LGAI Embedding Preview measured on 8 of 261 Embeddings benchmarks8
BenchmarkByScoreRank
No benchmark matches
self-host onlyprice
66.2MTEB English v2
Jun 2025released
4,096Dimensions
33K tokensMax input
enLanguages
Rankingconfiguration unstated?
Full ranking →···
7NV Embed v288.78LGAI Embedding Preview88.79SFR Embedding Mistral88.6Strong at
Alternatives?
ModelScoreCostPriceWhat changes
VBetterVoyage Large 2 Instructunstated+3%—$0.12Max input: 33K tokens → 16K tokens+1KOpenQZhou Embeddingunstated+4%——jBetterIngot 8B R3unstated+6%——Languages: not verifiedTBetterConan Embedding v2unstated+5%——iOpenJasper Token Compression 600Munstated+2%——ModelScoreCostPriceWhat changes
Nothing here yet.
ModelScoreCostPriceWhat changes
VVoyage Large 2 Instructunstated+3%—$0.12Max input: 33K tokens → 16K tokens+1jIngot 8B R3unstated+6%——Languages: not verifiedTConan Embedding v2unstated+5%——KQZhou EmbeddingunstatedOpen+4%——ModelScoreCostPriceWhat changes
KQZhou EmbeddingunstatedOpen+4%——iJasper Token Compression 600MunstatedOpen+2%——KNano Em1 0.6B v2.1unstatedOpen+1%——Max input: 33K tokens → 8K tokens
NV Embed v2unstatedOpensame——Memory (4-bit): 4.3 GB → 4.7 GBSSFR Embedding MistralunstatedOpensame——Max input: 33K tokens → 4K tokensRun it yourself
estimateFits on✓ 8 GB (phone, laptop) · 8-bit✓ 16 GB · full quality✓ 24 GB GPU · full quality✓ 48 GB GPU · full quality✓ 80 GB GPU · full quality
LicenceApache-2.0free for commercial use
Benchmarks
in Embeddings & RetrievalFAQ
How much does LGAI Embedding Preview cost?›
There is no per-unit API price: self-host only.
Is LGAI Embedding Preview free to use?›
There is no free API. The weights are open, so you can run it yourself.
How good is LGAI Embedding Preview, and what is it best at?›
#9 of 200 in Embeddings. Strongest at: Embeddings & Retrieval.
Is LGAI Embedding Preview better than NV Embed v2?›
On MTEB English v2 · Pair Classification · English, LGAI Embedding Preview scores 88.7 vs 88.7 — about the same.
When was LGAI Embedding Preview released? Is there a newer version?›
Released 2025-06-11. It is the current version in its line.
Is LGAI Embedding Preview open source?›
Yes, the weights are open (Apache-2.0 licence).
Can I run LGAI Embedding Preview locally?›
The weights are open and can be self-hosted; hardware needs are not confirmed yet.
What is LGAI Embedding Preview?›
LGAI Embedding Preview is an open-weights embeddings & retrieval model from annamodels, released Jun 2025.
What are the best alternatives to LGAI Embedding Preview?›
Voyage Large 2 Instruct (better), QZhou Embedding (open weights).