SoulBio Lab

Internal products we're building.

The Lab is where we ship tools we wish existed — built to sharpen our own science, and shared with researchers facing the same problems.

Reproducibility Dashboard

An evidence-based reliability score for open science papers.

A dashboard that visualizes open science papers against internal build signals. Before diving deep into any paper, the dashboard gives a quick read on whether it's worth exploring — not reproducibility in its strict sense, but an evidence-based robustness score aggregated from signals around the paper.

  • Aggregate evidence signals from code, data, and citations
  • Reliability score with transparent sub-scores
  • Triage queue for literature reviews

GEO Dataset Findability

Natural-language search across 250k+ GEO datasets.

A clean interface to find GEO datasets using plain-English queries across 250,000+ datasets. Returns annotated metadata tailored to the request — so the right cohort, assay, or condition is one query away.

  • Semantic search over 250k+ GEO datasets
  • Query-aware metadata annotation
  • Export-ready cohort shortlists

GPT CellType Annotation

Automated cell type annotation powered by GPT.

Annotate cell types in your single-cell datasets using an automated pipeline that pairs marker-gene statistics with GPT-based reasoning. Cuts hours of manual curation down to minutes — with citations for every call.

  • End-to-end pipeline from clusters to labels
  • GPT-assisted reasoning over marker genes
  • Audit trail with literature references
Collaborate

Want early access or to build alongside us?

Reach out to pilot a tool, propose an integration, or shape the next release with our research team.

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