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Every score has a dated snapshot.

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  3. GPT-5.6 Luna vs OpenAI: o4 Mini (batch)

Pairwise benchmark snapshot · Aug 17, 2026noindex (thin pair)

GPT-5.6 Luna vs OpenAI: o4 Mini (batch) benchmark

In this head-to-head showdown, GPT-5.6 Luna is more budget-friendly at $0.6/1M per 1M output tokens. Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Both GPT-5.6 Luna and OpenAI: o4 Mini (batch) present distinct architectural strengths. Compare the verified benchmark matrix below to choose the model tailored to your specific application requirements.
Share Analysis:
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OpenAI
GPT-5.6 Luna

OpenAI 5.6 fast/cheap tier. Official API $0.20/$1.20 per 1M after the Jul 30 80% Luna cut.

Luna Fast / VolumeElo 1,466$0.6/1M out
OpenAI
OpenAI: o4 Mini (batch)

Auto-discovered from OpenRouter (openai/o4-mini:batch). Preview until a second source matches.

$2.2/1M out

GPT-5.6 Series Family & Variants (3)

Speed, cost, and intelligence tradeoffs across the OpenAI lineup

vs Base Model
GPT-5.6 Sol
OpenAI
Base Model
ReasoningFast Route
Elo1608
Speed84 t/s
In /1M$5
Out /1M$30
View specs →vs this
GPT-5.6 Terra
OpenAI
Terra Mid-Tier
Fast Route
Elo1548
Speed128 t/s
In /1M$1
Out /1M$6
-60 Elo-80% price1.5x speed
View specs →vs this
GPT-5.6 Luna
OpenAI
Luna Fast / Volume
Fast Route
Elo1466
Speed188 t/s
In /1M$0.1
Out /1M$0.6
-142 Elo-98% price2.2x speed
Selected
Top Rival Showdowns for GPT-5.6 Luna
All Matchups
Compare vs:vs Claude Opus 4.5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference Leader

No shared data

Single model data

Throughput Leader

No shared data

No latency data

Value per Dollar Leader

GPT-5.6 Luna

$0.6 / 1M output

Capability Percentiles

Relative percentile scores computed across all active models in the benchmark catalog.

Capability Matchup Radar

Multi-Dimensional Capability Radar

Each spoke is a skill. Farther from the center is better (0–100th percentile). Tap any dot to inspect details.

Tap any node to inspect
Percentile 0–100
Dimensional AdvantageGPT-5.6 Luna 6/6
Head-to-Head Comparison

Overall Matchup Breakdown

Category wins across reasoning intelligence, generation speed, and token cost.

GPT-5.6 Luna (10)vsOpenAI: o4 Mini (batch) (0)
GPT-5.6 Luna: 10W (100%)Overall: GPT-5.6 LunaOpenAI: o4 Mini (batch): 0W (0%)
← GPT-5.6 LunaOpenAI: o4 Mini (batch) →
GPT-5.6 Luna (5/5)

Intelligence & Reasoning

Preference Elo, Coding proficiency, SWE-bench & LiveBench accuracy

Preference Elo
1,466vs—
Coding Elo
1,458vs—
SWE-bench
61.8%vs—
LiveBench
64.2%vs—
GPQA Diamond
75.4%vs—
GPT-5.6 Luna: 5WOpenAI: o4 Mini (batch): 0W
GPT-5.6 Luna (2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Output speed
188 tok/svs—
Time to first token
88 msvs—
GPT-5.6 Luna: 2WOpenAI: o4 Mini (batch): 0W
GPT-5.6 Luna (3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Output price
$0.6/1Mvs$2.2/1M
Input price
$0.1/1Mvs$0.55/1M
Context window
1.1Mvs200k
GPT-5.6 Luna: 3WOpenAI: o4 Mini (batch): 0W

Side-by-Side Benchmark Matrix

Preference Elo
GPT-5.6 Luna1,466
lmarena · Aug 16, 2026
OpenAI: o4 Mini (batch)—
Coding Elo
GPT-5.6 Luna1,458
lmarena · Aug 16, 2026
OpenAI: o4 Mini (batch)—
LiveBench
GPT-5.6 Luna64.2%
livebench · Aug 16, 2026
OpenAI: o4 Mini (batch)—
SWE-bench
GPT-5.6 Luna61.8%
swebench · Aug 16, 2026
OpenAI: o4 Mini (batch)—
GPQA Diamond
GPT-5.6 Luna75.4%
seed-bootstrap · Aug 16, 2026
OpenAI: o4 Mini (batch)—
Time to first token
GPT-5.6 Luna88 ms
seed-bootstrap · Aug 16, 2026
OpenAI: o4 Mini (batch)—
Output speed
GPT-5.6 Luna188 tok/s
seed-bootstrap · Aug 16, 2026
OpenAI: o4 Mini (batch)—
Input priceGPT-5.6 Luna (+$0.45/1M)
GPT-5.6 Luna$0.1/1M
openrouter · Aug 17, 2026
OpenAI: o4 Mini (batch)$0.55/1M
openrouter · Aug 17, 2026
Output priceGPT-5.6 Luna (+$1.6/1M)
GPT-5.6 Luna$0.6/1M
openrouter · Aug 17, 2026
OpenAI: o4 Mini (batch)$2.2/1M
openrouter · Aug 17, 2026
Context windowGPT-5.6 Luna (+850k)
GPT-5.6 Luna1.1M
openrouter · Aug 17, 2026
OpenAI: o4 Mini (batch)200k
openrouter · Aug 17, 2026
BenchmarkGPT-5.6 LunaOpenAI: o4 Mini (batch)Advantage Delta
Preference Elo
1,466
lmarena · Aug 16, 2026
——
Coding Elo
1,458
lmarena · Aug 16, 2026
——
LiveBench
64.2%
livebench · Aug 16, 2026
——
SWE-bench
61.8%
swebench · Aug 16, 2026
——
GPQA Diamond
75.4%
seed-bootstrap · Aug 16, 2026
——
Time to first token
88 ms
seed-bootstrap · Aug 16, 2026
——
Output speed
188 tok/s
seed-bootstrap · Aug 16, 2026
——
Input price
$0.1/1M
openrouter · Aug 17, 2026
$0.55/1M
openrouter · Aug 17, 2026
GPT-5.6 Luna (+$0.45/1M)
Output price
$0.6/1M
openrouter · Aug 17, 2026
$2.2/1M
openrouter · Aug 17, 2026
GPT-5.6 Luna (+$1.6/1M)
Context window
1.1M
openrouter · Aug 17, 2026
200k
openrouter · Aug 17, 2026
GPT-5.6 Luna (+850k)
Interactive Simulator (USD)

Workload Cost & Savings Calculator

Simulate monthly production API costs in USD (US Dollar).

Save up to 76% with GPT-5.6 Luna
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
GPT-5.6 Luna$12.50 / mo
In: $3.5Out: $9
OpenAI: o4 Mini (batch)$52.25 / mo
In: $19.25Out: $33
Estimated Cost Delta

GPT-5.6 Luna is estimated to save $39.75/month ($477/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    GPT-5.6 Luna:Pick GPT-5.6 Luna when you are optimizing output cost.
  • 2
    GPT-5.6 Luna:Pick GPT-5.6 Luna for million-token RAG or long-document jobs.

Recommended Workload Routing

Repo / coding agentsinsufficient data

Need SWE-bench on both sides.

High-volume chatGPT-5.6 Luna

Lower output list price ($0.6/1M).

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGGPT-5.6 Luna

Larger window (1.1M).

Screenshots / visionGPT-5.6 Luna

GPT-5.6 Luna is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsinsufficient dataNeed SWE-bench on both sides.
High-volume chatGPT-5.6 LunaLower output list price ($0.6/1M).
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGGPT-5.6 LunaLarger window (1.1M).
Screenshots / visionGPT-5.6 LunaGPT-5.6 Luna is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
priceJul 30, 2026

GPT-5.6 Luna’s 80% cut: $0.20/$1.20 for volume chat

Luna is the OpenAI fast/cheap 5.6 SKU after Jul 30. It is not Sol. Sort by price and TTFT, not Elo.

launchAug 8, 2025

GPT-5 mini: the 2025 distill still useful as a cheap OpenAI baseline

High-volume agents that cannot pay Sol. Compare to Luna before you assume the new cheap SKU wins.

Community Sentiment

Cast Your Matchup Vote

0 total votes

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CompareLLM Matrix

Verified head-to-head card

LIVE
VS
OpenAI

GPT-5.6 Luna

Elo 1,466
LiveBench64.2%
SWE-bench61.8%
Speed188 tok/s
Output cost$0.6/1M
OpenAI

OpenAI: o4 Mini (batch)

Elo n/a
LiveBench—
SWE-bench—
Speed—
Output cost$2.2/1M

Frequently Asked Questions

Which is better overall, GPT-5.6 Luna or OpenAI: o4 Mini (batch)?
We do not have preference Elo for both models, so we do not declare an overall winner. Compare the metrics that exist.
Which is better at coding, GPT-5.6 Luna or OpenAI: o4 Mini (batch)?
SWE-bench is missing for at least one model, so we do not rank coding from a single number.
Which is cheaper to run in production?
GPT-5.6 Luna output tokens are $0.6/1M versus $2.2/1M. Input prices and retry rates still move the real bill.
Which is faster, GPT-5.6 Luna or OpenAI: o4 Mini (batch)?
We do not have TTFT for both models.
Which has the larger context window?
GPT-5.6 Luna accepts 1.1M tokens versus 200k.
Can I self-host either model?
Neither model is marked open-weights here. You are comparing hosted APIs.
Are these scores from CompareLLM’s own evals?
No. V1 aggregates public leaderboards (and optional first-party latency pings). Each cell names its source and date. Read /methodology.
What does preference Elo mean on this page?
Preference Elo is a crowd vote from LMArena / Arena. People see two hidden answers and pick the one they like more. The model that wins more often gets a higher Elo. That means people preferred it — not that it passed a school test. It is not SWE-bench, not accuracy, and not a number we invent. GPT-5.6 Luna and OpenAI: o4 Mini (batch) Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • price · Jul 30, 2026

    GPT-5.6 Luna’s 80% cut: $0.20/$1.20 for volume chat

  • launch · Aug 8, 2025

    GPT-5 mini: the 2025 distill still useful as a cheap OpenAI baseline

Similar Head-to-Head Comparisons

All GPT-5.6 Luna matchups →|All OpenAI: o4 Mini (batch) matchups →
GPT-5.6 Luna vs GPT-5 mini (previous gpt-mini)GPT-4.5 Orion vs GPT-5.6 LunaGPT-5.6 Terra vs GPT-5.6 LunaGPT-5 vs GPT-5.6 LunaGPT-5.6 Sol vs GPT-5.6 LunaOpenAI o1-mini vs GPT-5.6 Luna