The headline rate does not apply to a long-context workload.
Complete context ladder · 1 tier
More than 272,000 tokens
$0.200/M in (2×) $0.750/M out $0.020/M cached input $0.250/M cache write
Who sells it
The same weights, different shops. Cheapest is not like-for-like when serving precision differs.
6 provider offers · rates, limits and conditions
Rates are USD per million tokens. Endpoint terms can differ even when the quoted price and precision match. A listed parameter is a provider declaration, not a task-success test.
Seller
Input
Output
Precision
Uptime (1d)
Seller
OpenAIopenai/flex Endpoint terms
Cached input /M
$0.0050
Context limit
1,050,000 tokens
Output limit
128,000 tokens
Tools
Listed by endpoint
Reasoning
Listed by endpoint
Promotional discount
None reported
Uptime · last 30 minutes
100.00%
Input$0.050
Output$0.250
Precisionundeclared
Uptime (1d)96.53%
Seller
OpenAIopenai Endpoint terms
Cached input /M
$0.010
Context limit
1,050,000 tokens
Output limit
128,000 tokens
Tools
Listed by endpoint
Reasoning
Listed by endpoint
Promotional discount
None reported
Uptime · last 30 minutes
99.98%
Input$0.100
Output$0.500
Precisionundeclared
Uptime (1d)99.96%
Seller
Azureazure Endpoint terms
Cached input /M
$0.010
Context limit
1,050,000 tokens
Output limit
128,000 tokens
Tools
Listed by endpoint
Reasoning
Listed by endpoint
Promotional discount
None reported
Uptime · last 30 minutes
100.00%
Input$0.100
Output$0.500
Precisionundeclared
Uptime (1d)97.97%
Seller
Azureazure/us Endpoint terms
Cached input /M
$0.011
Context limit
1,050,000 tokens
Output limit
128,000 tokens
Tools
Listed by endpoint
Reasoning
Listed by endpoint
Promotional discount
None reported
Uptime · last 30 minutes
Unknown
Input$0.110
Output$0.550
Precisionundeclared
Uptime (1d)100.00%
Seller
Azureazure/eu Endpoint terms
Cached input /M
$0.011
Context limit
1,050,000 tokens
Output limit
128,000 tokens
Tools
Listed by endpoint
Reasoning
Listed by endpoint
Promotional discount
None reported
Uptime · last 30 minutes
Unknown
Input$0.110
Output$0.550
Precisionundeclared
Uptime (1d)100.00%
Seller
OpenAIopenai/fast Endpoint terms
Cached input /M
$0.020
Context limit
1,050,000 tokens
Output limit
128,000 tokens
Tools
Listed by endpoint
Reasoning
Listed by endpoint
Promotional discount
None reported
Uptime · last 30 minutes
100.00%
Input$0.200
Output$1.00
Precisionundeclared
Uptime (1d)100.00%
Independent scores
No independent benchmark has measured this model. Unrated is not a score of zero.
GPT-6 Luna Pro is the same underlying model as [GPT-6 Luna](https://openrouter.ai/openai/gpt-6-luna), served with `reasoning.mode` set to `pro` for higher-quality responses on complex tasks.
Learn more in OpenAI's docs: https://developers.openai.com/api/docs/guides/reasoning#reasoning-mode
Questions this page answers
What does GPT-6 Luna Pro cost?
$0.100/M in, $0.500/M out in this catalogue, as of the fetch date on this page. That is the API row, not a subscription.
Does GPT-6 Luna Pro have an independent quality score?
GPT-6 Luna Pro has no independent quality score in this catalogue. Unrated is not a score of zero.
What beats GPT-6 Luna Pro?
GPT-6 Luna Pro has no independent quality score. Unrated is not a score of zero.
Does this page use Artificial Analysis scores for GPT-6 Luna Pro?
No. Artificial Analysis figures are not published here. Quality on this page is LMArena Elo where a score exists; otherwise the row is unrated.
Does a missing score mean GPT-6 Luna Pro scored zero?
Unrated is not a score of zero.
MODEL MONUMENT
Save or share this proof
Preview and more sharing options
OpenAI: GPT-6 Luna Pro. Balanced workload. Not independently rated. Evidence as of 23 Sept 2026.
Related
No independent quality score, so there is no dominator to name. Unrated is not a clean bill of health.
The verdict as one SVG, for a README or a docs page. It states this model's dominance
status at the balanced workload on the LMArena lens, with the date it was computed, and
it is rebuilt with the catalogue — so it changes when the verdict changes, including to
one you would rather it did not.
Markdown
[](https://undominated.ai/models/openai__gpt-6-luna-pro/)
HTML
<a href="https://undominated.ai/models/openai__gpt-6-luna-pro/"><img src="https://undominated.ai/badge/openai__gpt-6-luna-pro.svg" alt="GPT-6 Luna Pro — Undominated.ai dominance verdict" height="36"></a>