Comparison guide
How to choose an AI agent platform
An AI agent platform comparison is easier when you fix the dimensions first. Below are six that decide most outcomes — orchestration model, roles and permissions, human gates, audit and traceability, self-hosting and data boundary, and update control — plus a checklist you can score without a demo.
Six dimensions that decide the outcome
- Orchestration model — a single assistant, a fixed pipeline, or a team of agents with states and transitions.
- Roles and permissions — can you say who may change code and who may merge?
- Human gates — where does work stop and wait for a person?
- Audit and traceability — after the fact, can you reconstruct who did what, and why?
- Self-hosting and data boundary — where does code and command execution actually run?
- Update control — who decides when the platform changes under you?
Who each model suits
A single assistant suits drafting, search and small edits. A fixed pipeline suits repeatable transformations with one clear owner. A multi-agent team suits work that benefits from separate implementation and review perspectives, and where hand-offs need to be traceable afterwards.
Where GuildOS sits, and what it gives up
GuildOS is built for multi-agent collaboration that has to be auditable: work runs on machines you pair, moves through explicit states, and stops at human gates before merge or release. That is also its trade-off — it is heavier than a chat window, and it is the wrong tool if you only want a one-shot answer. See security for the boundary and features for the current surface.
Checklist
- Can I name who may change code, and who may merge?
- Does every promotion pass a human gate by default?
- Is the execution machine identified for each run?
- Can I reconstruct a change from task to release?
- Where does code execution happen, and who can read it?
- What happens to in-flight work when the platform updates?
- Can I run it on my own model provider credentials?
- Does a rejected step keep its evidence for the next attempt?
- Is the state machine inspectable, or hidden behind the UI?
- Can I export the record of what happened?
FAQ
- Is a single-agent assistant enough? Often yes for drafting; no when hand-offs must be audited.
- What should I check first? Orchestration model and audit trail.
- Does self-hosting matter? When code must stay inside your boundary — check where work executes.
- How do I compare costs fairly? Separate the platform fee from model usage.
Start from the overview, then read the docs for the command surface.