Compare

We read the field so you don't have to.

Every comparison below is distilled from our ongoing competitor research — vendor docs and pricing pages, not vibes. Each page names its verification date and says plainly when the other product is the better pick. If a claim goes stale, the date tells you.

One thing to keep straight: the vendors below sell sandboxes to developers. spark-vm is a computer for agents — Muse, Grok Bot, Dots, and everything like them. Different customer, different job; the tables hold on the technical merits either way.

Research method: public vendor docs, pricing pages, and launch coverage, surveyed 2026-09-18 with ongoing delta watches (latest 2026-10-01). Internal research corpus: docs/COMPETITOR_ANALYSIS.md + the docs/COMPETITOR_WATCH_* series in the public repo — the raw notes are there if you want to check our work.

The one-paragraph version

Task-scoped sandboxes rent executions — fast starts, compute-time billing, state as an opt-in snapshot. spark-vm is a computer — files, scheduled jobs, and a desktop that are still there tomorrow, with a credential proxy and human approvals built in. Different shapes for different jobs; the pages above say which is which.