BGE-M3
Pilot $4,900 fixed
- Sizes
- 568M
- Active params
- All parameters (dense)
- Context
- 8K tokens
- Licence
- MIT
- Fits on
- CPU only at 4-bit, any GPU
- Endpoint
- llm.yourcompany.internal/v1
- Egress
- 0
- Owner
- YOU
BGEon your own GPUs.
BGE for search and retrieval inside your network. Documents are embedded and ranked on your own hardware, next to the model that answers.
This card is the installation. Pick a size on its edge and it is re-issued.
The 72-hour pilot with BGE.
$4,900 fixed. BGE-M3 is the most downloaded of the two and fits on CPU only at 4-bit. The others fit on the same hardware or less.
Live on your data
72 h$4,900 fixed
BGE live on your data in 72 hours. The clock starts after access and prerequisites.
Your endpoint
/v1OpenAI-compatible
OpenAI-compatible endpoint. Your applications switch by changing the base URL.
Your hardware
- BGE-M3CPU only at 4-bit, any GPU
- bge-reranker-v2-m3CPU only at 4-bit, any GPU
The readout
Evalon your data
Reference evaluation on your data. Readout and production scoping.
We size the hardware and source it at cost, with no markup. Ballpark: one H100 80GB ≈ $25–30k; a 4×H100 node ≈ $180–240k; smaller models run on far less.
Same SDK. Change the base URL.
The model is one parameter. Everything else in your application stays as it is.
client = OpenAI(
base_url="https://llm.yourcompany.internal/v1", # inside your network
api_key="your-key",
)
vectors = client.embeddings.create(
model="bge-m3",
input=["Clause 14.2: termination for convenience"],
)Licence, plainly.
- BGE-M3MITCommercial use: permitted
- bge-reranker-v2-m3Apache 2.0Commercial use: permitted
BGE-M3 is released under the MIT licence, which permits commercial use, modification and private deployment.
bge-reranker-v2-m3 is released under Apache 2.0: commercial use, modification and private deployment are permitted.
We read the current licence text against your use when we scope the pilot.
Published by BAAI. We are not affiliated with the vendor. This is a summary, not legal advice.
Related models.
- all-MiniLMsentence-transformersCPU only at 4-bitApache 2.0
- Gemma 4Google2 models, from 1× T4 16GB at 4-bitApache 2.0
- Qwen3AlibabaCPU only at 4-bitApache 2.0
Talk to an engineer.
Tell us the model, the data and the GPUs you have. An engineer from Limassol or Auckland scopes the 72-hour pilot with you.