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We build software and systems that turn complex data into clear insight—always guided by scientific rigor, human-centered design, and a belief that data can drive transformation for the common good.

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From Data To Insight

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Your Challenges

Biological data is growing in scale and complexity–but extracting insight remains difficult.

{DATA FRAGMENTATION}

Data across experiments, modalities, and systems is difficult to compare.

{INFRASTRUCTURE COMPLEXITY}

Significant effort is required to process, harmonize, and analyze large-scale datasets.

{The DATA TO INSIGHT GAP}

Turning data into biological understanding and testable hypotheses remains slow and difficult.

HOW WE DELIVER

From data engineering to scientific applications.

{PRODUCT: protoXell}

Cell response discovery software
Explore, compare, and interpret perturbation effects across experiments through an intuitive point-and-click interface.
Explore protoXell

{BESPOKE ENGINEERING}

AI/ML, applications, data engineering, bioinformatics pipelines, and data platforms tailored to your organization.

{Optimized for Meaningful Impact}

Engineers and scientists dedicated to solving complex challenges in life sciences and healthcare (LSHC).

Reduce Friction, Expand Insight

We are a multidisciplinary team of scientists and engineers with complementary skillsets, deeply committed to solving meaningful challenges in the life sciences and healthcare (LSHC) sector. From raw data to actionable insight, we deliver high-quality, end-to-end solutions tailored to your unique needs. With a shared mission to accelerate innovation in human health, we combine deep domain expertise with robust, reliable technologies to drive smarter, faster decisions.

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results—delivered.

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More articles
A Blood Pressure Drug, a Diabetes Drug, and What Their Gene Expression Profiles Have in Common
{Insights}{Case Studies}{Sci-tech}
10 mins read

A Blood Pressure Drug, a Diabetes Drug, and What Their Gene Expression Profiles Have in Common

We were testing protoXell's drug similarity search and wanted to try it on a case where we already had some idea of the answer. If the tool is useful, it should be able to find a repurposing story that has been tested in the clinic, without us pointing it there. Verapamil was a good fit. It is a calcium channel blocker that has been used for decades for blood pressure and heart rhythm problems, and over the past several years it has been tested in diabetes. A small 2018 trial in adults with new

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DataXight Launches protoXell to Unlock Mechanistic Insight from Large-Scale Perturbation Data
{News}{Sci-tech}
2 mins read

DataXight Launches protoXell to Unlock Mechanistic Insight from Large-Scale Perturbation Data

New scientific software enables researchers to explore chemical and genetic perturbations, accelerating target discovery and drug repurposing MOUNTAIN VIEW, CA – May 19, 2026 – Addressing the persistent challenge scientists face in transforming complex biological perturbation data into actionable mechanistic insight, DataXight today announced protoXell, a new scientific software designed to streamline discovery. To learn more about protoXell and explore access options, visit https://dataxight.c

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Comparing Perturbations: E-distance and Euclidean distance are Your Best Allies
{Sci-tech}
7 mins read

Comparing Perturbations: E-distance and Euclidean distance are Your Best Allies

Summary Our benchmarking reveals a surprising truth: in the race to translate massive perturbation datasets into discovery, the most effective mathematical "lens" isn't the most complex one. While sophisticated metrics like Wasserstein or Mean Pairwise are often favored due to their mathematical impressiveness, we found that E-distance and Euclidean distance provide the superior balance of speed and signal resolution for high-throughput pipelines. By delivering sharper biological contrast at a

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Services

From data strategy to advanced analytics and decision support, we offer end-to-end services that transform complex data into meaningful insight. Everything we do is designed to accelerate your innovation, improve your operational efficiency, and empower you to confidently make evidence-based decisions across the life sciences and healthcare landscape.
Unlock the power of structured, clean, and scalable data. From curation to advanced analytics, our services help you make confident, insight-driven decisions at speed and scale.
  • Data Curation
  • Data Quality
  • Data Governance
  • Data Engineering
  • Data Products
  • Managed Services
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Build intelligent systems tailored to your domain. We design and deliver software platforms, data tools, and ML pipelines that scale with your needs and empower your team.
  • User-Centric Scientific Software
  • Data and Workflow Orchestration
  • Life Sciences ML Enablement
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Accelerate biomedical innovation with expert support in genomics, bioinformatics, and research. Our science-led solutions are designed to advance discovery and real-world application.
  • Reproducible Analysis Pipelines
  • AI for Scientific Discovery
  • Biological Insight Generation
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Foundation Models, Running in Weeks.
Accelerate biomedical innovation with expert support in genomics, bioinformatics, and research. Our science-led solutions are designed to advance discovery and real-world application.
  • Runs on your cloud or on-prem
  • Models configured for your use case
  • Notebooks and benchmarks included
  • Full handoff, no lock-in
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