Chroma vs LGND
Which Embeddings & RAG AI tool is better in 2026?
Chroma
Open-source search infrastructure for AI with vector, full-text, regex, and metadata search.
LGND
Geospatial embeddings that let AI agents understand satellite imagery
Side-by-side
Chroma leads on both fronts — more capital raised ($20.3M) and a lower entry price than LGND.
| Metric | Chroma | LGND |
|---|---|---|
| Taglinei | Open-source search infrastructure for AI with vector, full-text, regex, and metadata search. | Geospatial embeddings that let AI agents understand satellite imagery |
| Foundedi | 2022🏆 | 2024 |
| HQi | San Francisco, US | Remote, US |
| Employeesi | 11-50 | 1-10🏆 |
| Neuron scorei | 55🏆 | 52 |
| Total fundingi | $20.3M🏆 | $9M |
| Latest roundi | Seed · Apr 2023 | Seed · Jul 2025 |
| Valuationi | $75M🏆 | — |
| Cheapest paid plani | —🏆 | Pricing not disclosed |
| Free plani | ✓ Cloud | ✓ |
| Free triali | ✗ | ✓ |
| Top tier pricei | Enterprise · Contact sales | Pricing not disclosed |
| Pricing summaryi | 2 published plans | Free |
| Categoriesi |
Capability matrix
Developer-facing capabilities and access signals for Chroma and LGND.
| Capability | Chroma | LGND |
|---|---|---|
| MCP support | ✗ | ✗ |
| Public API | ✗ | ✓ |
| Webhooks | ✗ | ✗ |
| OAuth 2.0 | ✗ | ✗ |
| SDK languages | 3 (Python, TypeScript, Rust) | — |
| Free plan | ✓ | ✓ |
| Free trial | ✗ | ✓ |
| Verified | ✗ | ✗ |
| Active deal | ✗ | ✗ |
🟢 Strengths of Chroma
- Has raised more capital ($20.3M vs $9M)
- Higher Neuron score (55 vs 52)
- More mature (2022)
🔵 Strengths of LGND
- Offers a free trial
- Newer company (2024)
Which should you choose?
Choose Chroma if price matters most — it starts at Open source, 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 Chroma if you want the most established option — it has raised $20.3M, 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
Chroma vs LGND — which is better?
It depends on your priority. Chroma has raised more capital and is the more established option; LGND has broader feature depth. See the side-by-side table above.
Is Chroma cheaper than LGND?
Yes — Chroma's cheapest paid plan is Free, while LGND's is Free.
Do Chroma and LGND offer free plans?
Chroma: Yes, has a free plan. LGND: Yes, has a free plan.
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