The Future of AI Content Management
TalkToo Admin is a smart CMS and analytics tool that powers AI-driven character management, prompt customization, and performance tracking. This intuitive system allows admins to create, manage, and optimize characters and prompts, while providing real-time insights to enhance user engagement.
I architected the full-stack platform that streamlines AI content management, providing deep insights and ensuring seamless scalability for growing AI applications. The system automates content updates, reduces manual work, and delivers data-driven optimization recommendations.
50k+
Characters auto-approved and deployed.
Think
On your own - intelligent content management.
🔥 The Need for a Smart CMS & Analytics Tool
In a world driven by AI-powered experiences, managing characters, prompts, and user interactions is more complex than ever. Without a centralized system, businesses struggle with inconsistent AI responses, lack of insights into user engagement, manual content updates slowing down development, and scalability issues as AI-powered applications grow.
TalkToo Admin changes the game by providing a comprehensive solution that streamlines AI content management, enhances user engagement, provides deep insights, ensures seamless scalability, and boosts efficiency through automation.
🚀 Key Features
- Smart CMS – Easily add, edit, and organize AI characters & prompts
- Prompt Manager – Customize AI responses for personalized interactions
- Advanced Analytics – Track user engagement & optimize experiences
- Seamless Integration – Works with AI-powered apps for smooth updates
- Character Moderation – Intelligent content validation and approval
Character Flow: From Creation to Deployment
The platform streamlines the entire character lifecycle with intelligent automation and human oversight:
- Admin Creates AI Character – Intuitive interface for character setup
- Smart CMS Validates & Stores – Content validation and secure storage
- Prompt Manager Generates Templates – Dynamic prompt generation and customization
- AI Engine Approves Character – Automated quality checks and approval
- Character Deployed to Live Apps – Multi-app deployment with seamless sync
- Performance Insights Dashboard – Real-time analytics and tracking
- Auto-Optimization Recommendations – Data-driven improvement suggestions
- Admin Reviews & Applies Updates – Human oversight and final approval

Custom Web Search Agent Flow
The platform includes an intelligent web search agent that processes user queries and delivers structured, relevant results:
- User Query Received – Natural language input processing
- AI Intent Classification – Smart query analysis and categorization
- Smart Google Search API Call – Context-aware search execution
- AI Result Analysis & Filtering – Relevance scoring and content extraction
- Structured JSON Generation – Data normalization and quality filtering
- Frontend Component Mapping – Dynamic UI component selection

So What's the Tech?
TalkToo Admin leverages advanced AI engines for content validation, dynamic prompt generation, and real-time performance tracking. The system uses predictive optimization algorithms, smart content validation, and API-first architecture to ensure seamless multi-app deployment and cross-platform analytics. The custom web search agent employs intelligent query analysis, context-aware data extraction, and structured JSON generation for optimal user experiences.
"Manu has been very persistent and was able to absorb complex ideas and execute in ways that are efficient and scalable. His approach to the backend architecture demonstrated deep technical understanding while maintaining focus on performance. The final product exceeded our expectations in both functionality and design. Would definitely work with him again."