How it works

Plan → Approve → Execute

Helix.AI keeps a human in the loop. The model decides what to do and how to code it; a separate execution layer decides where to run it and validates every output.

Three connected stages — a plan outline, an approval gate, and an execution node — joined by flowing data lines.
1

Plan

Helix reads the request, selects the right tools, and proposes a step-by-step analysis plan in plain language — so the intended workflow is explicit before anything happens.

2

Approve

You review the plan and confirm. Nothing executes without explicit approval, and the plan persists across sessions so work is never lost.

3

Execute

Helix generates the analysis code, the execution layer picks the right infrastructure based on data size and cost, runs it in a sandbox, validates the outputs, and returns real artifacts — plots, tables, and a downloadable bundle.

Built for provenance and reproducibility

Every run is reproducible

Each run produces a standalone analysis script plus a bundle containing the script, plots, tables, and full history.

Iteration is traceable

Refinements patch the actual script and re-run it; every run is linked to its parent, preserving a clear lineage.

The agent never touches I/O

The model writes the analysis; the execution layer owns input/output and validates results — a clean separation of concerns.