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  3. GPT-5.6 Luna vs Kimi K2

Pairwise benchmark snapshot · Aug 16, 2026

GPT-5.6 Luna vs Kimi K2 benchmark

In this head-to-head showdown, GPT-5.6 Luna delivers higher overall intelligence and human-preferred responses (Elo 1,466 vs 1,465), while Kimi K2 leads in SWE-bench software engineering benchmarks (65.8%), while GPT-5.6 Luna is more budget-friendly at $1.2/1M 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: GPT-5.6 Luna holds the advantage over Kimi K2 in overall benchmark performance and human evaluation rankings. Choose GPT-5.6 Luna for demanding workloads, or review the breakdown below to compare coding and pricing metrics.
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Verified Head-to-Head Advantage Breakdown

10 direct benchmark disciplines evaluated across capability, speed, and cost

GPT-5.6 Luna (7)Kimi K2 (3)
GPT-5.6 Luna
7 of 10 Wins
✓Preference Elo✓LiveBench✓Time to first token✓Output speed✓Input price✓Output price✓Context window
Kimi K2
3 of 10 Wins
✓Coding Elo✓SWE-bench✓GPQA Diamond
OpenAI
Leads 7 of 10 metrics
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$1.2/1M out
Moonshot
Leads 3 of 10 metrics
Kimi K2

Moonshot foundation model with strong native bilingual reasoning and 65.8% SWE-bench Verified coding baseline.

K2 BaseElo 1,465$1.4/1M out

GPT-5.6 Series Lineage & Sibling Variants

3 models

Currently comparing GPT-5.6 Luna vs Kimi K2. Alternative family tiers available.

Active: GPT-5.6 Luna
GPT-5.6 Sol$30GPT-5.6 Terra$12
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 LeaderGPT-5.6 Luna Wins

GPT-5.6 Luna

Δ 1 Arena Elo pts

Throughput LeaderGPT-5.6 Luna Wins

GPT-5.6 Luna

188 tok/s

Value per Dollar LeaderGPT-5.6 Luna Wins

GPT-5.6 Luna

$1.2 / 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 Western standard models with China's leading frontier rival across 6 skill dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
Percentile 0–100
Head-to-Head Comparison

Overall Matchup Breakdown

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

GPT-5.6 Luna (7)vsKimi K2 (3)
GPT-5.6 Luna: 7W (70%)Overall: GPT-5.6 LunaKimi K2: 3W (30%)
← GPT-5.6 LunaKimi K2 →
🏆Kimi K2(3/5)

Intelligence & Reasoning

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

Benchmark
GPT-5.6 LunavsKimi K2
Preference Elo
1,466vs1,465+1
Coding Elo
1,458vs1,470+12
SWE-bench
61.8%vs65.8%+4%
LiveBench
64.2%vs62.8%+1.4%
GPQA Diamond
75.4%vs76.5%+1.1%
GPT-5.6 Luna: 2WKimi K2: 3W
🏆GPT-5.6 Luna(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
GPT-5.6 LunavsKimi K2
Output speed
188 tok/svs85 tok/s+103 tok/s
Time to first token
88 msvs240 ms+152 ms
GPT-5.6 Luna: 2WKimi K2: 0W
🏆GPT-5.6 Luna(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
GPT-5.6 LunavsKimi K2
Output price
$1.2/1Mvs$1.4/1M+$0.2/1M
Input price
$0.2/1Mvs$0.35/1M+$0.15/1M
Context window
1Mvs128k+872k
GPT-5.6 Luna: 3WKimi K2: 0W

Side-by-Side Benchmark Matrix

Preference Elo+1
GPT-5.6 Luna1,466
seed-bootstrap · Aug 16, 2026
Kimi K21,465
seed-bootstrap · Aug 1, 2026
Coding Elo+12
GPT-5.6 Luna1,458
seed-bootstrap · Aug 16, 2026
Kimi K21,470
seed-bootstrap · Aug 1, 2026
LiveBench+1.4%
GPT-5.6 Luna64.2%
seed-bootstrap · Aug 16, 2026
Kimi K262.8%
seed-bootstrap · Aug 1, 2026
SWE-bench+4%
GPT-5.6 Luna61.8%
seed-bootstrap · Aug 16, 2026
Kimi K265.8%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+1.1%
GPT-5.6 Luna75.4%
seed-bootstrap · Aug 16, 2026
Kimi K276.5%
seed-bootstrap · Aug 1, 2026
Time to first token+152 ms
GPT-5.6 Luna88 ms
seed-bootstrap · Aug 16, 2026
Kimi K2240 ms
seed-bootstrap · Aug 1, 2026
Output speed+103 tok/s
GPT-5.6 Luna188 tok/s
seed-bootstrap · Aug 16, 2026
Kimi K285 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$0.15/1M
GPT-5.6 Luna$0.2/1M
seed-bootstrap · Aug 16, 2026
Kimi K2$0.35/1M
seed-bootstrap · Aug 1, 2026
Output price+$0.2/1M
GPT-5.6 Luna$1.2/1M
seed-bootstrap · Aug 16, 2026
Kimi K2$1.4/1M
seed-bootstrap · Aug 1, 2026
Context window+872k
GPT-5.6 Luna1M
seed-bootstrap · Aug 16, 2026
Kimi K2128k
seed-bootstrap · Aug 1, 2026
BenchmarkGPT-5.6 LunaKimi K2Advantage Delta
Preference Elo
1,466
seed-bootstrap · Aug 16, 2026
1,465
seed-bootstrap · Aug 1, 2026
+1
Coding Elo
1,458
seed-bootstrap · Aug 16, 2026
1,470
seed-bootstrap · Aug 1, 2026
+12
LiveBench
64.2%
seed-bootstrap · Aug 16, 2026
62.8%
seed-bootstrap · Aug 1, 2026
+1.4%
SWE-bench
61.8%
seed-bootstrap · Aug 16, 2026
65.8%
seed-bootstrap · Aug 1, 2026
+4%
GPQA Diamond
75.4%
seed-bootstrap · Aug 16, 2026
76.5%
seed-bootstrap · Aug 1, 2026
+1.1%
Time to first token
88 ms
seed-bootstrap · Aug 16, 2026
240 ms
seed-bootstrap · Aug 1, 2026
+152 ms
Output speed
188 tok/s
seed-bootstrap · Aug 16, 2026
85 tok/s
seed-bootstrap · Aug 1, 2026
+103 tok/s
Input price
$0.2/1M
seed-bootstrap · Aug 16, 2026
$0.35/1M
seed-bootstrap · Aug 1, 2026
+$0.15/1M
Output price
$1.2/1M
seed-bootstrap · Aug 16, 2026
$1.4/1M
seed-bootstrap · Aug 1, 2026
+$0.2/1M
Context window
1M
seed-bootstrap · Aug 16, 2026
128k
seed-bootstrap · Aug 1, 2026
+872k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 25% 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$25.00 / mo
In: $7Out: $18
Kimi K2$33.25 / mo
In: $12.25Out: $21
Estimated Cost Delta

GPT-5.6 Luna is estimated to save $8.25/month ($99/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Kimi K2:Pick Kimi K2 when repo-level coding accuracy is the constraint.
  • 2
    GPT-5.6 Luna:Pick GPT-5.6 Luna when you are optimizing output cost.
  • 3
    GPT-5.6 Luna:Pick GPT-5.6 Luna when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsKimi K2

Higher SWE-bench (65.8%).

High-volume chatGPT-5.6 Luna

Lower output list price ($1.2/1M).

Voice / low-latency UIGPT-5.6 Luna

Lower TTFT (88 ms).

Long-document RAGGPT-5.6 Luna

Larger window (1M).

Screenshots / visionGPT-5.6 Luna

Both accept images. Defaulting to the higher-Elo side (GPT-5.6 Luna).

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsKimi K2Higher SWE-bench (65.8%).
High-volume chatGPT-5.6 LunaLower output list price ($1.2/1M).
Voice / low-latency UIGPT-5.6 LunaLower TTFT (88 ms).
Long-document RAGGPT-5.6 LunaLarger window (1M).
Screenshots / visionGPT-5.6 LunaBoth accept images. Defaulting to the higher-Elo side (GPT-5.6 Luna).

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

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
OpenAI

GPT-5.6 Luna

Elo 1,466
SWE-bench61.8%
Speed (tok/s)188 tok/s
Input / 1M Tokens$0.2/1M
Output / 1M Tokens$1.2/1M
Moonshot

Kimi K2

Elo 1,465
SWE-bench65.8%
Speed (tok/s)85 tok/s
Input / 1M Tokens$0.35/1M
Output / 1M Tokens$1.4/1M

Frequently Asked Questions

Which is better overall, GPT-5.6 Luna or Kimi K2?
GPT-5.6 Luna has the higher preference Elo in our latest snapshot (1,466). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, GPT-5.6 Luna or Kimi K2?
Kimi K2 leads SWE-bench at 65.8% vs 61.8%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
GPT-5.6 Luna output tokens are $1.2/1M versus $1.4/1M. Input prices and retry rates still move the real bill.
Which is faster, GPT-5.6 Luna or Kimi K2?
GPT-5.6 Luna has the lower time-to-first-token (88 ms vs 240 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
GPT-5.6 Luna accepts 1M tokens versus 128k.
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 Kimi K2 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 Kimi K2 matchups →
GPT-5.6 Luna vs GPT-5 mini (previous gpt-mini)Kimi K2 vs Kimi Chat 1.5 (previous kimi)Kimi K2 vs Kimi K2.5 Max (next kimi)Kimi K2.5 Max vs GPT-5.6 LunaKimi K3 vs GPT-5.6 LunaGPT-4.5 Orion vs GPT-5.6 Luna