The category is real — the differences aren't cosmetic
"Autonomous coding agent" covers tools that range from autocomplete-with-chat to systems that take a goal and ship a PR. Before you compare logos, decide which job you're buying.
The 6 things that actually matter
- Autonomy level. Does it complete whole tasks end-to-end, or assist you while you drive? (Comparison →)
- Where it runs. Locally? Isolated VMs? A shared cloud? This drives your security review. (How Sweet isolates →)
- Pricing model. Per-seat autocopmlete vs. per-task vs. flat team pricing. Flat is easier to budget.
- Review workflow. Standard git PRs > proprietary review surfaces (no lock-in).
- Language/framework scope. Language-agnostic beats IDE-specific.
- Team features. Seats, admin, usage visibility, onboarding.
A pricing sanity check
Autocomplete seats are ~$10–$40/mo but only speed up someone already coding. Autonomous agents replace *time on the backlog*. Sweet Team is $1,000/mo for 5–50 agents — about 8% of one engineer. See pricing.
The honest limitations
Agents are not good at ambiguous product/architecture decisions, and they can produce plausible-but-wrong changes — so human review stays mandatory. Buy for well-scoped capacity, not for judgment.
Checklist before you buy
- Can I run it on one real backlog item before paying?
- Does it open normal PRs?
- Is the execution environment isolated?
- Is usage hard-capped (no surprise bills)?
Ready to try it on a real issue? Start a 30-day team pilot →