GoodData

• Vendor typesProducts & Devices
• Client typesB2B (enterprises), B2B (startups and SMEs), B2C
• Business ImpactsData-Driven Decisions & Planning, Employee Enablement & Productivity, New Revenue & Business Models, Operational Efficiency & Cost Savings
• IndustryFinancial Services, Markets & Insurance, Hospitality & Travel, Information & Communication Technologies, Non-profit
• Application areasArea Agnostic
• Solutions & Services

  Consulting & Advisory

  AI Strategy & Consulting

  Custom Solutions

  Custom AI Development, Embedded & Edge AI Development

  Data Services & Operations

  Data Analytics & Business Intelligence, Data Preparation & Management

  Ready-Made Solutions

  Assistants & Copilots, Products & Applications, SaaS
• Technical expertises

  Classical AI & Applications

  Operations & Process Automation, Natural Language Processing (NLP), Time Series Analysis & Forecasting

  Data & Infrastructure

  Data Collection & Annotation, Data Engineering & Architecture, Data Governance, Quality & Compliance, Data Integration & Pipelines, Data Visualization & Business Intelligence, Deployment Infrastructure & Compute Optimization, General-Purpose Data Platforms & Tools, Metadata Management & Semantic Layering

  Generative AI

  AI Agents & Task Orchestration, GenAI Application Development, GenAI Evaluation, Alignment & Safety, GenAI Tooling & Developer Platforms, Prompt Engineering, Fine-tuning, RAG & Model Adaptation

  Human-Centered AI

  AI Accessibility Design & Development, Conversational AI (chatbots, voicebots), Human-AI Interaction & UX Design

  Machine Learning & MLOps

  AI Testing, Evaluation & Validation, Trustworthy & Responsible AI

Talk-to-data use cases. Trustworthy, reliable, accurate. RAG with multiple layers - routing, rephrasing, keyword extraction, similarity search, reranking (cross-encoders), guardrails. Qdrant vector store. Near-to-real-time vectorization(embeddings creation) of semantic layer - use small language models locally (multi-lingual). LLM monitoring/testing with Langfuse.