LGND vs Qdrant
Which Embeddings & RAG AI tool is better in 2026?
LGND
Geospatial embeddings that let AI agents understand satellite imagery
Qdrant
High-performance vector search engine built in Rust for production-grade AI retrieval.
Side-by-side
Qdrant leads on both fronts — more capital raised ($50M) and a lower entry price than LGND.
| Metric | LGND | Qdrant |
|---|---|---|
| Taglinei | Geospatial embeddings that let AI agents understand satellite imagery | High-performance vector search engine built in Rust for production-grade AI retrieval. |
| Foundedi | 2024 | 2021🏆 |
| HQi | Remote, US | Berlin, DE |
| Employeesi | 1-10 | 51-200🏆 |
| Neuron scorei | 52 | 56🏆 |
| Total fundingi | $9M | $50M🏆 |
| Latest roundi | Seed · Jul 2025 | Series B · Mar 2026 |
| Valuationi | — | — |
| Cheapest paid plani | Pricing not disclosed | —🏆 |
| Free plani | ✓ | ✓ Qdrant Cloud Free Tier |
| Free triali | ✓ | ✓ |
| Top tier pricei | Pricing not disclosed | Qdrant Hybrid Cloud · Contact sales |
| Pricing summaryi | Free | 5 published plans |
| Categoriesi |
Capability matrix
Developer-facing capabilities and access signals for LGND and Qdrant.
| Capability | LGND | Qdrant |
|---|---|---|
| MCP support | ✗ | ✗ |
| Public API | ✓ | ✗ |
| Webhooks | ✗ | ✗ |
| OAuth 2.0 | ✗ | ✗ |
| SDK languages | — | 6 (Python, TypeScript, Rust, Go…) |
| Free plan | ✓ | ✓ |
| Free trial | ✓ | ✓ |
| Verified | ✗ | ✗ |
| Active deal | ✗ | ✗ |
🟢 Strengths of LGND
- Newer company (2024)
🔵 Strengths of Qdrant
- Has raised more capital ($50M vs $9M)
- Higher Neuron score (56 vs 52)
- More mature (2021)
Which should you choose?
Choose Qdrant if price matters most — it starts at Free, which is friendlier for teams watching burn. Both Embeddings & RAG tools ship core features, so the cost delta often decides it for small teams and solo operators.
Choose Qdrant if you want the most established option — it has raised $50M, suggesting more runway for enterprise features, support, and long-term roadmap. For mission-critical workflows or larger teams, that stability often outweighs a lower monthly price.
Frequently asked questions
LGND vs Qdrant — which is better?
It depends on your priority. LGND is the leaner option; Qdrant is cheaper to start. See the side-by-side table above.
Is LGND cheaper than Qdrant?
No — Qdrant's cheapest paid plan is Free, while LGND's is Free.
Do LGND and Qdrant offer free plans?
LGND: Yes, has a free plan. Qdrant: Yes, has a free plan.
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