decision
Identify the audience, the question each view answers and the action it supports. An executive summary, an operational exception queue and an export for a recurring meeting may need different views of the same data. Choose the smallest useful reporting scope before adding more charts.
Agree the data and metric contract
- Source systems, access permissions and the records included in each report.
- Metric formulas, time zones, date ranges and treatment of incomplete or duplicate records.
- Refresh frequency, source update timestamps and how delayed data is shown.
- User roles, permitted exports and access to underlying records.
Validate a dashboard against its sources
Select representative records and reconcile dashboard totals against an agreed source extract. Check filtering, permissions, date boundaries and missing data. A refresh failure should be visible rather than silently presented as current information. The quotation defines which checks, alerts and ongoing monitoring are included.
Customer-defined risk indicators can highlight exceptions for review. They do not certify an operation as risk-free or replace the customer’s decision process.
An illustrative workflow
An illustrative operations dashboard could combine request records and delivery status, show work awaiting review and identify records missing a required field. A viewer can see when the sources were last updated and open the relevant source record. The example describes a possible scope; it is not a customer case study.
- Connect approved sources
- Define and validate metrics
- Report with update status
How pricing works
Data sources, transformation requirements, dashboard scope and reporting cadence determine the quote. Implementation and ongoing support are specified in the agreement.
Scope and responsibilities
Results depend on source data quality and agreed definitions. Risk-indicator software supports customer review; the website does not promise that a dashboard can eliminate risk.
Can dashboards include monitoring or alerts?
Dashboards can be scoped alongside monitoring and alerting requirements. The indicators, triggers, recipients and ongoing responsibilities must be defined for the engagement.