Artificial Intelligence

AI & Machine Learning Solutions

Gedank Rayze delivers enterprise-grade AI solutions combining 30+ years of software expertise with cutting-edge generative AI technology. Our AI Orchestrator methodology coordinates multiple specialized AI agents to solve complex problems, achieving 10-30x faster delivery compared to traditional approaches.

LLM Platform Expertise

We integrate and deploy solutions across all major Large Language Model platforms.

OpenAI

GPT and o-series models

Full integration with OpenAI's model suite including the latest reasoning and multimodal capabilities for production enterprise workloads.

Anthropic Claude

Claude Sonnet, Claude Opus models

Deep expertise with Anthropic's Claude model family, leveraging extended context windows and advanced reasoning for complex enterprise tasks.

Google Gemini

Gemini, Nano Banana, Imagen

Google's multimodal Gemini models integrated for large-context document processing, vision, multilingual applications and image generation.

Alibaba Qwen

Qwen 3.x, DeepSeek, TTS, Voice Design, ASR

Alibaba's open-weight Qwen ecosystem — from the Qwen 3.x reasoning models and DeepSeek integration to specialized TTS, Voice Design, and ASR capabilities. Strong multilingual performance with competitive inference costs for voice-enabled and conversational AI applications.

Groq

Ultra-fast inference for production workloads

Ultra-low-latency inference via Groq's LPU hardware for latency-sensitive production applications where response time is mission-critical.

On-Premise & Edge

Ollama · Cloudflare AI · HuggingFace · Replicate

Local and on-premise deployment via Ollama for data-sensitive applications, edge AI via Cloudflare Workers AI, open-source models via HuggingFace, and scalable hosting via Replicate. Full data sovereignty when compliance demands it.

Multi-Agent Systems

We build and deploy multi-agent architectures — from lightweight scripted crews to enterprise-grade orchestration across any LLM provider.

Orchestration Frameworks

CrewAI · LangGraph · LangChain · LlamaIndex · Semantic Kernel · Haystack

Deep expertise across the full spectrum of agent orchestration tooling — stateful LangGraph workflows, role-based CrewAI collaboration, Microsoft's Semantic Kernel SDK, production-ready Haystack NLP pipelines, and data-connected LlamaIndex agents.

Agent Capabilities

Coordination of multiple specialized AI agents
Parallel task execution with dependency graphs
Agent-to-agent messaging and collaboration
Shared memory with relevance scoring
Tool-calling and function integration
Error recovery and conditional workflows

TinyCrew

In-house · Bun-native TypeScript multi-agent framework

Our open-source Bun-native TypeScript framework for Bun and Node.js. Multi-agent orchestration with shared memory, structured output via Zod schemas, multi-model routing for cost optimization, agent-to-agent messaging, conversation history with auto-summarization, response streaming, and an extensible tool system built on the OpenAI Responses API.

IronCrew

In-house · Compiled Rust runtime with Lua scripting

High-performance multi-agent runtime — define agents, tasks, and orchestration in Lua, execute as a single native binary with zero runtime dependencies. Parallel task execution with dependency graphs, agent-to-agent MessageBus, shared memory with TTL and relevance scoring, collaborative multi-agent discussions, subworkflows, structured JSON output, built-in REST API, and provider-agnostic design (OpenAI, Groq, Ollama, Azure).

RAG Systems & Knowledge Management

Build enterprise knowledge bases with hybrid search and semantic retrieval — backed by our own production RAG platform.

CogniGraph

In-house · Rust Knowledge Graph Engine

Our Rust-native knowledge graph engine combining document storage, graph relationships, and vector embeddings in a single service. Pluggable backends (ArangoDB or embedded CozoDB), four search modes (vector, semantic, hybrid BM25+RRF, graph-augmented with multi-hop expansion), sandboxed Lua scripting for server-side graph operations, and async Tokio/Axum performance.

Vector Databases

ArangoDB · Qdrant · LanceDB · Weaviate · AstraDB

ArangoDB is our go-to for projects that need graph + vector + document in one database. Qdrant when pure vector performance matters most. LanceDB for embedded, serverless-friendly deployments. We also work with Weaviate, AstraDB, and other stores — chosen based on your scale, latency, and infrastructure constraints.

RAG Capabilities

Hybrid search combining dense and sparse vectors
Graph-augmented retrieval with multi-hop traversal
Document chunking with configurable overlap
Multi-format ingestion (PDF, documents, images)
Conversation memory and context management
Source attribution and confidence scoring

AI Digital Twins & Synthetic Personas

Create AI-powered replicas of real people for simulation, research, and training — grounded in behavioral science, not prompt tricks.

Behavioral DNA Extraction

Extract communication styles, decision patterns, and personality traits from interview transcripts and interaction data. Our 4-layer Onion Model (core identity, professional context, behavioral patterns, contextual adaptation) achieves 92%+ behavioral accuracy against real-world baselines.

Pharmaceutical & Clinical

Clinical-grade standards compliance

Digital twins of healthcare professionals for drug development research — oncologists, cardiologists, neurologists. Message testing, market access research, and HCP simulation validated against actual interview transcripts. GDPR and HIPAA compliant.

Enterprise Applications

Synthetic focus groups and concept validation at scale
Sales, customer service, and interview training simulations
AI personas representing real customer segments
Institutional knowledge capture and preservation

Specialized AI Applications

Vertical AI solutions built on our frameworks and deployed in production.

Computer Vision & Forensics

Vidifo — Patent Pending

Visual digital forensics for law enforcement — multi-LLM image and video analysis to identify illegal activities and flag threats. Object detection, classification, and medical imaging analysis powered by state-of-the-art vision models.

Conversation Intelligence

TranscriptIntel

NLP at scale — speaker identification, sentiment analysis, behavioral pattern extraction, and AI interview coaching across 36+ languages. From raw transcripts to executive reports with evidence trails.

Data Extraction & Automation

Automated intelligence extraction from any format — PDFs, documents, images, audio, video. Intent recognition, entity extraction, and routing into structured workflows via our multi-agent frameworks.

Proven Track Record

Enterprise clients across pharmaceutical, industrial, and digital forensics sectors.

Fortune 500 Pharmaceutical

Current engagement — AI Digital Twin for drug development

Synthetic AI persona multi-agent digital twin system with knowledge graph architectures for healthcare professional modeling, built to clinical-grade standards compliance.

WOLF GmbH

Enterprise LLM applications, Voice-enabled Agents

Multi-LLM system with intention analysis that anticipates user needs before they are expressed, seamlessly integrating specialized tool-calling and robust data processing frameworks.

Cellebrite

4+ years — Digital forensics AI integration

Long-running AI integration engagement for digital forensics tooling, including vision-based analysis pipelines for law enforcement applications.

TranscriptIntel

In-house product — AI Conversation Intelligence

AI-powered platform that transforms interviews, meetings, and professional discussions into actionable insights. Behavioral DNA profiling, speaker identification at 92%+ accuracy, synthetic transcript generation, AI interview coaching, and enterprise-grade analytics for pharmaceutical, consulting, and forensics markets.

Zeento.Cloud

Incubated by Gedank Rayze — Cold Chain Intelligence Platform

The first cold-chain platform that connects real-time sensor data to commodity-specific intelligence to prevent losses — not just report them. Commodity intelligence layer, prevention guardrails, universal sensor compatibility, and semantic search for cold storage facilities, agricultural producers, and logistics teams.

PLU Finder

Incubated by Gedank Rayze — Produce Intelligence Platform

Comprehensive produce intelligence platform with 1,540+ PLU codes, AI-powered search, and MCP server integration for AI developers. Thousands of monthly users across plufinder.com, .nl, .pt, and .es domains. Expanding into cold chain management, POS integration, and enterprise data licensing for the fresh produce industry.

Why Choose Gedank Rayze?

We Build What We Sell

TinyCrew, IronCrew, TranscriptIntel, Zeento.Cloud, PLU Finder — we don't just advise on AI, we ship production AI products. Our frameworks power our client work; our client work pushes our frameworks forward. You get a team that solves real problems daily, not consultants reciting best practices.

Full-Stack AI Capability

From LLM integration and multi-agent orchestration to RAG pipelines, digital twins, and cold chain IoT — we cover the entire stack. No handoffs between an "AI team" and a "backend team." One team, one codebase, one accountable delivery.

Enterprise Track Record

Fortune 500 pharmaceutical digital twins. 4+ years with Cellebrite in digital forensics. Enterprise LLM systems for WOLF GmbH. 300+ Electrolux locations. We've operated at enterprise scale across regulated industries — pharma, forensics, manufacturing.

Low Risk, High Standards

€3M professional indemnity insurance. GDPR and HIPAA compliance capability. Clinical-grade quality standards validated in pharmaceutical deployments. 30+ years of shipping software that stays in production — not demos that disappear after the pitch.

Ready to transform your business with AI?

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