# Marqo vs Turbopuffer

**Leader by Vioscale score:** Turbopuffer

| Attribute | Marqo | Turbopuffer |
|---|---|---|
| **Vioscale score** | 42.2 (22% (low)) | 67.6 (61% (medium)) |
| deployment.options | `{"cloud":true}` | `{"cloud":true,"hybrid":true,"on_prem":true,"self_hosted":true}` |
| description.long | AI-native ecommerce search and product discovery platform that leverages semantic search, behavioral data, and personalization to improve product relevance, conversion rates, and average order value for online retail brands. | Vector and full-text search database built on object storage, offering 10x cheaper cost and extreme scalability for AI applications, semantic search, and recommendation systems. |
| features.capabilities | `{"deployment":"managed","serverless":true,"licence_class":"proprietary","multi_tenancy":true,"product_class":"dedicated_dbms","horizontal_scale":"sharded_distributed"}` | `{"deployment":"managed","serverless":true,"consistency":"tunable","storage_tier":"tiered","hybrid_search":true,"licence_class":"proprietary","multi_tenancy":true,"product_class":"dedicated_dbms","full_text_bm25":true,"horizontal_scale":"sharded_distributed","metadata_filtering":"pre_filter"}` |
| market.availability | `{"hqCountry":"US","primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"hqCountry":"CA","primaryMarkets":["US","CA"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"web":true}` | `{"web":true}` |
| pricing | `{"type":"quote","sourceUrl":"https://marqo.ai","retrievedAt":"2026-08-13T20:44:47.208Z"}` | `{"type":"usage","plans":[{"free":false,"name":"Launch","summary":"$16/month minimum, usage-based overage","commitment":"monthly","components":[{"kind":"fixed","amount":16,"period":"month","currency":"USD"}],"description":"Entry-level plan with usage-based billing","contactSales":false},{"free":false,"name":"Scale","features":["IP allowlisting","SSO"],"description":"Mid-tier plan with advanced security features","contactSales":false},{"free":false,"name":"Enterprise","features":["Customer managed encryption","Private networking","IP allowlisting","SSO","Privileged access management","Single-tenancy clusters","BYOC"],"description":"Custom enterprise deployment with advanced security and compliance","contactSales":true}],"addOns":[{"name":"Namespace pinning"}],"summary":"From $16/month. Usage-based with per-TB-queried pricing ($1/PB base rate with volume discounts up to 96%).","currency":"USD","freeTier":false,"sourceUrl":"https://turbopuffer.com/docs/pricing-log","retrievedAt":"2026-08-13T20:43:39.812Z","startingPrice":{"amount":16,"period":"month","currency":"USD"},"billingPeriods":["month"]}` |
| pricing.free_tier | - | no |
| pricing.model | quote | commercial |
| pricing.price_level | unknown | mid |
| pricing.transparent | no | yes |
| reliability.sla_pct | - | 99.95 |
| reliability.status_page | yes | yes |
| security.disclosure_policy | - | yes |
| security.gdpr | - | yes |
| security.hipaa | - | yes |
| security.soc2 | - | yes |

## Capabilities (Vector Databases)

| Capability | Marqo | Turbopuffer |
|---|:--:|:--:|
| **Deployment** |  |  |
| Deployment | Managed | Managed |
| Serverless / consumption pricing | ✓ | ✓ |
| **Index** |  |  |
| ANN index (HNSW / IVF / DiskANN / ScaNN / flat) | - | - |
| Distance metrics (cosine / dot / Euclidean) | - | - |
| **Query** |  |  |
| Metadata filtering | - | Pre-filter |
| Hybrid search (dense + sparse fusion) | - | ✓ |
| Built-in BM25 / lexical | - | ✓ |
| **Storage** |  |  |
| Quantization | - | - |
| On-disk vs in-memory | - | Tiered |
| **Scale** |  |  |
| Multi-tenancy (namespaces / collections / tenants) | ✓ | ✓ |
| Horizontal scale | Sharded / distributed | Sharded / distributed |
| **Consistency** |  |  |
| Consistency | - | Tunable |
| **Licensing** |  |  |
| Licence class | Proprietary | Proprietary |
| **Classification** |  |  |
| Purpose-built vs feature-of-parent | Dedicated DBMS | Dedicated DBMS |

*Source: Vioscale. Generated 2026-09-01T17:44:55.177Z. "-" = undocumented, not absent.*