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Data infrastructure and AI for scientific research labs

Labric is building the data layer that makes AI work for science. We capture messy lab data from instruments and tools, clean it, and connect it—so researchers can actually use AI to accelerate discovery.
Active Founders
Caitlin Hogan
Caitlin Hogan

Caitlin Hogan, Founder

Currently building Labric (X25) to make the benefits of modern data infrastructure more accessible to scientific research labs.
Connor Hogan
Connor Hogan

Connor Hogan, Founder

Loves science, AI, basketball, and software. Building Labric to make automated scientific discovery closer to reality.
Labric
Founded:2025
Batch:Spring 2025
Team Size:2
Status:
Active
Primary Partner:Nicolas Dessaigne
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Company Launches
Labric – The Data Layer for Scientific Research 🧪
See original launch post

Labric makes data and AI infrastructure for scientific research labs. We unite hundreds of scattered data sources, especially lab instruments, into one central nervous system for the lab.

https://www.youtube.com/watch?v=53OqAmNzEZA

The Problem

Despite pushing the boundaries of chemistry, biology, and materials science, many of the world’s top research labs still run on outdated tools. Lab instruments dump data into Excel spreadsheets. Scientists email these files to themselves. In some cases, labs shell out for clunky custom databases built by consultants that are rarely maintained, and never integrated with modern analysis tools.

The result? PhDs spend hours cleaning and wrangling data instead of making scientific breakthroughs. Labs operate with fragmented, siloed information, unable to collaborate effectively or scale insights across projects. The friction is so normalized, it's invisible — but it's one of the biggest bottlenecks in research today.

What We’ve Built

Labric is a modern data platform purpose-built for scientific labs. We bring your lab into the 21st century, without forcing you to abandon your workflows.

Here’s how:

  1. Instrument Data Streaming: A lightweight app installed on lab computers streams experiment data into a centralized, structured system.
  2. Data Consolidation: We integrate seamlessly with Notion, Excel, Sheets, and Drive, bringing all your data together in one place.
  3. Web Platform: Access, search, and analyze all your lab’s data in one unified interface.

With AI integrated at every layer, we’re unlocking smarter, faster research without sacrificing reproducibility or context. We've already seen how better data infra can lead to more collaboration, better experiments, and more time doing real science.

Why This Matters

AI is transforming how science is done, but only if the data is structured, contextual, and accessible. Without that, teams lose reproducibility, miss key insights, and underuse AI’s potential. Labric is the missing layer enabling real scientific AI — not just hype. We strongly believe this has the potential to 10-100x scientific output per dollar.

Who We Are

Caitlin led data infrastructure at a materials science startup for 4 years, building from the ground up. Connor previously worked on database products at Google. Our team combines deep technical chops with a first-hand understanding of lab chaos.

Our Ask

👉 If you know anyone working in a lab, building science-heavy startups, or investing in deep tech, we’d love to talk.

Reach out to us at: founders@labric.co

Let’s bring scientific discovery into the modern age.