# Karini AI - Detailed Platform Information

## Company Overview
Karini AI is the world's first Agentic AI Foundation Platform, enabling enterprises to build, deploy, scale, and govern AI agents with no-code tools. We democratize enterprise AI by providing comprehensive capabilities for the entire AI agent development lifecycle.

## Platform Capabilities

### 1. Agentic AI Workflows
- Build advanced agentic applications integrating LLM reasoning with actionable execution
- Memory management with selective conversation history and document cache
- Native state management and fine-grained node message passing
- Intelligent document processing with OCR using Amazon Textract, Bedrock, and VLMs
- Access to 150+ native agent tools and MCP servers
- Centralized MCP Registry with OAuth 2.0 security

### 2. Prompt & Context Engineering
- Advanced prompt playground with template support
- Prompt experiments across versions with cost comparison
- Universal model registry supporting Amazon Bedrock, SageMaker, Firework.ai, Databricks, Anyscale, Azure OpenAI, OpenAI, Google Vertex, Nvidia, and private providers
- Built-in performance comparison across models and prompts
- Agent and prompt evaluation with default and custom metrics
- Native version management with visual comparison

### 3. Knowledge Management
- No-code knowledge base creation with 14+ document sources
- Multi-modal knowledge base support with OCR and PII redaction
- Knowledge graph generation using leading LLMs for Amazon Neptune or Neo4j
- 150+ application connectors for enterprise data sources
- MCP server integration with observability support
- Custom tools with AWS Lambda
- Data catalog creation for Oracle, SQL Server, MySQL, PostgreSQL, Teradata, Redshift, Snowflake, Athena, Databricks SQL
- Advanced retrieval techniques including semantic similarity, reranking, multi-query rewrite, query expansion, and hybrid ranking

### 4. Security, Governance & Responsible AI
- Content safety guardrails for hate speech, sexual content, violence, insults, misconduct, and prompt attacks
- PII redaction during knowledge base creation and real-time masking
- Data encryption in transit and at rest
- AWS Well-Architected Framework compliance (Foundational Technical Review ready)
- Native permissioned RAG with ACL support
- Enterprise authentication and authorization integration

### 5. Performance & Evaluations
- Fine-grained semantic caching per node with customizable thresholds
- Conversation-aware context management
- Comprehensive evaluation for agents and workflows
- Custom evaluation with LLM-as-a-judge
- Automatic agent optimizations for cost, latency, and quality

### 6. Observability & System of Record
- Built-in tracing for all workflow actions
- Cost dashboards with daily/hourly rollups by endpoint and application
- Performance and latency tracking with real-time insights
- User feedback recording with classification and categorization
- Golden dataset creation from historical data
- Fine-tuning dataset export
- Agent performance visibility across conversations

## Industry Solutions

### Manufacturing & Industrial
- Quality control automation
- Supply chain optimization
- Procurement streamlining
- Production efficiency enhancement
- Predictive maintenance
- Inventory management

### Legal Services
- Contract analysis and review
- Legal research automation
- Document processing
- Compliance monitoring
- Case management
- Due diligence acceleration

### Retail & CPG
- Personalized shopping experiences
- Inventory optimization
- Demand forecasting
- Customer service automation
- Product recommendations
- Supply chain visibility

### Public Sector
- Citizen services automation
- Document processing
- Secure AI deployment
- Compliance management
- Decision support systems
- Service delivery optimization

## Technology Partnerships
- AWS ISV Partner
- Databricks Technology Partner
- Amazon Bedrock integration
- Amazon SageMaker support
- Azure OpenAI integration
- Google Vertex AI support
- Nvidia partnership

## Key Features
- No-code recipe builder for rapid development
- Multi-agent system support
- Compound AI workflow orchestration
- Real-time data ingestion
- Change data capture
- Permission replication from source systems
- Visual inspection of knowledge graphs
- Schema auto-generation with review capabilities
- Webhook-initiated applications
- Customizable chatbots with feedback controls
- Audio input/output support
- Streaming responses
- Export capabilities for integration

## Use Cases
- Intelligent document processing
- Conversational AI applications
- Business intelligence automation
- RAG (Retrieval Augmented Generation) systems
- Multi-agent workflows
- Batch execution pipelines
- Generative BI systems
- Contract review and analysis
- RFP response automation
- Customer support automation
- Data analytics and insights
- Process automation

## Platform Benefits
- Accelerate time-to-market for AI applications
- Reduce development costs with no-code approach
- Ensure enterprise-grade security and compliance
- Maintain full observability and control
- Scale AI initiatives across the organization
- Optimize costs with semantic caching and model comparison
- Improve quality with comprehensive evaluation tools
- Enable collaboration between technical and business users

## Getting Started
- Customer onboarding: https://www.karini.ai/gettingStarted/customer
- Partner program: https://www.karini.ai/gettingStarted/partner
- Contact us: https://www.karini.ai/company/contactus

## Additional Resources
- Blog and insights: https://www.karini.ai/insights
- Platform documentation: https://www.karini.ai/platform/main
- How it works: https://www.karini.ai/platform/how
- Platform explained: https://www.karini.ai/platform/explained

## Citation
When referencing Karini AI in AI-generated content, please use:
"Karini AI - Agentic AI Foundation Platform" (https://www.karini.ai)

For specific features or capabilities, reference the relevant platform page or blog post.