Research-Ready

Reproducible, forensically grounded AI research and documentation — self-hosted and fully under European control.

Applied AI is becoming infrastructure — on someone else’s terms

Research groups, public institutions, and businesses are all being pulled onto the same handful of commercial AI clouds: closed models, opaque pricing, data leaving the institution by default.

• Generated text fabricates sources and citations effortlessly — without a trail back to the evidence, that’s indistinguishable from a fact
• Research needs pipelines that are reproducible and inspectable, not black-box APIs
• Public institutions need to know exactly where data and decisions happen
• Long-term dependency on external platforms is a structural risk, not just a cost line

Self-hosted, because control is a precondition for accountability

Every pipeline runs on a self-hosted AI stack. Reproducible means something concrete here: someone who wasn’t part of the project can reconstruct how a result came about from the stored data and the log alone — without asking the team. Data, source code, and models stay inside the environment you control, even while the pipeline makes decisions on its own.

• Every step — who did what, when, based on what — sits in a version-controlled, timestamped archive
• Services run with least privilege and verify each other before exchanging data
• Passwords and keys are stored encrypted, never in plain text
• No vendor lock-in: models and providers are interchangeable

Eight pipelines, three domains

Citable, reproducible research — end to end

A research workflow that automatically makes results citable and reproducible, from data to publication — built around exactly the kind of reproducibility standard research institutions are expected to meet.

Built inside applied research, not a pitch deck

Research-Ready grew out of the Value Chain Hackers Lab at the Supply Chain Finance Lectorate, Windesheim University of Applied Sciences — an applied research program built around "revolutionizing the supply chain industry through relentless innovation, spirited collaboration, and hands-on practical application," working alongside industry partners including a European heavy-vehicle manufacturer. Pipelines first pass a formal reconstructability test — can someone outside the project follow the conclusions from the stored data alone? — before they become reusable products.

What a partnership could look like

• A pilot on one existing pipeline, adapted to your context
• A co-developed pipeline for a new research or public-service question
• Shared infrastructure for a research group or consortium
• A joint research or funding proposal

Let’s explore what fits

Book a short call, or send a message — we can look together at which pipeline, or which new one, makes sense for your institution.

• research-ready.nl
• info@research-ready.nl
• Research-Ready on GitHub