GPT-5.6 Luna Online | Fast Cheap OpenAI Model on NetRoom

GPT-5.6 Luna

Current version: 5.6 updated

Fast and cost-efficient model of the GPT-5.6 series.

Category
Language
Modality
Text · Tool use
Context
1M
Released
Jul 2026
Update

What's new in GPT-5.6 Luna 5.6

  • 1.05M token context
  • Fast, cost-efficient tier of the GPT-5.6 series
  • Best price-to-speed ratio in the series
  • 1 USD input, 6 USD output per million tokens
Strengths

What it's the best tool for

  • Roughly 200 tokens per second — well above class average
  • 1.05M-token context fits long documents in one request
  • Up to 128K output tokens per call
  • Five times cheaper than the Sol flagship on input
  • Six reasoning-effort levels from none to max
  • Built for bulk pipelines: classification, tagging, extraction
Limitations

When to reach for something else

  • Trails Terra and Sol on complex multi-step reasoning
  • More literal prompt interpretation than the bigger tiers
  • Can oversimplify nuance when summarizing dense texts
  • High reasoning effort erodes its main edge — speed
  • OpenAI content filters on sensitive topics
Sample output

How GPT-5.6 Luna responds

Prompt
Here are 40 support tickets from today. Group them into categories (billing, bugs, access, other), give a count per category and one standard fix for each.
GPT-5.6 Luna
Sorted the 40 tickets into categories: Billing — 14: card payment fails; fix — verify 3-DS and retry after 5 minutes. Bugs — 11: report export hangs; fix — use CSV export as a workaround, dev ticket filed. Access — 9: session drops after password change; fix — re-login and clear cookies. Other — 6: pricing questions, routed to sales. Bottom line: 25 tickets close with standard replies, 15 need escalation.
Where teams use it

Four scenarios where it pays for itself

01
Support chats
Instant replies at high volume and low cost
02
Summarization
Whole long documents in the 1M-token context
03
Classification and tagging
Bulk data labeling and request routing
04
Content drafts
Batch product copy and email drafts
About model

More about GPT-5.6 Luna

GPT-5.6 Luna Online — OpenAI's Fast, Low-Cost Model on NetRoom

GPT-5.6 Luna is the fastest and most cost-efficient model in OpenAI's GPT-5.6 series, released on July 9, 2026. It ships a 1.05M-token context window, up to 128K output tokens, and throughput of roughly 200 tokens per second — well above average for its class. On NetRoom you can run it online, straight in the browser, with simple pay-as-you-go billing and no subscription.

The GPT-5.6 family in short

On July 9, 2026 OpenAI opened public access to three tiers: Sol, the flagship for hard coding and agents; Terra, the balanced everyday workhorse; and Luna, the speed-and-price play. All three share the same 1.05M context window and six reasoning-effort levels from none to max. Luna costs five times less than Sol and two and a half times less than Terra on input tokens — with the exact same context size.

When Luna is the right pick

Luna is built for high-volume, latency-sensitive work: support chats, intent classification and routing, data extraction, tagging, and batch drafting of emails or product copy. Its million-token context is a standout for summarization — entire books, reports and logs fit into a single request, so there is no need for a chunking pipeline.

Where it falls short

Multi-step reasoning, nuanced analysis and complex code remain the territory of the bigger tiers. If your task keeps demanding high reasoning effort, that is a signal to move up to Terra or Sol. But for a firehose of simple requests, running a flagship is wasted budget — Luna handles the same routine scenarios at a fraction of the cost.

How to start

Sign up on NetRoom, top up your balance and pick GPT-5.6 Luna from the catalog. You pay per token, and you can switch between Luna, GPT-5.5 and other models in one click right inside the chat to compare answers on your own task.

Recent changes

What changed GPT-5.6 Luna

  • + Added text model GPT-5.6 Luna (OpenAI).
Full changelog →
Versions

Version history of GPT-5.6 Luna

Version Date What changed
5.6 current
  • 1.05M token context
  • Fast, cost-efficient tier of the GPT-5.6 series
  • Best price-to-speed ratio in the series
  • 1 USD input, 6 USD output per million tokens

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