Insights from delivery

How we think about research data management, grant closeout, and digital deliverables for grant-funded research.

Multi-Site Research Data Governance: Preventing Drift

Multi-site consortia drift in three places: DMP-to-data, between sites, and dashboards-to-reports. A governance framework that survives the project.

29 April 2026 · 8 min read

For · Research teams

FAIR Data Compliance Without a Data Manager

Most research teams promised FAIR-aligned data in the proposal and never built the practice. How to make FAIR compliance real without a dedicated data manager.

8 April 2026 · 7 min read

For · Research teams

From Prototype to Handover: Making Research Software Maintainable

Most research software dies within 18 months of the developer leaving. A small set of engineering practices at the prototype stage prevents it.

1 April 2026 · 7 min read

For · Research teams

Research Dashboards: When to Build, When to Avoid, and What Funders Expect

Most research dashboards are abandoned within 12 months. When a dashboard is the right deliverable, when a static report is better, what evaluators look for.

11 March 2026 · 7 min read

For · Health & life sciences

Clinical ML deployment without enterprise MLOps overhead

Deployment pattern for clinical research teams with one validated model. No Kubeflow, no platform team, no recurring fees. Sized for research, not hyperscale.

4 March 2026 · 9 min read

For · Public sector

Documented digital outputs for public-sector programmes

Public-sector programmes increasingly must show citizens and oversight committees what programme money produced. A framework for public bodies.

11 February 2026 · 8 min read

For · Research teams

From Raw Research Data to Grant-Ready Reports in 2–4 Weeks

Most grant-funded projects produce data before reportable outputs. The 4-stage pipeline that turns raw data into a report your funder accepts.

4 February 2026 · 7 min read

For · Foundations

How foundations show donors what their money built

Donors expect to see what their money produced — in documented digital form. A practical framework for foundations and nonprofits without an internal CTO.

8 January 2026 · 8 min read

For · Health & life sciences

MLOps for Research Teams: From Notebook to Maintainable Deployment

MLOps for research teams: most content targets hyperscale platforms. What minimum-viable, maintainable model deployment looks like for a research group.

18 December 2025 · 8 min read

For · Research teams

Research Tool MVP: When to Build, When to Buy, When to Avoid

Your grant promised a research tool. Before you build, decide whether to build at all. Build, buy, configure, or avoid — a decision framework.

4 December 2025 · 6 min read

For · Research teams

What Your Horizon Europe Project Needs Before Digital Closeout

Pre-closeout checklist for grant-funded research teams: what evaluators review, what slips in the last quarter, and how to recover six weeks from deadline.

18 November 2025 · 6 min read

For · Research teams

Research Data Management Without a Full-Time Data Manager

How grant-funded research teams handle the full data-management lifecycle — collection, cleaning, FAIR, handover — without a dedicated data manager.

11 November 2025 · 7 min read