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NeuronFeed

Cognee vs LGND

Which Embeddings & RAG AI tool is better in 2026?

Cognee

Open-source memory engine that turns scattered data into a knowledge graph for AI agents

$7.5M

LGND

Geospatial embeddings that let AI agents understand satellite imagery

$9M

Side-by-side

Verdict

LGND is the more established option (raised $9M); pricing is comparable on both sides.

Metric Cognee LGND
Taglinei Open-source memory engine that turns scattered data into a knowledge graph for AI agents Geospatial embeddings that let AI agents understand satellite imagery
Foundedi 2024 2024
HQi Berlin, Germany Remote, US
Employeesi 11-50🏆 1-10
Neuron scorei 64🏆 52
Total fundingi $7.5M $9M🏆
Latest roundi Seed · Feb 2026 Seed · Jul 2025
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 Open source Free
Categoriesi

Capability matrix

Developer-facing capabilities and access signals for Cognee and LGND.

Capability Cognee LGND
MCP support
Public API
Webhooks
OAuth 2.0
SDK languages
Free plan
Free trial
Verified
Active deal

🟢 Strengths of Cognee

  • Higher Neuron score (64 vs 52)

🔵 Strengths of LGND

  • Has raised more capital ($9M vs $7.5M)

Which should you choose?

Choose LGND 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

Cognee vs LGND — which is better?

It depends on your priority. Cognee is the leaner option; LGND has broader feature depth. See the side-by-side table above.

Is Cognee cheaper than LGND?

No — LGND's cheapest paid plan is Free, while Cognee's is Open source.

Do Cognee and LGND offer free plans?

Cognee: Yes, has a free plan. LGND: Yes, has a free plan.

Contextual paths to related AI startups, deals and rankings.