The difference between a chatbot and an AI assistant is what's behind it. Ours are backed by CogniGraph for knowledge retrieval, FusionSearch for hybrid search, PersonaForge for behavioral consistency, and TinyCrew/IronCrew for multi-agent orchestration. The LLM is the last mile — everything before it is what makes the answer right.
AI assistants that understand your domain, access your systems, and behave consistently — not generic chatbots wrapped around an API.
Backed by CogniGraph & FusionSearch
Connect the assistant to your actual data — documents, databases, APIs. CogniGraph provides graph-augmented retrieval that follows relationships in your knowledge. FusionSearch delivers hybrid dense+sparse search with sub-200ms latency. Every answer is grounded and citable.
MCP, function calling, system integration
Assistants that do things, not just say things. CRM lookups, order processing, ticket creation, calendar management, database queries. We build tool schemas using MCP (Anthropic's Model Context Protocol) and native function calling so the assistant operates within your systems safely.
Powered by PersonaForge
Generic chatbots lose character mid-conversation. Our assistants are built on PersonaForge's Behavioral DNA Architecture — 4-layer persona profiles that maintain consistent tone, vocabulary, and decision patterns across sessions. The assistant stays in character while accessing real-time data.
What separates a production assistant from a demo.
We're opinionated about what works. Here's what powers our conversational AI deployments.
Production deployments, not proofs of concept.
WOLF GmbH — Enterprise Knowledge Assistant
Multi-LLM architecture with fallback chains. RAG over company documentation with intent analysis that routes queries to specialized handlers. Tool calling for live data retrieval. Consistent personality across sessions. 2.5+ years in production.
In-house — Produce Intelligence via Conversational AI
MCP server at mcp.plufinder.com providing conversational access to 1,540+ produce items. AI developers and Claude Desktop users query storage guidelines, nutritional data, and PLU codes through natural language. Thousands of monthly users across multiple domains.
Corporate Knowledge Management
Internal assistants for HR policy, IT helpdesk, onboarding, and process documentation — deployed with RAG over company knowledge bases. Reduces support ticket volume and accelerates employee self-service.
We meet users where they are and plug into what you already run.
Contact us to discuss how conversational AI — backed by our own retrieval, search, and persona technology — can transform your customer and employee experience.
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