Self-serve Causal AI workbench

Darkstar Online

Build causal graphs, test interventions, and share decisions.

Build Bayesian-network models in the browser. Run evidence, interventions, counterfactuals, CPT sensitivity, and Studio influence-diagram policy or VOI analysis before sharing or SDK delivery.

No card
Spark entry
Analysis
Sensitivity + VOI
Protected
Runtime grants
Darkstar causal graph mark

Spark starts immediately

Open a managed account, build a focused first model, and keep local file export available.

Paid plans add persistence

Cloud documents, autosave, larger limits, sharing, and authenticated support unlock as work grows.

Runtime access is gated

Protected WASM grants tie inference access to the account and entitlement state.

Causal modeling

A dense decision surface for repeated analytical work.

Graph authoring

Build directed causal graphs, edit node states and probability tables, and keep layouts readable as networks grow.

Causal queries

Inspect evidence, posteriors, lift, interventions, and counterfactuals without leaving the workspace.

Sensitivity analysis

Rank which CPT entries move a target probability most, using the current evidence or intervention state.

Studio decision analysis

Studio adds influence diagrams, policy solving, expected utility, and value-of-information ranking.

Data sampling

Generate sample rows, test scenarios, export synthetic data, and inspect how assumptions move through the model.

Candidate structure learning

Cloud-native learning runs constraint, search-and-score, and optimization workflows from reviewed datasets in the same product surface.

Example models

Start from real network shapes.

The public model corpus gives users meaningful networks to inspect, query, and export before committing paid cloud storage.

LeukemiaAutismVAERSInsurance Risk

Protected runtime

Access follows the account.

Spark, paid plans, support credits, and commercial SDK licenses all resolve through the same account boundary, so product access stays explainable.

  • Managed social sign-in
  • Spark entry without card collection
  • Clear subscription recovery path
  • Signed SDK artifacts and manifests