# Infinity vs Qdrant

**Leader by Vioscale score:** Qdrant

| Attribute | Infinity | Qdrant |
|---|---|---|
| **Vioscale score** | 49.4 (46% (low)) | 58.7 (60% (medium)) |
| activity.commits_last_30d | 7 | 100 |
| adoption.dependent_repos | 0 | 0 |
| adoption.github_stars | 4,683 | 34,203 |
| deployment.options | `{"self_hosted":true}` | `{"cloud":true,"hybrid":true,"on_prem":true,"air_gapped":true,"self_hosted":true}` |
| description.long | An AI-native database built for language model applications, offering rapid hybrid search across dense vectors, sparse vectors, tensors, and full-text data. It features a single-binary architecture deployable via Docker or binary without external dependencies, with a Python API for developer convenience. | A vector database engine that provides fast similarity search over high-dimensional vectors, available in managed cloud, self-hosted open source, and hybrid deployment models for AI applications. |
| features.capabilities | `{"deployment":"self_hosted","serverless":false,"storage_tier":"disk_backed","hybrid_search":true,"licence_class":"permissive_oss","multi_tenancy":true,"product_class":"dedicated_dbms","full_text_bm25":true,"distance_metrics":"inner product","horizontal_scale":"single_node"}` | `{"ann_index":"HNSW","deployment":"self_hosted","quantization":"scalar","storage_tier":"disk_backed","hybrid_search":true,"licence_class":"source_available","multi_tenancy":true,"product_class":"dedicated_dbms","full_text_bm25":true,"horizontal_scale":"sharded_distributed"}` |
| integrations.count | - | 6 |
| integrations.list | - | `[{"name":"Slack"},{"name":"Adobe"},{"name":"Hubspot"},{"name":"Arize"},{"name":"Google DeepMind"},{"name":"Qualcomm"}]` |
| language.primary | C++ | Rust |
| license.spdx | Apache-2.0 | Apache-2.0 |
| market.availability | - | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"mac":true,"linux":true,"windows":true}` | `{"web":true}` |
| pricing | `{"type":"open_source","freeTier":true,"sourceUrl":"https://infiniflow.org","retrievedAt":"2026-08-16T21:36:46.364Z"}` | `{"type":"usage","summary":"Usage-based pricing on CPU, memory, and disk storage; charged monthly for previous month's usage","currency":"USD","sourceUrl":"https://qdrant.tech/documentation/cloud-pricing-payments/","retrievedAt":"2026-08-14T12:16:09.861Z","billingPeriods":["month"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | open_source | commercial |
| pricing.price_level | free | unknown |
| pricing.transparent | - | yes |
| release.cadence_days | 5 | 18 |
| release.history | `[{"url":"https://github.com/infiniflow/infinity/releases/tag/nightly","date":"2026-01-20T14:01:49Z","type":"prerelease","version":"nightly"},{"url":"https://github.com/infiniflow/infinity/releases/tag/v0.7.3","date":"2026-08-06T04:35:14Z","type":"stable","version":"v0.7.3"},{"url":"https://github.com/infiniflow/infinity/releases/tag/v0.7.2","date":"2026-07-15T09:24:40Z","type":"stable","version":"v0.7.2"},{"url":"https://github.com/infiniflow/infinity/releases/tag/v0.7.1","date":"2026-07-13T03:09:40Z","type":"stable","version":"v0.7.1"},{"url":"https://github.com/infiniflow/infinity/releases/tag/v0.7.0","date":"2026-05-15T11:58:34Z","type":"stable","version":"v0.7.0"},{"url":"https://github.com/infiniflow/infinity/releases/tag/v0.7.0-dev7","date":"2026-05-13T10:26:15Z","type":"stable","version":"v0.7.0-dev7"},{"url":"https://github.com/infiniflow/infinity/releases/tag/v0.7.0-dev6","date":"2026-05-06T15:18:30Z","type":"stable","version":"v0.7.0-dev6"},{"url":"https://github.com/infiniflow/infinity/releases/tag/v0.7.0-dev5","date":"2026-03-27T11:44:37Z","type":"stable","version":"v0.7.0-dev5"},{"url":"https://github.com/infiniflow/infinity/releases/tag/nightly-arm64","date":"2026-03-23T13:41:28Z","type":"prerelease","version":"nightly-arm64"},{"url":"https://github.com/infiniflow/infinity/releases/tag/v0.7.0-dev3","date":"2026-02-27T06:55:24Z","type":"stable","version":"v0.7.0-dev3"},{"url":"https://github.com/infiniflow/infinity/releases/tag/v0.7.0-dev2","date":"2026-01-26T09:04:01Z","type":"stable","version":"v0.7.0-dev2"},{"url":"https://github.com/infiniflow/infinity/releases/tag/v0.7.0-dev1","date":"2026-01-16T11:38:01Z","type":"stable","version":"v0.7.0-dev1"},{"url":"https://github.com/infiniflow/infinity/releases/tag/v0.6.15","date":"2025-12-27T10:11:09Z","type":"stable","version":"v0.6.15"},{"url":"https://github.com/infiniflow/infinity/releases/tag/v0.6.14","date":"2025-12-26T10:59:27Z","type":"stable","version":"v0.6.14"},{"url":"https://github.com/infiniflow/infinity/releases/tag/v0.6.13","date":"2025-12-24T09:15:04Z","type":"stable","version":"v0.6.13"},{"url":"https://github.com/infiniflow/infinity/releases/tag/v0.6.12","date":"2025-12-15T02:06:59Z","type":"stable","version":"v0.6.12"},{"url":"https://github.com/infiniflow/infinity/releases/tag/v0.6.11","date":"2025-12-08T06:22:50Z","type":"stable","version":"v0.6.11"},{"url":"https://github.com/infiniflow/infinity/releases/tag/v0.6.10","date":"2025-12-04T02:43:57Z","type":"stable","version":"v0.6.10"},{"url":"https://github.com/infiniflow/infinity/releases/tag/v0.6.9","date":"2025-12-03T09:42:51Z","type":"stable","version":"v0.6.9"},{"url":"https://github.com/infiniflow/infinity/releases/tag/v0.6.8","date":"2025-12-02T05:11:26Z","type":"stable","version":"v0.6.8"}]` | `[{"url":"https://github.com/qdrant/qdrant/releases/tag/v1.19.0","date":"2026-08-05T11:26:05Z","type":"stable","version":"v1.19.0"},{"url":"https://github.com/qdrant/qdrant/releases/tag/v1.18.3","date":"2026-07-17T13:18:39Z","type":"stable","version":"v1.18.3"},{"url":"https://github.com/qdrant/qdrant/releases/tag/v1.18.2","date":"2026-06-04T06:50:36Z","type":"stable","version":"v1.18.2"},{"url":"https://github.com/qdrant/qdrant/releases/tag/v1.18.1","date":"2026-05-22T12:31:50Z","type":"stable","version":"v1.18.1"},{"url":"https://github.com/qdrant/qdrant/releases/tag/v1.18.0","date":"2026-05-11T15:04:38Z","type":"stable","version":"v1.18.0"},{"url":"https://github.com/qdrant/qdrant/releases/tag/v1.17.1","date":"2026-03-27T08:37:25Z","type":"stable","version":"v1.17.1"},{"url":"https://github.com/qdrant/qdrant/releases/tag/v1.17.0","date":"2026-02-20T11:11:50Z","type":"stable","version":"v1.17.0"},{"url":"https://github.com/qdrant/qdrant/releases/tag/v1.16.3","date":"2025-12-19T17:45:42Z","type":"stable","version":"v1.16.3"},{"url":"https://github.com/qdrant/qdrant/releases/tag/v1.16.2","date":"2025-12-04T11:03:49Z","type":"stable","version":"v1.16.2"},{"url":"https://github.com/qdrant/qdrant/releases/tag/v1.16.1","date":"2025-11-25T17:16:19Z","type":"stable","version":"v1.16.1"},{"url":"https://github.com/qdrant/qdrant/releases/tag/v1.16.0","date":"2025-11-17T14:32:11Z","type":"stable","version":"v1.16.0"},{"url":"https://github.com/qdrant/qdrant/releases/tag/v1.15.5","date":"2025-09-30T12:23:50Z","type":"stable","version":"v1.15.5"},{"url":"https://github.com/qdrant/qdrant/releases/tag/v1.15.4","date":"2025-08-27T11:24:04Z","type":"stable","version":"v1.15.4"},{"url":"https://github.com/qdrant/qdrant/releases/tag/v1.15.3","date":"2025-08-14T16:30:06Z","type":"stable","version":"v1.15.3"},{"url":"https://github.com/qdrant/qdrant/releases/tag/v1.15.2","date":"2025-08-11T18:04:43Z","type":"stable","version":"v1.15.2"},{"url":"https://github.com/qdrant/qdrant/releases/tag/v1.15.1","date":"2025-07-24T10:18:56Z","type":"stable","version":"v1.15.1"},{"url":"https://github.com/qdrant/qdrant/releases/tag/v1.15.0","date":"2025-07-18T13:08:28Z","type":"stable","version":"v1.15.0"},{"url":"https://github.com/qdrant/qdrant/releases/tag/v1.14.1","date":"2025-05-23T13:09:01Z","type":"stable","version":"v1.14.1"},{"url":"https://github.com/qdrant/qdrant/releases/tag/v1.14.0","date":"2025-04-22T16:34:34Z","type":"stable","version":"v1.14.0"},{"url":"https://github.com/qdrant/qdrant/releases/tag/v1.13.6","date":"2025-03-31T23:28:22Z","type":"stable","version":"v1.13.6"}]` |
| security.gdpr | - | yes |
| security.hipaa | - | yes |
| security.soc2 | - | yes |
| security.vulnerabilities | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=go&package_name=github.com%2Finfiniflow%2Finfinity&per_page=100","last_12m":0,"max_severity":null}` | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=helm&package_name=cowboysysop%2Fqdrant&per_page=100","last_12m":0,"max_severity":null}` |

## Capabilities (Vector Databases)

| Capability | Infinity | Qdrant |
|---|:--:|:--:|
| **Deployment** |  |  |
| Deployment | Self-hosted | Self-hosted |
| Serverless / consumption pricing | ✗ | - |
| **Index** |  |  |
| ANN index (HNSW / IVF / DiskANN / ScaNN / flat) | - | HNSW |
| Distance metrics (cosine / dot / Euclidean) | inner product | - |
| **Query** |  |  |
| Metadata filtering | - | - |
| Hybrid search (dense + sparse fusion) | ✓ | ✓ |
| Built-in BM25 / lexical | ✓ | ✓ |
| **Storage** |  |  |
| Quantization | - | Scalar |
| On-disk vs in-memory | Disk-backed | Disk-backed |
| **Scale** |  |  |
| Multi-tenancy (namespaces / collections / tenants) | ✓ | ✓ |
| Horizontal scale | Single-node | Sharded / distributed |
| **Consistency** |  |  |
| Consistency | - | - |
| **Licensing** |  |  |
| Licence class | Permissive OSS | Source-available |
| **Classification** |  |  |
| Purpose-built vs feature-of-parent | Dedicated DBMS | Dedicated DBMS |

*Source: Vioscale. Generated 2026-09-01T16:31:43.578Z. "-" = undocumented, not absent.*