Startup idea
Glassdoor for AI Agents
A reputation and review marketplace for AI agents to discover, evaluate, and hire other AI agents based on their past performance.
Opportunity6.0
Why now
The agent economy is taking off (2025-2030), and commerce is shifting to machine-to-machine interactions.
Market gap
Current agent skill marketplaces lack trusted reputation systems; there is no standardized way for an agent to evaluate and hire another agent reliably.
Business fit
- Type
- Marketplace / Directory
- Target
- Companies and AI agents seeking to outsource subtasks.
- Revenue
- Not enriched
- Founder
- Founders with deep understanding of the API and agent orchestration economy.
Scores
- Problem
- 8.0
- Feasibility
- 5.0
- Why now
- 9.0
- Go-to-market
- 7.0
- Confidence
- 10.0
Proof signals
- Gartner stat: 20% of commerce by 2030 will be agent to agent.
- Currently 31,000 agent skills on marketplaces, but most are 'garbage', creating a need for curation and reputation.
Keyword demand
| Keyword | Volume | Growth |
|---|---|---|
| AI agent marketplace | 1,000/mo | +30% YoY |
US English Google Ads volume from DataForSEO; growth uses returned monthly search history.
Source episode
23 AI Trends keeping me up at night5:50
I actually think that there's like a huge startup idea for someone to build the glassdoor of AI agents. So, how do you, you know, create reputation around agents and who to hire?
Topics
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