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Jina AI vs Qdrant

Our take

Pick Jina AI if rAG and agent teams who will burn the 10 million free tokens on Reader or jina-embeddings-v4, then top up $50 for 1 billion tokens — not a team looking for a $20 chat seat. Pick Qdrant if rAG teams who will run OSS or Cloud Free for $0 (1 GB / 4 GB, ~1M × 768-d vectors) and only open Standard when they need dedicated RAM and a 99.5% SLA.

Jina AI

Jina AI

search-foundation API desk

Qdrant

Qdrant

vector search engine

Best for

Jina AI Retrieval quality you meter in prepaid tokens

Qdrant Store and search embeddings you already made

Free plan

Jina AI No free plan

Qdrant $0 · you host Docker / Kubernetes / Edge

Lowest paid

Jina AI Prototype $50

Qdrant Cloud Standard $85/mo

Next step up

Jina AI Production $500

Qdrant

Coding agent

Jina AI DeepSearch

Qdrant

Watch out

Jina AI Free 10M is non-commercial

Qdrant Free Cloud suspends after 1 idle week

Last checked

Jina AI 2026-10-22 · jina.ai/api-dashboard/pricing

Qdrant 2026-10-22 · qdrant.tech/pricing

Which one, then?

Pick Jina AI if

rAG and agent teams who will burn the 10 million free tokens on Reader or jina-embeddings-v4, then top up $50 for 1 billion tokens — not a team looking for a $20 chat seat.

Read the Jina AI page

Pick Qdrant if

rAG teams who will run OSS or Cloud Free for $0 (1 GB / 4 GB, ~1M × 768-d vectors) and only open Standard when they need dedicated RAM and a 99.5% SLA.

Read the Qdrant page

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