# Marqo vs Turbopuffer

**Leader by vioscaleAI score:** Turbopuffer

| Attribute | Marqo | Turbopuffer |
|---|---|---|
| **vioscaleAI score** | 40.4 (30% (low)) | 67.6 (61% (medium)) |
| content.faq | `[{"answer":"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. It is indexed under Vector Databases.","source":"https://marqo.ai","question":"What is Marqo?","confidence":0.6},{"answer":"Marqo does not publish its prices. Pricing is quoted on request, so the figure depends on your seat count and requirements. We record this as a pricing-transparency signal rather than guessing a number. Pricing changes often, so verify at source before relying on it.","source":"https://marqo.ai","question":"How much does Marqo cost?","confidence":0.6},{"answer":"We have confirmed browser-based access to Marqo. That is the extent of what we could verify from public sources, so it may well offer desktop or mobile clients we have not indexed.","source":"https://marqo.ai","question":"What platforms does Marqo support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for Marqo, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://marqo.ai","question":"Can Marqo be self-hosted?","confidence":0.6},{"answer":"We have confirmed 3 integrations for Marqo, including Shopify, Adobe Commerce and Salesforce Commerce Cloud. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://marqo.ai","question":"What does Marqo integrate with?","confidence":0.6},{"answer":"Marqo is available worldwide. The vendor is headquartered in the United States.","source":"https://marqo.ai","question":"Where is Marqo available?","confidence":0.75}]` | `[{"answer":"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. It is indexed under Vector Databases.","source":"https://turbopuffer.com/docs/pricing-log","question":"What is Turbopuffer?","confidence":0.6},{"answer":"Turbopuffer is a paid product; published pricing starts at $1. There is no free tier. Prices are published openly on the vendor's own pricing page. Pricing changes often, so verify at source before relying on it.","source":"https://turbopuffer.com/docs/pricing-log","question":"How much does Turbopuffer cost?","confidence":0.6},{"answer":"We have confirmed browser-based access to Turbopuffer. That is the extent of what we could verify from public sources, so it may well offer desktop or mobile clients we have not indexed.","source":"https://turbopuffer.com/docs/pricing-log","question":"What platforms does Turbopuffer support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for Turbopuffer, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://turbopuffer.com/docs/pricing-log","question":"Can Turbopuffer be self-hosted?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, HIPAA and GDPR for Turbopuffer. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Turbopuffer not holding them. Always confirm compliance directly before you rely on it.","source":"https://turbopuffer.com/docs/security","question":"What security certifications does Turbopuffer have?","confidence":0.7},{"answer":"Turbopuffer is available worldwide. Its primary market is the United States.","source":"https://turbopuffer.com/docs/pricing-log","question":"Where is Turbopuffer available?","confidence":0.5}]` |
| deployment.options | `{"cloud":true}` | `{"cloud":true}` |
| description.long | An ecommerce search platform using semantic understanding and personalization to help online retailers deliver relevant product results and recommendations based on shopper behavior and intent. | 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,"hybrid_search":true,"licence_class":"proprietary","multi_tenancy":true,"product_class":"dedicated_dbms","full_text_bm25":true,"horizontal_scale":"sharded_distributed"}` | `{"ann_index":"SPFresh (centroid-based)","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"}` |
| integrations.count | 3 | - |
| integrations.list | `[{"name":"Shopify","native":true,"category":"ecommerce","direction":"bidirectional"},{"name":"Adobe Commerce","native":true,"category":"ecommerce","direction":"bidirectional"},{"name":"Salesforce Commerce Cloud","native":true,"category":"ecommerce","direction":"bidirectional"}]` | - |
| market.availability | `{"hqCountry":"US","primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"quote","sourceUrl":"https://marqo.ai","retrievedAt":"2026-08-13T20:44:47.208Z"}` | `{"type":"hybrid","plans":[{"free":false,"name":"Launch","summary":"$16/month minimum with usage-based overage","commitment":"monthly","components":[{"kind":"fixed","amount":16,"period":"month","currency":"USD"}],"contactSales":false}],"summary":"From $16/month (Launch plan minimum) with consumption-based billing","currency":"USD","sourceUrl":"https://turbopuffer.com/docs/pricing-log","retrievedAt":"2026-09-18T12:36:43.751Z","startingPrice":{"amount":16,"period":"month","currency":"USD"},"billingPeriods":["month"]}` |
| pricing.free_tier | - | no |
| pricing.model | quote | commercial |
| pricing.price_level | unknown | mid |
| pricing.starting_price | - | `{"amount":16,"currency":"USD"}` |
| 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) | - | SPFresh (centroid-based) |
| 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: vioscaleAI. Generated 2026-10-16T21:28:31.393Z. "-" = undocumented, not absent.*