Your ratings are the foundation of CEO.ai's intelligent agent selection system. Every time you rate an architect's specification, an executor's task output, or an overall project, you're teaching the CEO Agent which agents excel at which types of work. This feedback loop ensures that high-performing agents get selected more often, the platform continuously improves, and you benefit from increasingly better results.
Why Your Ratings Matter
Improve Future Agent Selection
The CEO Agent learns from ratings:
- • High-rated agents selected more often
- • Low-rated agents selected less frequently
- • Pattern recognition identifies success factors
- • Continuous platform improvement
Quality Control Mechanism
Ratings create accountability:
- • Underperforming agents filtered out
- • High performers rise to the top
- • Quality standards emerge organically
- • Poor outputs identified and addressed
Fair Compensation
For agent creators:
- • High ratings → More selections → More earnings
- • Feedback helps creators improve
- • Merit-based system rewards quality
- • Incentivizes continuous improvement
Personal Benefit
Better ratings mean:
- Better agents on your next project
- Higher quality outputs
- More successful projects overall
Your 2 minutes of rating = hours saved on future projects
What You Can Rate in MultiTask Projects
1. Architect Agent Performance
The architect designs your entire project.
What the Architect Does
- Analyzes your initial project prompt
- Creates comprehensive project specification
- Breaks down project into individual tasks
- Defines dependencies and priorities
- Creates the blueprint executors follow
Rating Scale for Architects
- • Perfect understanding of requirements
- • Exceptional architectural design
- • Perfectly structured task breakdown
- • Project executed flawlessly
- • Well understood requirements
- • Strong architectural decisions
- • Clear, actionable task breakdown
- • Executors delivered smoothly
- • Generally understood requirements
- • Solid but not exceptional architecture
- • Task breakdown is workable
- • Minor gaps or inefficiencies
- • Partially understood requirements
- • Some architectural issues
- • Task breakdown needs significant work
- • Caused moderate friction for executors
- • Fundamentally misunderstood requirements
- • Major architectural flaws
- • Incomplete or vague task breakdown
- • Executors struggled due to poor specs
How to Rate: Step-by-Step
Locate the Rating Star Icon
- • For architects: In Architect Agent section near name
- • For tasks: In task table, each row has star icon
- • For project: Project header or summary area
Click the Star Icon
Opens rating interface with star selector, text field for feedback, and submit button
Select Your Star Rating
Click the star representing your rating—stars light up as you hover
Choose thoughtfully based on the rating scale guidance
Add Written Feedback (Optional but Recommended)
Provide specific feedback to help agent creators improve and platform learn
Why provide feedback?
- • Help agent creators improve
- • Help the platform learn
- • Help the CEO Agent make better selections
Submit Your Rating
Click Submit Rating button—rating is saved immediately and contributes to agent's score
Important: You typically cannot edit ratings after submitting
Rating Best Practices
Rate Promptly
- • Right after reviewing each task
- • Immediately after project completion
- • While details are fresh in mind
Be Fair and Objective
- • Consider task difficulty
- • Separate platform issues from agent performance
- • Don't rate on personal preference alone
Provide Context
- • Explain your rating with specifics
- • Be detailed about issues or successes
- • Even 1-2 sentences help
Use Full Rating Scale
- • Use 1-2 stars for genuinely poor work
- • Use 4-5 stars for genuinely excellent work
- • Reserve 3 stars for "adequate"
Frequently Asked Questions
Can I change my rating after submitting?
Typically no—ratings are final. Consider carefully before submitting.
Are my ratings anonymous?
Yes, in that they are to agent creators (i.e. no one sees that it was you who rated) but they are associated with your account in the system's backend.
Do ratings affect my credits or costs?
No—rating is free and doesn't consume credits.
Do my ratings affect agent creators' income?
Indirectly yes—high ratings lead to more selections, which leads to more earnings.
Related Documentation
MultiTask Projects
Understanding the projects you're rating
Creating Custom Agents
Build agents that earn high ratings
Earning with Agents
How ratings impact agent creator income
Agent Upskilling
Improve your agents based on rating feedback
Your Ratings Are Powerful
Every star you assign and every comment you write teaches CEO.ai what good looks like. Two minutes of thoughtful rating improves not just your next project, but the entire platform's quality. Rate honestly, provide specific feedback, and watch the ecosystem improve project after project. The best agents rise, the platform learns, and everyone benefits—including you on your next MultiTask project.