Impact

Measuring what matters, honestly.

We are early. Rather than promise specific impact numbers before we've earned them, we're building proof in a disciplined way through focused pilot collaborations.

Behind every metric is a family waiting for an answer. We measure to make sure the work moves toward them faster.

Pilot Principles

How we approach this work.

Our goal at this stage is not to make broad claims, but to demonstrate real, measurable improvements in how research moves forward.

Define before we build

For each engagement, we define the bottleneck upfront and agree on what success looks like before any work begins.

Measure what matters

We track outcomes, not activities: reduced processing time, improved efficiency, better use of data.

Share what works and what doesn't

Even early results matter, because they show how this approach can work in practice. We publish what we learn, including where we fall short.

How We Measure Impact

The areas we track.

We will publish results in each of these areas as the program matures. No pre-committed numbers, just measurement frameworks we'll report against.

  1. 01

    Research time saved

    Hours and weeks reduced on data processing, pipeline development, and analysis tasks that previously bottlenecked research.

  2. 02

    Workflow improvements

    Reusable tools, pipelines, and systems delivered to research teams that extend value beyond a single engagement.

  3. 03

    Research outputs

    Co-authored papers, datasets, and tools that result from embedded technical work, credited transparently.

  4. 04

    Funding deployed

    Direct research funding allocated, with public reporting on how each dollar is used and what it enabled.

In 3–5 years, we expect to show meaningful progress in advancing research toward therapies for rare childhood cancers. Not by claiming a cure, but by clearly accelerating the path toward one.

Cohort 1 Pilot

Pilot launching September 2026.

Cohort 1 is a focused pilot supporting 3–5 pediatric cancer research labs. We will report transparently on what we deliver, what we learn, and what we'd do differently. Applications are open for researchers and fellows.

Reports we will publish as Cohort 1 progresses

Project Showcases

Detailed write-ups of each research project and the engineering work delivered.

Coming Soon

Fellow Spotlights

Profiles of fellows sharing their experience and contributions.

Coming Soon

Publications

Research papers and publications enabled by the program.

Coming Soon