PromptQL vs Qdrant
PromptQL vs Qdrant, compared side by side on 20 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: PromptQL is on 45/100 and Qdrant on 71/100.
Where each one leads
PromptQL
Leads on none of the measures we hold for both companies.
Qdrant
- our overall score: 71/100 against 45/100
- agent readiness: 51/100 against 45/100
- domain rating: 78/100 against 48/100
At a glance
| Measure | PromptQL | Qdrant |
|---|---|---|
| What it is | An AI-native workspace designed to turn team interactions into actionable, proprietary data for agentic workflows. | High-performance, open-source vector search engine built in Rust for production-grade AI and machine learning workloads. |
| Category | Artificial Intelligence, Collaboration, Enterprise Software, Data Management | Vector Database, Vector Search Engine, Open Source, AI Infrastructure |
| Sells toBusiness model | B2B | B2B |
| Offering | Platform | Software |
| Founded | 2023 | 2021 |
| Headquarters | San Francisco, United States | Berlin, Germany |
| Status | Active | Active |
Size, funding and growth
| Measure | PromptQL | Qdrant |
|---|---|---|
| Employees | Not published | 145 |
| Headcount growthLast 12 months | Not published | +111.8% |
| Total funding | Not published | $87.5M |
| Latest round | Series C | Series B |
| Valuation | $1.1B | $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 | PromptQL | Qdrant |
|---|---|---|
| StartupHub scoreOur 0-100 rating | 45/100 | 71/100 |
| Traction | Not published | 60/100 |
| Team | 30/100 | 70/100 |
| Community | 8/100 | 8/100 |
| Search visibility | 23/100 | 59/100 |
| Quality | 68/100 | 79/100 |
| Agent readinessHow well an AI agent can read and act on the site | D (45/100) | D (51/100) |
| Domain ratingLink authority, 0-100 | 48/100 | 78/100 |
Technology
Detected on each public site, so it reflects the marketing stack as well as the product.
| Measure | PromptQL | Qdrant |
|---|---|---|
| Hosting | Not detected | Netlify |
| CDN | Cloudflare | Netlify |
| Frameworks | Next.js, Tailwind CSS | Bootstrap |
| Support stack | Not detected | HubSpot |
| Open source | Yes | Yes |
| Self-hostable | Yes | Yes |
PromptQL vs Qdrant: common questions
Which is better, PromptQL or Qdrant?
On our 0-100 score Qdrant rates higher (71/100 against 45/100). 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 20 data points above: read the rows that match what you are buying for.
How do PromptQL and Qdrant compare on the numbers?
Qdrant leads on our overall score (71/100 against 45/100), agent readiness (51/100 against 45/100), domain rating (78/100 against 48/100).
Read the full PromptQL review and pricing or the Qdrant review and pricing. You can also browse other PromptQL alternatives we track.