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Precision Benchmarks

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© 2026 CompareLLM. Public benchmark data aggregated from Arena Elo, LiveBench, SWE-bench & OpenRouter.

Every score has a dated snapshot.

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  2. Comparisons
  3. OpenAI: GPT-5.6 Luna Pro vs MoonshotAI: Kimi K2.5

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

OpenAI: GPT-5.6 Luna Pro vs MoonshotAI: Kimi K2.5 benchmark

In this head-to-head showdown, OpenAI: GPT-5.6 Luna Pro 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 OpenAI: GPT-5.6 Luna Pro and MoonshotAI: Kimi K2.5 present distinct architectural strengths. Compare the verified benchmark matrix below to choose the model tailored to your specific application requirements.
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Executive Verdict Summary

OpenAI: GPT-5.6 Luna Pro holds empirical advantage (3 of 3 metrics)

Coding / SWESWE-bench
MoonshotAI: Kimi K2.5Top code solve rate
ReasoningGPQA / Live
MoonshotAI: Kimi K2.5Top logical accuracy
Best Value$/1M Tok
OpenAI: GPT-5.6 Luna ProLowest API billing cost
Speed / TokTok/Sec
MoonshotAI: Kimi K2.5Fastest stream rate

Verified Advantage Breakdown

3 benchmarks evaluated across capability, speed, and cost

OpenAI: GPT-5.6 Luna Pro (3)MoonshotAI: Kimi K2.5 (0)
OpenAI: GPT-5.6 Luna Pro
3 of 3 Wins
✓Input price✓Output price✓Context window
MoonshotAI: Kimi K2.5
0 of 3 Wins
Competitive baseline across remaining benchmarks
OpenAI
Leads 3 of 3
OpenAI: GPT-5.6 Luna Pro

Auto-discovered from OpenRouter (openai/gpt-5.6-luna-pro). Preview until a second source matches.

In: $0.1 · Out: $0.6/1M
Moonshot
MoonshotAI: Kimi K2.5

Auto-discovered from OpenRouter (moonshotai/kimi-k2.5). Preview until a second source matches.

K2.5 MaxElo 1,515In: $0.57 · Out: $2.85/1M

MoonshotAI: Kimi K2.5 Thinking Depth & Cost Scaler

Model B

Simulate accuracy gains vs added response time & token cost

Mode: Medium (Deep Reasoning)

Reasoning models “think before answering” by generating internal reasoning tokens. Higher effort improves math, coding, and logic accuracy, but increases response delay and token costs.

Delay
270 ms
Standard
CoT Tokens
~2,500
Internal reasoning
Cost / 1k
$8.27
7.3× base bill
Accuracy Boost
+5.5%
STEM & Logic
Top Rival Showdowns for OpenAI: GPT-5.6 Luna Pro
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 LeaderOpenAI: GPT-5.6 Luna Pro Wins

OpenAI: GPT-5.6 Luna Pro

$0.6 / 1M output

Capability Percentiles

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

Multi-Dimensional Capability Radar

Leaders Matchup Capability Radar

Comparing top standard models across 6 key capability dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
0–100 %ile

Overall Matchup Breakdown

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

OpenAI: GPT-5.6 Luna Pro (3)vsMoonshotAI: Kimi K2.5 (7)
OpenAI: GPT-5.6 Luna Pro: 3W (30%)Overall: MoonshotAI: Kimi K2.5MoonshotAI: Kimi K2.5: 7W (70%)
← OpenAI: GPT-5.6 Luna ProMoonshotAI: Kimi K2.5 →
🏆MoonshotAI: Kimi K2.5 Leads(5/5)

Intelligence & Reasoning

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

Benchmark
OpenAI: GPT-5.6 Luna ProvsMoonshotAI: Kimi K2.5
Preference Elo
—vs1,515
Coding Elo
—vs1,520
SWE-bench
—vs71.3%
LiveBench
—vs67.2%
GPQA Diamond
—vs87.6%
OpenAI: GPT-5.6 Luna Pro: 0WMoonshotAI: Kimi K2.5: 5W
🏆MoonshotAI: Kimi K2.5 Leads(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
OpenAI: GPT-5.6 Luna ProvsMoonshotAI: Kimi K2.5
Output speed
—vs72 tok/s
Time to first token
—vs270 ms
OpenAI: GPT-5.6 Luna Pro: 0WMoonshotAI: Kimi K2.5: 2W
🏆OpenAI: GPT-5.6 Luna Pro Leads(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
OpenAI: GPT-5.6 Luna ProvsMoonshotAI: Kimi K2.5
Output price
$0.6/1Mvs$2.85/1M+$2.25/1M
Input price
$0.1/1Mvs$0.57/1M+$0.47/1M
Context window
1.1Mvs262k+788k
OpenAI: GPT-5.6 Luna Pro: 3WMoonshotAI: Kimi K2.5: 0W

Side-by-Side Benchmark Matrix

OpenAI: GPT-5.6 Luna ProMoonshotAI: Kimi K2.5
Preference Elo
OpenAI: GPT-5.6 Luna Pro—
MoonshotAI: Kimi K2.51,515
Coding Elo
OpenAI: GPT-5.6 Luna Pro—
MoonshotAI: Kimi K2.51,520
LiveBench
OpenAI: GPT-5.6 Luna Pro—
MoonshotAI: Kimi K2.567.2%
SWE-bench
OpenAI: GPT-5.6 Luna Pro—
MoonshotAI: Kimi K2.571.3%
GPQA Diamond
OpenAI: GPT-5.6 Luna Pro—
MoonshotAI: Kimi K2.587.6%
Time to first token
OpenAI: GPT-5.6 Luna Pro—
MoonshotAI: Kimi K2.5270 ms
Output speed
OpenAI: GPT-5.6 Luna Pro—
MoonshotAI: Kimi K2.572 tok/s
Input priceOpenAI: GPT-5.6 Luna Pro +$0.47/1M
OpenAI: GPT-5.6 Luna Pro$0.1/1M
MoonshotAI: Kimi K2.5$0.57/1M
Output priceOpenAI: GPT-5.6 Luna Pro +$2.25/1M
OpenAI: GPT-5.6 Luna Pro$0.6/1M
MoonshotAI: Kimi K2.5$2.85/1M
Context windowOpenAI: GPT-5.6 Luna Pro +788k
OpenAI: GPT-5.6 Luna Pro1.1M
MoonshotAI: Kimi K2.5262k
BenchmarkOpenAI: GPT-5.6 Luna ProMoonshotAI: Kimi K2.5Advantage Delta
Preference Elo—
1,515
lmarena · Aug 17, 2026
—
Coding Elo—
1,520
lmarena · Aug 17, 2026
—
LiveBench—
67.2%
livebench · Aug 17, 2026
—
SWE-bench—
71.3%
swebench · Aug 17, 2026
—
GPQA Diamond—
87.6%
seed-bootstrap · Aug 1, 2026
—
Time to first token—
270 ms
seed-bootstrap · Aug 1, 2026
—
Output speed—
72 tok/s
seed-bootstrap · Aug 1, 2026
—
Input price
$0.1/1M
openrouter · Aug 17, 2026
$0.57/1M
openrouter · Aug 17, 2026
+$0.47/1M
Output price
$0.6/1M
openrouter · Aug 17, 2026
$2.85/1M
openrouter · Aug 17, 2026
+$2.25/1M
Context window
1.1M
openrouter · Aug 17, 2026
262k
openrouter · Aug 17, 2026
+788k

Workload Cost & Savings Calculator

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

Save 80% with OpenAI: GPT-5.6 Luna Pro
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
OpenAI: GPT-5.6 Luna Pro$12.50 / mo
In: $3.5Out: $9
MoonshotAI: Kimi K2.5$62.70 / mo
In: $19.95Out: $42.75
Estimated Cost Delta

OpenAI: GPT-5.6 Luna Pro is estimated to save $50.20/month ($602/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

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

Recommended Workload Routing

Repo / coding agentsinsufficient data

Need SWE-bench on both sides.

High-volume chatOpenAI: GPT-5.6 Luna Pro

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

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGOpenAI: GPT-5.6 Luna Pro

Larger window (1.1M).

Screenshots / visionMoonshotAI: Kimi K2.5

MoonshotAI: Kimi K2.5 is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsinsufficient dataNeed SWE-bench on both sides.
High-volume chatOpenAI: GPT-5.6 Luna ProLower output list price ($0.6/1M).
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGOpenAI: GPT-5.6 Luna ProLarger window (1.1M).
Screenshots / visionMoonshotAI: Kimi K2.5MoonshotAI: Kimi K2.5 is the side marked multimodal in the catalog.

Cast Your Matchup Vote

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
OpenAI

OpenAI: GPT-5.6 Luna Pro

Elo n/a
SWE-bench—
Speed (tok/s)1.1M
Input / 1M Tokens$0.1/1M
Output / 1M Tokens$0.6/1M
Moonshot

MoonshotAI: Kimi K2.5

Elo 1,515
SWE-bench71.3%
Speed (tok/s)72 tok/s
Input / 1M Tokens$0.57/1M
Output / 1M Tokens$2.85/1M

Frequently Asked Questions

Which is better overall, OpenAI: GPT-5.6 Luna Pro or MoonshotAI: Kimi K2.5?
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, OpenAI: GPT-5.6 Luna Pro or MoonshotAI: Kimi K2.5?
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?
OpenAI: GPT-5.6 Luna Pro output tokens are $0.6/1M versus $2.85/1M. Input prices and retry rates still move the real bill.
Which is faster, OpenAI: GPT-5.6 Luna Pro or MoonshotAI: Kimi K2.5?
We do not have TTFT for both models.
Which has the larger context window?
OpenAI: GPT-5.6 Luna Pro accepts 1.1M tokens versus 262k.
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. OpenAI: GPT-5.6 Luna Pro and MoonshotAI: Kimi K2.5 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Similar Head-to-Head Comparisons

All OpenAI: GPT-5.6 Luna Pro matchups →|All MoonshotAI: Kimi K2.5 matchups →
MoonshotAI: Kimi K2.5 vs MoonshotAI: Kimi K2 0711 (previous kimi)MoonshotAI: Kimi K2.5 vs Kimi K3 (next kimi)GPT-5 vs MoonshotAI: Kimi K2.5GPT-4.5 Orion vs MoonshotAI: Kimi K2.5GPT-5.6 Sol vs MoonshotAI: Kimi K2.5GPT-5.6 Terra vs MoonshotAI: Kimi K2.5