Artificial Intelligence Engine
Enterprise-grade AI architecture built on Anthropic's Claude, with proprietary systems for personality analysis, matching, and conversational intelligence.
Architecture Overview
A modern, scalable technology stack designed for AI-powered social connection
AI & Machine Learning
- Anthropic's Claude 4 (Sonnet for conversation, Haiku for processing)
- Natural language processing and understanding
- Sentiment analysis and emotional intelligence
- Continuous learning from interactions
- Proprietary prompt engineering (2,000+ lines)
Data Infrastructure
- PostgreSQL with pgvector extension
- Vector embeddings for personality matching
- Real-time data processing pipeline
- Supabase managed database
- Scalable cloud architecture
Application Layer
- Next.js 15 with React 19
- TypeScript strict mode
- Server-side rendering for performance
- Progressive web app capabilities
- Mobile-responsive design
Security & Compliance
- End-to-end encryption
- GDPR and CCPA compliant
- Secure authentication (Supabase Auth)
- No data selling policy
- Regular security audits
Dual-Model AI Architecture
Optimized for both quality and efficiency through strategic model selection
Claude Sonnet 4
Conversational Intelligence
- User-facing conversations with kAI
- Emotional intelligence and empathy
- Complex personality inference
- Match introductions and facilitation
- Nuanced language understanding
Claude Haiku
Background Processing
- Interest extraction from conversations
- Fact and metadata processing
- Bio generation and updates
- Memory summarization
- Batch processing tasks
This dual-model approach optimizes for both quality (Sonnet) and cost efficiency (Haiku)
Natural Language Processing
Advanced language understanding that enables meaningful conversation
Conversation Understanding
Deep comprehension of conversational context, including implicit meaning, emotional undertones, and multi-turn dialogue history.
Intent Recognition
Accurate identification of user goals and needs, even when expressed indirectly or ambiguously.
Entity Extraction
Automatic identification of people, places, interests, and other relevant entities mentioned in conversation.
Sentiment Analysis
Real-time assessment of emotional tone to ensure appropriate, empathetic responses.
Context Preservation
Maintenance of conversational context across sessions, enabling seamless continuity.
Proprietary Prompt Engineering
Over 2,000 lines of carefully crafted AI behavioral guidelines
Behavioral Guidelines
Comprehensive definition of kAI's personality, conversation style, and response patterns.
Safety Constraints
Guardrails ensuring appropriate, helpful responses while avoiding harm.
Conversation Templates
Structured approaches for different conversation types and user needs.
Personality Definition
Detailed specification of kAI's character traits, voice, and emotional responses.
Why Prompt Engineering Matters
Raw AI models are powerful but unpredictable. Our prompt engineering ensures kAI consistently embodies the personality, values, and conversational approach that makes it effective as a digital friend.
These 2,000+ lines represent years of refinement and testing, creating a unique AI personality that cannot be easily replicated. This is one of Kenektic's core competitive advantages.
Technical Innovation
Proprietary systems that differentiate Kenektic from alternatives
Dual-Model Architecture
Claude Sonnet 4 handles emotionally intelligent conversation while Claude Haiku processes background tasks efficiently. This optimizes both quality and cost.
Vector-Based Matching
Personality traits are converted to vector embeddings using pgvector, enabling efficient similarity calculations across thousands of potential matches.
Confidence-Weighted Scoring
Every inference includes a confidence score, preventing false matches and ensuring quality over quantity in recommendations.
Memory Architecture
Sophisticated context preservation across sessions ensures seamless conversations and continuous personality learning.
Why We Chose Anthropic
We selected Anthropic's Claude as our foundation because of its superior emotional intelligence, safety focus, and consistency. Claude excels at the nuanced, empathetic conversation that friendship facilitation requires.
Emotional Intelligence
Best-in-class understanding of emotional context
Safety Focus
Built with Constitutional AI principles
Conversation Quality
Natural, engaging dialogue capabilities
Explore More Technology
Dive deeper into our personality analysis framework and matching algorithm