Qdrant Cloud Inference
Embedding generation run inside Qdrant Cloud so text or images are vectorised and searched in a single API call.
Find alternatives to Qdrant Cloud Inference
Enabled by default on new Qdrant Cloud clusters at no extra cost; inference is then billed per token at a fixed per-model rate, with free models free and paid Cloud accounts carrying an allowance of up to 5 million tokens per model per month. No per-model rate card is printed on the page.
What it does
- Vector search
- Model inference
Sources
- Pricing
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Token billing, the free-model carve-out and the 5-million-token allowance quoted from the page.
- Description
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Official documentation · 18 Sep 2026
The page's own words: 'Embed and Search in One API Call. Qdrant Cloud runs inference alongside your vector search, so you can simplify your data pipeline.'
- Sold within
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Official documentation · 18 Sep 2026
The page states it runs inside Qdrant Cloud and is enabled by default on new clusters — a Qdrant Cloud account is what a buyer has.
- URL
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Official documentation · 18 Sep 2026
Fetched 2026-09-18, 200; listed in Qdrant's own Products nav.
Also from Qdrant
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Qdrant Data service
Apache-2.0 vector database and similarity-search engine written in Rust, run on the user's own infrastructure.
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Qdrant Cloud Data service
Managed Qdrant clusters on AWS, Google Cloud and Azure, with a free single-node tier and consumption billing above it.
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Qdrant Hybrid Cloud Data service
Qdrant's managed control plane over clusters a customer runs in their own Kubernetes, in any cloud, on-premises or at the edge.
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Qdrant Private Cloud Data service
Fully on-premise Qdrant deployment for buyers who cannot let a vendor-run control plane touch their environment.
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Qdrant Edge Data service
In-process vector search engine for embedded devices, autonomous systems and mobile agents, in beta.
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Qdrant Serverless Data service
Announced serverless edition of Qdrant Cloud in which a collection is created and queried with no cluster to size or scale.
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