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AI Automation & Agentic Workflows

Gedank Rayze builds intelligent automation systems powered by the latest advances in agentic AI. Our solutions go beyond simple task automation—we create autonomous AI systems that reason, plan, use tools, and execute complex multi-step workflows with minimal human intervention.

Agentic AI Architecture

Modern AI automation leverages Large Language Models as reasoning engines that can:

Tool-Calling & Function Execution

  • Native function calling - GPT-4, Claude, Gemini with structured tool definitions
  • MCP (Model Context Protocol) - Anthropic's standard for tool integration
  • OpenAI Assistants API - Code interpreter, file search, function calling
  • Custom tool chains - Domain-specific tools with type-safe interfaces

Multi-Agent Orchestration

  • TinyCrew - Our open-source TypeScript framework for AI agent coordination
  • CrewAI - Role-based agent collaboration
  • LangGraph - Stateful, cyclic agent workflows
  • AutoGen - Microsoft's multi-agent conversation framework

Workflow Patterns

  • ReAct - Reasoning and acting in interleaved steps
  • Plan-and-Execute - Strategic planning before action
  • Reflection - Self-critique and iterative improvement
  • Human-in-the-Loop - Approval gates for critical decisions

Enterprise Automation Solutions

Document Processing Pipelines

Intelligent document workflows that extract, transform, and act on unstructured data:

  • Invoice processing - Extract line items, validate totals, route for approval
  • Contract analysis - Identify clauses, flag risks, summarize terms
  • Email triage - Categorize, prioritize, draft responses, route to teams
  • Report generation - Aggregate data, create narratives, format outputs

Code & Development Automation

AI-powered development workflows:

  • Code review automation - Security scanning, style checks, optimization suggestions
  • Documentation generation - API docs, README files, inline comments
  • Test generation - Unit tests, integration tests from specifications
  • Refactoring assistance - Pattern detection, modernization suggestions

Business Process Automation

End-to-end process automation with AI decision-making:

  • Customer onboarding - Document verification, account setup, personalized welcome
  • Support ticket routing - Intent classification, priority assignment, agent matching
  • Compliance monitoring - Policy checks, audit trail generation, violation alerts
  • Data enrichment - Entity resolution, missing field completion, quality scoring

Technology Stack

LLM Platforms

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