Compare / head-to-head

GPT-6 AstravsGPT-6 Luna

GPT-6 Astra and GPT-6 Luna do not yet share a public benchmark, so quality cannot be compared apples-to-apples. GPT-6 Luna is 100x cheaper per token. Both offer a 1.1M-token context window.

Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.

Shared benchmarks
0
no overlap yet
Cheaper per token
GPT-6 Luna
100x cheaper, input + output
Larger context
Tie
both 1.1M tokens
Providers
OpenAI
same provider
GPT-6 Astra
OpenAI · released 2026-09-03
textvision
Context
1.1M
Max out
128K
Input /1M
$10
Output /1M
$50
Cached /1M
$1
Scores
8 · 5 core
GPT-6 Luna
OpenAI · released 2026-09-22
textvision
Context
1.1M
Max out
128K
Input /1M
$0.1
Output /1M
$0.5
Cached /1M
$0.01
Scores
1 · 0 core
Quality

Benchmark matrix

BenchmarkGPT-6 AstraGPT-6 LunaΔEdge
Reported by both · 0
No public benchmark is reported for both models yet.
Only GPT-6 Astra reports · 7
GPQA Diamond96% not reported
AutomationBench 1.0.641.4% not reported
FrontierMath Tier 4 v2 (Epoch AI run)97.6% epochnot reported
FrontierMath Tiers 1-3 v2 (Epoch AI run)93.7% epochnot reported
OTIS Mock AIME 2024-2025 (Epoch AI run)100% epochnot reported
SimpleQA Verified75.6% epochnot reported
Terminal-Bench Science 0.164.6% not reported
Only GPT-6 Luna reports · 1
DeepSWE v1.1not reported66.6%
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is GPT-6 Astra minus GPT-6 Luna in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing

Side by side

SpecGPT-6 AstraGPT-6 LunaEdge
Context window1.1M tokens1.1M tokensTie
Max output128K tokens128K tokensTie
Input price / 1M$10 $0.1 GPT-6 Luna
Output price / 1M$50 $0.5 GPT-6 Luna
Cached input / 1M$1 $0.01 GPT-6 Luna
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$60$0.6GPT-6 Luna
Modalitiestext · visiontext · visionTie
Released2026-09-032026-09-22
Cited benchmark scores81
Reliability

OpenAI status

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Public benchmarks are a starting point. Run GPT-6 Astra and GPT-6 Luna on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.