Parents Feedback System: AI Training Through Human Insight
Every parent feedback flows through scientific frameworks, gets vectorized by our multi-agent AI system, and creates unbiased, personalized talent insights through consensus of 35+ independent AI models that grow smarter with each interaction.
See how your feedback powers our scientific analysis engine.
Upload & Feedback
Parent uploads media files
- Upload drawings, videos, audio, and any other files
- 15-30 second contextual feedback via modal
- Capture emotions, effort, and time spent
- 95% parent satisfaction rate
Scientific Framework
Apply psychological theories
- Gardner: Multiple Intelligence mapping
- Dweck: Growth Mindset indicators
- Ericsson: Practice type classification
- PERMA: Well-being assessment
Multi-Agent AI System
35+ AI agents for collaborative analysis
- 35+ primary agents (OpenAI, Anthropic, Google Gemini, X.AI, Mistral, Qwen, Deepseek, Meta, Groq, etc.)
- Different models from different providers have different perspectives and training biases
- Consensus among 35+ agents eliminates individual model biases and increases accuracy
- 5 specialized domain experts (Cognitive, Creative, etc.)
- 2 statistical aggregators for data consolidation
- 1 meta-synthesis agent for final review and validation
Talent Tree Vector
Vectorize into talent taxonomy
- Vector embeddings of all development data
- Scientific talent tree structure
- Longitudinal development tracking
- Dynamic inter-ability connections
AI Curator RAG
Personalized consultation system
- RAG with semantic search capabilities
- Vector embeddings of child's history
- Personalized development recommendations
- Contextual dialogue system
Scientific Agents
High Advanced agents and education systems
- Specialized predictive AI agents
- ADHD agent system
- AI Education Materials Generator (5 subjects, 7 languages, grades 1-12)
- Cross-child Adaptive Learning
- School-connected
Our system delivers tangible benefits for parents and children.
+40% Accuracy
Enhanced precision through multi-agent consensus and bias reduction
95% Satisfaction
Parent approval rating
85% Engagement
Active user participation
Network Effects
Collective intelligence growth
Every feedback is automatically mapped to established psychological theories.
Gardner
Multiple Intelligences
8 intelligence types
Dweck
Growth Mindset
Effort & persistence
Ericsson
Deliberate Practice
Skill development
Seligman
PERMA Well-being
Positive psychology
See exactly how your feedback contributes to AI understanding
How XAI Enhances Your Feedback
Feedback Processing
Your 30-second feedback is analyzed by our 35+ AI agents, each providing their perspective
Confidence Scoring
Each insight receives a confidence score based on agent agreement and evidence strength. When multiple independent AI models agree, it indicates high reliability and reduces individual model biases, ensuring more accurate and unbiased assessments.
Transparent Results
Access XAI Insights to see which AI models contributed and their consensus levels
Build Trust
Understand exactly how AI interprets your feedback and why certain talents are identified. See how 35+ independent models reach consensus, ensuring unbiased and accurate results.
Track Impact
See how your feedback contributes to the collective intelligence and improves analysis accuracy
Data Quality
Identify areas where more feedback would help improve confidence levels
Actionable Insights
Parent Value Score shows how actionable and reliable each talent assessment is