opendunes

bge-m3

by BaaiReleased 18 November 2025

BGE-M3 turns text in several languages into a fingerprint of its meaning, so that search finds text that means the same thing. Each piece of text can run to about 8 pages, so whole long documents are handled in one piece. Use it for searching a multilingual library or matching questions to long passages.

TakesText
GivesEmbeddings

What it costs

You pay for what each request uses. No subscription, no minimum.

≈ 0,0033 DA per page3 000 DA buys about 900 000 pages

One page, the ordinary use

1 000 tokens sent× 3,33 DA per 1M0,0033 DA
Total≈ 0,0033 DA

Every rate

Meter↑ you send↓ comes back
Text tokens3,33 DA

per 1M tokens

Embed one search query≈ 0,000067 DA
Index a 10-page help centre≈ 0,020 DA
Embed 1 000 product titles≈ 0,050 DA
Embed 200 customer reviews≈ 0,053 DA
Index a 50-page policy manual≈ 0,10 DA
When you pay
After the answer, from your balance. Nothing is held.
Why it varies
The length of the text.
After each one
The exact charge shows on the request.
DepositDeposits from 50 DA, with Edahabia or CIB.

Where your request runs

Two companies run this model. OpenDunes sends each request to one of them, picked by price and speed. If it fails, the next one takes it. DA per 1M tokens: ↑ what you send.

Parasail…
↑ text
3,33 DA
Latency
…
DeepInfraUnited States…
↑ text
3,33 DA
Latency
…
Provider↑ textLatencyUptime
Parasail3,33 DA……
DeepInfraUnited States3,33 DA……

You pay the price of the provider that served your request. Prices read 15:19 · speed over the last 30 minutes · uptime over 3 days.

Call it in code

Swap the base URL and the key. Your OpenAI code runs unchanged.

POST /v1/embeddings
Base URL
https://opendunes.com/v1
Model ID
baai/bge-m3
import os
from openai import OpenAI

client = OpenAI(
    base_url="https://opendunes.com/v1",
    api_key=os.environ["OPENDUNES_API_KEY"],
)

resp = client.embeddings.create(
    model="baai/bge-m3",
    input="Delivery to Oran takes two days.",
)

print(resp.data[0].embedding[:5])

Runs this request once on your balance.

Questions about bge-m3

  • How much does bge-m3 cost in dinars?

    About 0,0033 DA per page. ↑ 3,33 DA per 1M tokens.

  • Is bge-m3 free? Can I try it?

    No. You pay per use from your balance, with no subscription. Run it once from Call it in code, at the same price.

  • What is bge-m3 best for?

    BGE-M3 turns text in several languages into a fingerprint of its meaning, so that search finds text that means the same thing. Each piece of text can run to about 8 pages, so whole long documents are handled in one piece. Use it for searching a multilingual library or matching questions to long passages.

  • How do I pay for bge-m3 without an international card?

    Deposit dinars with your Edahabia or CIB card. Every model, bge-m3 included, is paid from that balance. No foreign card, no conversion.

  • Does bge-m3 work in Arabic, French or Darja?

    BAAI says it supports more than 100 working languages but does not list them on the card. Arabic, French and Darja are not named.

  • How much text in one input?

    Up to 8 194 tokens. Split anything longer.

  • How many dimensions?

    1 024

  • Who makes bge-m3, and when was it released?

    Baai. Released 18 November 2025.

Other Baai models, priced in dinars

See all Baai models
bge-base-en-v1.5Baai · Nov 18, 2025

BGE Base v1.5 turns English text into a fingerprint of its meaning, so that search finds text that means the same thing; each piece of text can be about half a page. Send sentences or paragraphs, store the fingerprints, and compare them to find documents, FAQs or duplicates that mean the same. It is the lighter English choice, with smaller fingerprints to store than BGE Large.

≈0,0017 DAper page
View model
bge-large-en-v1.5Baai · Nov 18, 2025

BGE Large v1.5 turns English sentences, paragraphs and short documents into a fingerprint of their meaning, so that search finds text that means the same thing; each piece of text can be about half a page. Its fingerprints are larger than BGE Base's, which gives finer matching in English at the cost of more storage. It does not cover other languages.

≈0,0033 DAper page
View model