Feast AI vs Qdrant
Feast AI vs Qdrant, compared side by side on 14 data points: what each one does, how big it is, what it has raised, the tech running each site, and what users report. We score both out of 100 on traction, team and visibility: Feast AI is on 54/100 and Qdrant on 71/100.
Where each one leads
Feast AI
Leads on none of the measures we hold for both companies.
Qdrant
- our overall score: 71/100 against 54/100
- agent readiness: 51/100 against 25/100
- domain rating: 78/100 against 69/100
At a glance
| Measure | Feast AI | Qdrant |
|---|---|---|
| What it is | An open-source feature store for managing and serving data for AI/ML models in production. | High-performance, open-source vector search engine built in Rust for production-grade AI and machine learning workloads. |
| Category | MLOps, Data Platform, Foundation Model, Large Language Model | Vector Database, Vector Search Engine, Open Source, AI Infrastructure |
| Sells toBusiness model | B2B | B2B |
| Offering | Software | Software |
| Founded | 2018 | 2021 |
| Headquarters | San Francisco, United States | Berlin, Germany |
| Status | Active | Active |
Size, funding and growth
| Measure | Feast AI | Qdrant |
|---|---|---|
| Employees | Not published | 145 |
| Headcount growthLast 12 months | Not published | +111.8% |
| Total funding | Not published | $96.5M |
| Latest round | Not published | Series B |
| Valuation | Not published | $1.1B |
| LinkedIn followers | Not published | 61,051 |
StartupHub scores
Our own 0-100 ratings. They measure company strength and site quality, not which product suits you.
| Measure | Feast AI | Qdrant |
|---|---|---|
| StartupHub scoreOur 0-100 rating | 54/100 | 71/100 |
| Traction | Not published | 60/100 |
| Team | 12/100 | 70/100 |
| Community | Not published | 8/100 |
| Search visibility | Not published | 59/100 |
| Quality | Not published | 79/100 |
| Agent readinessHow well an AI agent can read and act on the site | F (25/100) | D (51/100) |
| Domain ratingLink authority, 0-100 | 69/100 | 78/100 |
Technology
Detected on each public site, so it reflects the marketing stack as well as the product.
| Measure | Feast AI | Qdrant |
|---|---|---|
| Hosting | Not detected | Netlify |
| CDN | Fastly | Netlify |
| Frameworks | Not detected | Bootstrap |
| Support stack | Not detected | HubSpot |
| Open source | Yes | Yes |
| Self-hostable | Yes | Yes |
Feast AI vs Qdrant: common questions
Which is better, Feast AI or Qdrant?
On our 0-100 score Qdrant rates higher (71/100 against 54/100). The score weights traction, team, visibility and profile completeness, so it reflects company strength rather than which product suits you. We compare the two on 14 data points above: read the rows that match what you are buying for.
How do Feast AI and Qdrant compare on the numbers?
Qdrant leads on our overall score (71/100 against 54/100), agent readiness (51/100 against 25/100), domain rating (78/100 against 69/100).
Read the full Feast AI review and pricing or the Qdrant review and pricing. You can also browse other Feast AI alternatives we track.