White‑box data exploration environment

Many lenses. One workspace.

Explore datasets through projections, clustering, metrics, and explainable outputs — always traceable and reproducible.

🔍 Many lenses 🧭 Organized workspace 🧪 White‑box & reproducible
Hero demo placeholder — Load → Explore → Compare → Share
Start Lite →
Low‑friction plan with core features.
 Compare Plans →
Lite ↔ Pro, 6‑month upfront, and custom mixes.

One place for every perspective

Keep datasets, analyses, and comparisons organized in a single, navigable workspace.

🗺️

Projections

  • Interactive 2D & 3D plots
  • Side‑by‑side comparisons
  • Drag‑and‑drop panels
🧭

Project, Cluster & Compare

  • K‑Means, HDBSCAN, and more
  • Cluster comparison & filtering
  • Metrics at a glance
📊

SHAP & Feature Focus

  • Feature contributions
  • Prune to essentials
  • Explain model behavior
🧪

Transparency

  • Full run lineage & reproducibility
  • Metrics & stability indicators
  • View‑only public links for sharing your runs (coming soon)

Transparent by design

Every result is traceable, reproducible, and easy to share.

Available now

  • Run lineage with parameters, filters, and dataset versions
  • Reproducibility: identical results from the same inputs
  • Metrics & bootstrap stability for confidence
  • Side‑by‑side comparisons that make differences clear

Coming soon

  • Team reproducibility: send identical runs & datasets to colleagues
  • Link sharing: view‑only audit access to projections, clusters, metrics & SHAP (model outputs only; no raw data; headers only)
Diagram placeholder — Dataset → Run → Outputs (Projections/Clusters/Metrics/SHAP) → Share

Part of your existing workflow

Keep using the tools you already know. We connect the dots.

🧩

Connect & Update

Live Google Sheets connection for updates. See your datasets anytime.

Soon: one‑click syncing to always cluster on the latest data.

📤

Export Anywhere

One‑click export to Drive today; R, SPSS, and notebooks coming soon.

Collaboration & next steps

Share results with colleagues and explore new ways of understanding data.

🤝

Run Sharing

Share runs directly and keep context intact. (Team reproducibility coming soon)

🔗

Link Sharing

View‑only audit access via link — shares model outputs only (no raw data; headers only). (Coming soon)

Plans

Choose what fits. Upgrade or customize anytime. Transparency features are included in all plans.

Lite

Essentials for exploration.

  • Projects & datasets, lineage
  • Interactive projections
  • Core clustering options
  • One‑click export to Drive

Pro

Full environment for power users.

  • All projections & clustering
  • SHAP & pruning tools
  • Bootstrap stability & compare
  • Advanced filtering & exports (R/SPSS/Notebooks soon)

6‑Month Upfront

Pay once, save, and lock features.

  • Available for Lite or Pro
  • Priority support window
  • Option to customize features in between
Need something in between? Build a custom mix between Lite and Pro.
Start Lite →
Essentials, lowest friction.
 Compare Plans →
Lite ↔ Pro, 6‑month upfront, custom mixes.

Roadmap

What’s planned as we release with features in progress.

September

Sharing & Audit

  • Run sharing (team reproducibility)
  • View-only audit links (model outputs only; headers only)
In progress
October

Supervised Models

  • Model training & comparison
  • Explainability (SHAP) for supervised runs
Planned
November

Placeholder

Details to be announced as we triage user feedback.

Planned
December

Placeholder

Reserved for end-of-year quality + polish milestones.

Planned

Roadmap is indicative and may adjust based on feedback.

FAQ

  • What plans are available? Lite and Pro subscriptions, plus a 6‑month upfront option. You can also customize a mix between Lite and Pro.
  • Can I use this with clinical data? Yes — your raw data is not shared. View‑only audit links (coming soon) only expose model outputs.
  • Can others audit my results? Every run is reproducible today. View‑only audit links for external reviewers are coming soon.