# How GoodData turbocharged AI analytics with Qdrant

DevFeed: [How GoodData turbocharged AI analytics with Qdrant](<https://devfeed.tech/articles/how-gooddata-turbocharged-ai-analytics-with-qdrant-46609.md>)

Original publisher: [Read original article](<https://qdrant.tech/blog/case-study-gooddata/>)

Author: info@qdrant.tech (Andrey Vasnetsov)

Published: 2025-07-09T00:00:00Z

Content type: article

Language: en

Sources: [Qdrant Blog on Qdrant - Vector Search Engine](<https://devfeed.tech/sources/qdrant-blog-on-qdrant-vector-search-engine.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Qdrant](<https://devfeed.tech/topics/qdrant.md>), [Retrieval Augmented Generation (RAG)](<https://devfeed.tech/topics/retrieval-augmented-generation-rag.md>), [Scalability](<https://devfeed.tech/topics/scalability.md>), [Grafana](<https://devfeed.tech/topics/grafana.md>), [Language models](<https://devfeed.tech/topics/language-models.md>), [Architecture & Design](<https://devfeed.tech/topics/architecture-design.md>), [Binance](<https://devfeed.tech/topics/binance.md>), [Database](<https://devfeed.tech/topics/database.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [OpenAI](<https://devfeed.tech/topics/openai.md>), [Feathers](<https://devfeed.tech/topics/feathers.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [analytics](<https://devfeed.tech/tags/analytics.md>), [api](<https://devfeed.tech/tags/api.md>), [approximate-nearest-neighbor-search](<https://devfeed.tech/tags/approximate-nearest-neighbor-search.md>), [architecture](<https://devfeed.tech/tags/architecture.md>), [bert](<https://devfeed.tech/tags/bert.md>), [dashboards](<https://devfeed.tech/tags/dashboards.md>), [data](<https://devfeed.tech/tags/data.md>), [data-products](<https://devfeed.tech/tags/data-products.md>), [database](<https://devfeed.tech/tags/database.md>), [embeddings](<https://devfeed.tech/tags/embeddings.md>), [fasttext](<https://devfeed.tech/tags/fasttext.md>), [high-availability](<https://devfeed.tech/tags/high-availability.md>), [hnsw](<https://devfeed.tech/tags/hnsw.md>), [image-search](<https://devfeed.tech/tags/image-search.md>), [knn-algorithm](<https://devfeed.tech/tags/knn-algorithm.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [language-models](<https://devfeed.tech/tags/language-models.md>), [large-language-models](<https://devfeed.tech/tags/large-language-models.md>), [matching](<https://devfeed.tech/tags/matching.md>), [neural-network](<https://devfeed.tech/tags/neural-network.md>), [qdrant](<https://devfeed.tech/tags/qdrant.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [recommender-system](<https://devfeed.tech/tags/recommender-system.md>), [saas](<https://devfeed.tech/tags/saas.md>), [scale](<https://devfeed.tech/tags/scale.md>), [self-service](<https://devfeed.tech/tags/self-service.md>), [simaes-networks](<https://devfeed.tech/tags/simaes-networks.md>), [similarity](<https://devfeed.tech/tags/similarity.md>), [transformer](<https://devfeed.tech/tags/transformer.md>), [vector-search](<https://devfeed.tech/tags/vector-search.md>), [vector-search-engine](<https://devfeed.tech/tags/vector-search-engine.md>), [vectors](<https://devfeed.tech/tags/vectors.md>), [word2vec](<https://devfeed.tech/tags/word2vec.md>)

## AI overview

A case study of GoodData's move from loading entire semantic models into OpenAI contexts to a Retrieval-Augmented Generation architecture using Qdrant. It describes Qdrant's deployment in Kubernetes, high-availability architecture, and support for near-real-time embedding updates for enterprise analytics.

## Source excerpt

GoodData's Evolution into AI-Powered Analytics AI is redefining how people interact with data, pushing analytics platforms beyond static dashboards toward intelligent, conversational experiences. While traditionally recognized as a powerful BI platform, GoodData is laser-focused on accelerating both 'time to insight' and 'time to solution' by enhancing productivity for analysts and business users alike. What sets GoodData apart is its unique position in the market: a composable, API-first platform designed for teams that build data products, not just consume them. With deep support for white-labeled analytics, embedded use cases, and governed self-service at scale, GoodData delivers the flexibility modern organizations need. With AI being integrated across every layer of the platform, GoodData is helping their over 140,000 end customers move from traditional BI to intelligent, real-time decision-making.