Citefast vs Qdrant
Citefast vs Qdrant, compared side by side on 11 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: Citefast is on 21/100 and Qdrant on 71/100.
Where each one leads
Citefast
Leads on none of the measures we hold for both companies.
Qdrant
- our overall score: 71/100 against 21/100
- agent readiness: 51/100 against 41/100
At a glance
| Measure | Citefast | Qdrant |
|---|---|---|
| What it is | AI Citation Visibility for B2B SaaS to appear in AI search recommendations. | High-performance, open-source vector search engine built in Rust for production-grade AI and machine learning workloads. |
| Category | AI Search Engine, Agentic SEO, B2B SaaS, Marketing Technology | Vector Database, Vector Search Engine, Open Source, AI Infrastructure |
| Sells toBusiness model | B2B | B2B |
| Offering | Software | Software |
| Founded | Not published | 2021 |
| Headquarters | Not published | Berlin, Germany |
| Status | Active | Active |
Size, funding and growth
| Measure | Citefast | 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 | Citefast | Qdrant |
|---|---|---|
| StartupHub scoreOur 0-100 rating | 21/100 | 71/100 |
| Traction | Not published | 60/100 |
| Team | Not published | 70/100 |
| Community | Not published | 8/100 |
| Search visibility | Not published | 59/100 |
| Quality | 35/100 | 79/100 |
| Agent readinessHow well an AI agent can read and act on the site | D (41/100) | D (51/100) |
| Domain ratingLink authority, 0-100 | Not published | 78/100 |
Technology
Detected on each public site, so it reflects the marketing stack as well as the product.
| Measure | Citefast | Qdrant |
|---|---|---|
| Hosting | Not detected | Netlify |
| CDN | Not detected | Netlify |
| Frameworks | Next.js, Tailwind CSS | Bootstrap |
| Support stack | Not detected | HubSpot |
| Open source | No | Yes |
| Self-hostable | No | Yes |
What users say
| Measure | Citefast | Qdrant |
|---|---|---|
| Reddit sentimentThreads we track | 0 positive, 0 negative across 2 threads | Not published |
“Citefast.io is for sale.. started working on a saas but unfortunately i have no time to work on it anymore. if someone is thinking something similar to "when buyer ask ChatGPT for answer. be that one" get this one.”r/saasforsale
Citefast vs Qdrant: common questions
Which is better, Citefast or Qdrant?
On our 0-100 score Qdrant rates higher (71/100 against 21/100). 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 11 data points above: read the rows that match what you are buying for.
How do Citefast and Qdrant compare on the numbers?
Qdrant leads on our overall score (71/100 against 21/100), agent readiness (51/100 against 41/100).
What do real users say about Citefast and Qdrant?
Citefast: 0 positive and 0 negative mentions across 2 Reddit threads we track, mostly in r/saasforsale.
Read the full Citefast review and pricing or the Qdrant review and pricing. You can also browse other Citefast alternatives we track.