AI Agent Platform Evaluation
An AI agent platform should be evaluated against the workflow you want to automate, not against a feature list in isolation.
Start with requirements
Before comparing platforms, write down the trigger, data, tools, allowed actions, approval gate, output owner and log record. Without this, every platform demo can look useful and every feature can seem urgent.
Evaluation criteria
- Tool and API access
- Permission controls
- Human approval options
- Memory and context handling
- Testing and preview modes
- Logs and run history
Questions to ask
Ask what happens when the agent is unsure, when data is missing, when a tool call fails, when a person rejects the output and when the workflow changes.
Red flags
Be cautious when a platform hides logs, treats permissions as an afterthought, cannot pause for human approval, requires broad system access or describes every workflow as fully autonomous.
Build, buy or wait
Some teams need a platform now. Some only need a simple workflow automation with AI-assisted steps. Some need to wait until the workflow is clearer. The readiness check comes before the platform decision.
Compare platforms after the workflow is clear
Use the checklist to define your requirements before platform demos shape the decision.
Request the checklistReview readiness criteria