opendunes

Glimpse

New

by ElorianReleased 17 October 2026

Glimpse takes text, images and video and answers in text, reasoning about what it sees rather than just describing it. It keeps about 260 pages in mind at once and can use the tools you connect. Give it jobs where the answer sits in the picture: images and video of the physical world that must be read closely and reasoned over.

TakesTextImagesVideo
GivesText

What it costs

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

≈ 0,70 DA per message3 000 DA buys about 4 200 messages

One message, the ordinary use

1 000 tokens sent× 199,70 DA per 1M0,20 DA
500 tokens back× 998,51 DA per 1M0,50 DA
Total≈ 0,70 DA

Every rate

Meter↑ you send↓ comes back
Text tokens199,70 DA998,51 DA
Cached tokens read19,97 DA

per 1M tokens

Describe every object and surface in a factory floor photo for a safety audit≈ 0,84 DA
Extract a structured inventory list from shelf photos in your JSON schema≈ 2,10 DA
Reason step by step over a diagram and explain the failure it shows≈ 2,40 DA
Answer questions about a two-minute clip of machinery in operation≈ 5,59 DA
Watch a long surveillance video and flag the moments where something breaks≈ 37,14 DA
When you pay
After the answer, from your balance. Nothing is held.
Why it varies
A longer question or a longer answer costs more.
After each one
The exact charge shows on the request.
DepositDeposits from 50 DA, with Edahabia or CIB.

Where your request runs

One company runs this model. OpenDunes sends every request to it. DA per 1M tokens: ↑ what you send · ↓ what comes back.

Together…
↑ Sent, per 1M
199,70 DA
↓ Back, per 1M
998,51 DA
Cache read
19,97 DA
Latency
…
Throughput
…
Provider↑ Sent↓ BackCache readLatencyThroughputUptime
Together199,70 DA998,51 DA19,97 DA………

You pay the price of the provider that served your request. Prices read 15:18 · speed over the last 30 minutes · uptime over 3 days.

See it in action

Real requests, real replies. Try any of them yourself — one click, pre-filled.

Understands images
You send

What's the total on this invoice, and when is it due?

invoice-scan.jpg · photo
It replied

The total is 42 300,00 DA, due 5 September 2026. Worth a double-check: the handwritten day could read as 8 instead of 3.

Try in Chat Lab
Structured output
You send

Turn this customer email into JSON with intent, urgency and order_id.

customer-email.txt
It replied

{ "intent": "refund", "urgency": "high", "order_id": "OD-58421" }

Try in Chat Lab

Try your own request — same model, pre-selected.

Open Chat Lab

Call it in code

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

POST /v1/chat/completions
Base URL
https://opendunes.com/v1
Model ID
elorian/glimpse
import os
from openai import OpenAI

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

resp = client.chat.completions.create(
    model="elorian/glimpse",
    messages=[{"role": "user", "content": "Two lines to welcome a shop in Oran."}],
)

print(resp.choices[0].message.content)

Runs this request once on your balance.

Parameters you can send

Standard OpenAI fields, grouped by what they control. Anything not listed is accepted and ignored.

Shaping the reply

How long, how varied, where to stop.

max_tokenstemperaturetop_ptop_kmin_pstopfrequency_penaltypresence_penaltyrepetition_penaltylogit_biaslogprobstop_logprobs

Reasoning

Let it think before answering — and see the thinking.

reasoninginclude_reasoning

Structured output

Get JSON you can parse instead of prose.

response_formatstructured_outputs

Tools

Let the model call your functions.

toolstool_choice

Questions about Glimpse

  • How much does Glimpse cost in dinars?

    About 0,70 DA per message. ↑ 199,70 DA · ↓ 998,51 DA per 1M tokens.

  • Is Glimpse free? Can I try it?

    No. You pay per use from your balance, with no subscription. Try it in Chat at the same price.

  • What is Glimpse best for?

    Glimpse takes text, images and video and answers in text, reasoning about what it sees rather than just describing it. It keeps about 260 pages in mind at once and can use the tools you connect. Give it jobs where the answer sits in the picture: images and video of the physical world that must be read closely and reasoned over.

  • How do I pay for Glimpse without an international card?

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

  • Does Glimpse work in Arabic, French or Darja?

    Elorian names no languages for Glimpse. Arabic, French and Darja: not stated.

  • Can it read PDFs, images or a whole book?

    It reads text, images and video. Up to 262K tokens in one request, about 260 pages. It writes up to 192 000 words at once.

  • Is Glimpse open source?

    No. Elorian has not published its weights.

  • Who makes Glimpse, and when was it released?

    Elorian. Released 17 October 2026.