What Are AI Agents? Autonomy You Have to Pay For
An agent is a tool that runs a task to completion by itself and meters what it spends. That second half is what changes the budget.
Short answer
An agent runs a multi-step task to completion without you driving each step, and the important commercial difference is that agents are metered by what they consume. Manus (free, Plus $39/mo, Pro from $199/mo) meters credits by task complexity and duration, so a long run is unpredictable before you start it, and our catalog records that it punishes routine volume rather than occasional use. Coze (free, Premium from $9/mo) is the build platform if you want a bounded bot rather than an open-ended agent. Codex (Plus $20/mo, Pro $200/mo) applies this to code, and ChatGPT (free, Plus $20/mo) to general tasks. The rule that keeps this sane: an agent is worth it when the task is variable, and a scheduled script is cheaper whenever the task is not.
"Agent" is used to mean anything from a chatbot with tools to a system that runs for an hour unsupervised. The definition that matters commercially is narrower: an agent is software that takes a multi-step task and completes it without you driving each step, and charges you for what it consumes along the way. That second half is the part that changes a budget.
Manus is the clearest example of the open-ended kind, free to try with Plus at $39/mo and Pro from $199/mo. Our catalog records two limits that follow directly from how it is priced: credits are metered by task complexity and duration, so a long agent run is unpredictable before you start it, and complex tasks take a while. It also records that Manus is not for budget-limited one-off tasks or workflows that must be fully controllable and reproducible — which is the honest summary of the category. Coze is the bounded alternative: free with Premium from $9/mo, and its features are bot building, plugins, workflows and a knowledge base, which is what you want when the task is repetitive and you would rather define it once than let an agent interpret it. Codex (Plus $20/mo, Pro $200/mo) and ChatGPT (free, Plus $20/mo) bring the same pattern to code and to general work.
| Tool | Entry price | Kind | Constraint |
|---|---|---|---|
| Manus | Free / $39/mo Plus / from $199/mo Pro | Open-ended agent | Credits metered by complexity and duration; not for reproducible workflows |
| Coze | Free / from $9/mo Premium | Bounded bot you build | You define the steps rather than the agent |
| Codex | $20/mo Plus / $200/mo Pro | Coding agent | Paid tiers only; no free entry |
| ChatGPT | Free / $20/mo Plus | Assistant with tools | Free tier limits models and usage |
The trade is straightforward once stated: an agent is worth paying for when the task is variable and you cannot predict the steps, and it is a worse deal than a scheduled script the moment the task is routine. Our catalog says as much about Manus — it suits occasional jobs and punishes routine volume — and the same logic applies to any consumption-metered agent, because a loop that retries costs money each time it retries. Two further limits to plan around: complex runs take minutes to hours rather than seconds, so nothing with a deadline in seconds belongs here, and reproducibility is the thing you give up, because an agent choosing its own steps will not choose them identically twice.
Decide by whether the steps are knowable:
- Steps vary each time, and you cannot enumerate them → an agent
- Steps are fixed and repeat on a schedule → a script or a bounded bot
- The task is occasional and exploratory → try the agent free tier first
- The output must be identical every run → neither; define the workflow
Frequently asked questions
- What is an AI agent?
- Software that completes a multi-step task without you driving each step, and meters what it consumes. The autonomy is the feature and the metering is the cost model.
- Why is an agent more expensive than a chatbot?
- Because it is billed by consumption — Manus meters credits by task complexity and duration — so a long run costs more and you cannot predict the total before starting it.
- Should I replace a scheduled script with an agent?
- No. Our catalog notes agents suit occasional jobs and punish routine volume, and a fixed schedule has steps you can enumerate, which is exactly the case where a script wins.
- Can I make an agent's output reproducible?
- Not reliably, which is why the catalog lists reproducible workflows as a poor fit. If you need identical results, define a bounded workflow instead.
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