LGND vs Ragie
Which Embeddings & RAG AI tool is better in 2026?
LGND
Geospatial embeddings that let AI agents understand satellite imagery
Ragie
Fully managed RAG-as-a-Service for developers
Side-by-side
LGND is the more established option (raised $9M); pricing is comparable on both sides.
| Metric | LGND | Ragie |
|---|---|---|
| Taglinei | Geospatial embeddings that let AI agents understand satellite imagery | Fully managed RAG-as-a-Service for developers |
| Foundedi | 2024 | 2024 |
| HQi | Remote, US | San Francisco, US |
| Employeesi | 1-10 | 1-10🏆 |
| Neuron scorei | 53 | 54🏆 |
| Total fundingi | $9M🏆 | $5.5M |
| Latest roundi | Seed · Jul 2025 | Seed · Aug 2024 |
| Valuationi | — | — |
| Cheapest paid plani | Pricing not disclosed | Pricing not disclosed |
| Free plani | ✓ | ✓ |
| Free triali | ✓ | ✓ |
| Top tier pricei | Pricing not disclosed | Pricing not disclosed |
| Pricing summaryi | Free | Free |
| Categoriesi |
Capability matrix
Developer-facing capabilities and access signals for LGND and Ragie.
| Capability | LGND | Ragie |
|---|---|---|
| MCP support | ✗ | ✓ |
| Public API | ✓ | ✓ |
| Webhooks | ✗ | ✗ |
| OAuth 2.0 | ✗ | ✗ |
| SDK languages | — | — |
| Free plan | ✓ | ✓ |
| Free trial | ✓ | ✓ |
| Verified | ✗ | ✗ |
| Active deal | ✗ | ✗ |
🟢 Strengths of LGND
- Has raised more capital ($9M vs $5.5M)
🔵 Strengths of Ragie
- Higher Neuron score (54 vs 53)
Which should you choose?
Choose Ragie 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 LGND if you want the most established option — it has raised $9M, 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 Ragie — which is better?
It depends on your priority. LGND has raised more capital and is the more established option; Ragie has broader feature depth. See the side-by-side table above.
Is LGND cheaper than Ragie?
No — Ragie's cheapest paid plan is Free, while LGND's is Free.
Do LGND and Ragie offer free plans?
LGND: Yes, has a free plan. Ragie: Yes, has a free plan.
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