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QdrantOpen-Source Vector Search Engine written in Rust
vs
ValdDistributed, cloud-native approximate nearest-neighbor vector search engine
Comparison · Vector Databases · weekly run Nov 2

Qdrant vs Vald

Which one do AI engines recommend, and how do they differ on price, fit and features?

The short answer

Qdrant is the stronger AI pick in Vector Databases: it has a visibility score of 60.5 versus 0 for Vald.

Choose Qdrant if…

  • You want the brand AI engines rank higher (60.5 vs 0)
  • You need a self-hosted or on-premises option
  • You need SOC 2 Type 2 or HIPAA coverage
  • High performance and memory efficiency, written in Rust

Choose Vald if…

No clear advantage in the published data.

AI visibility side by side

Latest weekly run · Nov 2

Metric Qdrant Vald
Visibility score60.5%0%
Change vs last weekNewNew
Rank in Vector Databases#2#30
Share of voice13.4%0%
Mentions this run630
Positive in AI answers68%—

The stronger value in each row is marked with a ✓.

Visibility score trend

Weekly runs over the last 60 days

0%25%50%75%100%Nov 2Qdrant 61%

Qdrant 0pp · Vald 0pp over 0 weekly runs.

Engine by engine

Qdrant leads on 3 of 3 engines

ChatGPT
71.8%
0%
AI Mode
59.4%
0%
Perplexity
50.2%
0%
QdrantVald

Head to head in AI answers

0 engine answers name both brands

0Qdrant ranked higher
0Vald ranked higher

Features, pricing & fit

DimensionQdrantVald
Pricing modelUsage-based—
Entry priceContact sales—
Free planYes—
DeploymentManaged cloud, hybrid cloud, private cloud (air-gapped), self-hosted on-premises, and edgeRuns on Kubernetes 1.19 or later and is installed via Helm charts; requires AVX2 instructions for the NGT agent.
ComplianceSOC 2 Type 2, HIPAA—
SupportCommunity support via Discord on the free tier, Standard tier: email and ticket portal, 10x5 business hours, Premium tier: 24/7 support with private Slack, Discord or Teams channels, Enterprise tier: custom response SLA and advisory services—
Founded2021—
HeadquartersBerlin, Germany—
Employees51–200—
FundingSeries B · $88M raised—
Best forDevelopers and teams building RAG, semantic search and recommendation systems that need hybrid search and metadata filtering, either self-hosted or managed—

Plans side by side

Qdrant

Free Tier$0forever
Standard TierCustomusage-based
Premium TierCustomminimum spend required
Qdrant pricing

Vald

Pricing not available.

Pros and cons

Themes from the AI answers that mention each brand

Qdrant

  • High performance and memory efficiency, written in Rust
  • Strong metadata and complex payload filtering
  • Free tier for prototyping and testing
  • Open-source option with flexible self-hosting
  • Strong default choice for startups and production RAG

    Vald

    Profile in progress.

    Data collected ·ChatGPT, Perplexity, Google AI Mode·coverage 100%·next run

    Cite as: SlateIndex, “Qdrant vs Vald”, https://slateindex.ai/compare/qdrant-vs-vald, data of Nov 2, 2026. Licence: CC BY 4.0.