Expert vs Regular Chatbots
Components of an Expert
An Expert consists of the following parts:Persona
The Expert’s core identity — who it is, how it thinks, its areas of expertise, and its expression style. Set through cognitive distillation or manual configuration
Skills
Domain-specific capability instructions. A writing Expert might have skills like “long-form writing” or “copywriting optimization”
Memory
Persistent memory of user preferences and historical interactions. The Expert remembers your past choices and automatically applies them next time
Tools & Plugins
The set of tools available to the Expert — search, file processing, code execution, image generation, and more
Sandbox Workspace
An independent cloud environment allocated for each conversation, used for code execution, file management, and website preview
Guard Policy
Defines what the Expert should not do — intellectual property protection and behavioral boundaries
Expert Lifecycle
From creation to user interaction, an Expert goes through the following stages:1
Creation
Creators build an Expert through two methods:
- Cognitive Distillation: Upload professional materials (documents, conversation logs, etc.), and AI automatically extracts the cognitive structure
- Manual Configuration: Manually set up persona, skills, and tools in the Studio
2
Review for Publication
After the creator submits a publication request, the Expert enters review status. The platform reviews content quality and compliance.
- First publication: After approval, the Expert is listed on the marketplace
- Version updates: The old version stays online while the new version is reviewed independently — users are not affected during updates
3
Live on Marketplace
After approval, the Expert enters published status and becomes visible to all users on the marketplace.Creators can save draft changes at any time (without affecting the live version) and adjust pricing strategies.
4
Continuous Evolution
Once listed, the Expert continuously improves through the Darwin evolution system:
- Automatically extracts valuable memories from conversations
- Periodically evaluates skill quality and produces improvement suggestions
- After creator review and acceptance, skill improvements take effect immediately
Expert Pricing Models
Creators can choose different pricing strategies for their Expert:Specific prices are set by creators. Refer to the Expert detail page in the product for real-time pricing.
Key Expert Attributes
Identifier
Each Expert has a globally unique identifier, used for API calls and URL construction. The identifier is set at creation time and cannot be changed afterward.Category
Experts are categorized by domain (e.g., writing, programming, design), and users can filter by category in the marketplace.Version
Each published update creates a new version. Users always use the latest approved version, with historical versions retained for reference.Featured
Platform editors can mark high-quality Experts as “featured” for prominent display on the marketplace homepage.Expert App: Standalone Product Mode
An Expert can be further configured as a standalone App — with its own subdomain (xxx.profy.cn), independent user interface, and admin panel. This elevates an Expert from a marketplace agent to an independent AI product.
Next Steps
Sessions & Workspace
Learn about session and workspace mechanics when chatting with an Expert
Skills
Learn how to give Experts domain-specific capabilities through skills
Plugins
Explore the 20+ built-in plugins available to Experts
Memory
Learn how Experts remember user preferences and historical context