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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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  3. GPT-5.6 Luna vs Kimi Chat 1.5

Pairwise benchmark snapshot · Aug 16, 2026

GPT-5.6 Luna vs Kimi Chat 1.5 benchmark

In this head-to-head showdown, GPT-5.6 Luna delivers higher overall intelligence and human-preferred responses (Elo 1,466 vs 1,420), while GPT-5.6 Luna leads in SWE-bench software engineering benchmarks (61.8%), while Kimi Chat 1.5 is more budget-friendly at $0.8/1M per 1M output tokens, while GPT-5.6 Luna provides faster response streaming (188 tok/s). Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Choose GPT-5.6 Luna if your priority is peak reasoning, complex code generation, and top preference Elo. Choose Kimi Chat 1.5 if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Verified Head-to-Head Advantage Breakdown

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

GPT-5.6 Luna (7)Kimi Chat 1.5 (2)
GPT-5.6 Luna
7 of 9 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Time to first token✓Output speed
Kimi Chat 1.5
2 of 9 Wins
✓Output price✓Context window
OpenAI
Leads 7 of 9 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 2 of 9 metrics
Kimi Chat 1.5

Moonshot ultra-long context model supporting up to 2 million tokens per request.

2M ContextElo 1,420$0.8/1M out

GPT-5.6 Series Lineage & Sibling Variants

3 models

Currently comparing GPT-5.6 Luna vs Kimi Chat 1.5. 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 46 Arena Elo pts

Throughput LeaderGPT-5.6 Luna Wins

GPT-5.6 Luna

188 tok/s

Value per Dollar LeaderKimi Chat 1.5 Wins

Kimi Chat 1.5

$0.8 / 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 Chat 1.5 (2)
GPT-5.6 Luna: 7W (78%)Overall: GPT-5.6 LunaKimi Chat 1.5: 2W (22%)
← GPT-5.6 Luna1 tiesKimi Chat 1.5 →
🏆GPT-5.6 Luna(5/5)

Intelligence & Reasoning

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

Benchmark
GPT-5.6 LunavsKimi Chat 1.5
Preference Elo
1,466vs1,420+46
Coding Elo
1,458vs1,390+68
SWE-bench
61.8%vs51%+10.8%
LiveBench
64.2%vs58%+6.2%
GPQA Diamond
75.4%vs71.5%+3.9%
GPT-5.6 Luna: 5WKimi Chat 1.5: 0W
🏆GPT-5.6 Luna(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
GPT-5.6 LunavsKimi Chat 1.5
Output speed
188 tok/svs95 tok/s+93 tok/s
Time to first token
88 msvs210 ms+122 ms
GPT-5.6 Luna: 2WKimi Chat 1.5: 0W
🏆Kimi Chat 1.5(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
GPT-5.6 LunavsKimi Chat 1.5
Output price
$1.2/1Mvs$0.8/1M+$0.4/1M
Input price
$0.2/1Mvs$0.2/1M
Context window
1Mvs2M+1M
GPT-5.6 Luna: 0WKimi Chat 1.5: 2W

Side-by-Side Benchmark Matrix

Preference Elo+46
GPT-5.6 Luna1,466
seed-bootstrap · Aug 16, 2026
Kimi Chat 1.51,420
seed-bootstrap · Aug 1, 2026
Coding Elo+68
GPT-5.6 Luna1,458
seed-bootstrap · Aug 16, 2026
Kimi Chat 1.51,390
seed-bootstrap · Aug 1, 2026
LiveBench+6.2%
GPT-5.6 Luna64.2%
seed-bootstrap · Aug 16, 2026
Kimi Chat 1.558%
seed-bootstrap · Aug 1, 2026
SWE-bench+10.8%
GPT-5.6 Luna61.8%
seed-bootstrap · Aug 16, 2026
Kimi Chat 1.551%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+3.9%
GPT-5.6 Luna75.4%
seed-bootstrap · Aug 16, 2026
Kimi Chat 1.571.5%
seed-bootstrap · Aug 1, 2026
Time to first token+122 ms
GPT-5.6 Luna88 ms
seed-bootstrap · Aug 16, 2026
Kimi Chat 1.5210 ms
seed-bootstrap · Aug 1, 2026
Output speed+93 tok/s
GPT-5.6 Luna188 tok/s
seed-bootstrap · Aug 16, 2026
Kimi Chat 1.595 tok/s
seed-bootstrap · Aug 1, 2026
Input price
GPT-5.6 Luna$0.2/1M
seed-bootstrap · Aug 16, 2026
Kimi Chat 1.5$0.2/1M
seed-bootstrap · Aug 1, 2026
Output price+$0.4/1M
GPT-5.6 Luna$1.2/1M
seed-bootstrap · Aug 16, 2026
Kimi Chat 1.5$0.8/1M
seed-bootstrap · Aug 1, 2026
Context window+1M
GPT-5.6 Luna1M
seed-bootstrap · Aug 16, 2026
Kimi Chat 1.52M
seed-bootstrap · Aug 1, 2026
BenchmarkGPT-5.6 LunaKimi Chat 1.5Advantage Delta
Preference Elo
1,466
seed-bootstrap · Aug 16, 2026
1,420
seed-bootstrap · Aug 1, 2026
+46
Coding Elo
1,458
seed-bootstrap · Aug 16, 2026
1,390
seed-bootstrap · Aug 1, 2026
+68
LiveBench
64.2%
seed-bootstrap · Aug 16, 2026
58%
seed-bootstrap · Aug 1, 2026
+6.2%
SWE-bench
61.8%
seed-bootstrap · Aug 16, 2026
51%
seed-bootstrap · Aug 1, 2026
+10.8%
GPQA Diamond
75.4%
seed-bootstrap · Aug 16, 2026
71.5%
seed-bootstrap · Aug 1, 2026
+3.9%
Time to first token
88 ms
seed-bootstrap · Aug 16, 2026
210 ms
seed-bootstrap · Aug 1, 2026
+122 ms
Output speed
188 tok/s
seed-bootstrap · Aug 16, 2026
95 tok/s
seed-bootstrap · Aug 1, 2026
+93 tok/s
Input price
$0.2/1M
seed-bootstrap · Aug 16, 2026
$0.2/1M
seed-bootstrap · Aug 1, 2026
—
Output price
$1.2/1M
seed-bootstrap · Aug 16, 2026
$0.8/1M
seed-bootstrap · Aug 1, 2026
+$0.4/1M
Context window
1M
seed-bootstrap · Aug 16, 2026
2M
seed-bootstrap · Aug 1, 2026
+1M
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 24% with Kimi Chat 1.5
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 Chat 1.5$19.00 / mo
In: $7Out: $12
Estimated Cost Delta

Kimi Chat 1.5 is estimated to save $6.00/month ($72/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    GPT-5.6 Luna:Pick GPT-5.6 Luna when repo-level coding accuracy is the constraint.
  • 2
    Kimi Chat 1.5:Pick Kimi Chat 1.5 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 agentsGPT-5.6 Luna

Higher SWE-bench (61.8%).

High-volume chatKimi Chat 1.5

Lower output list price ($0.8/1M).

Voice / low-latency UIGPT-5.6 Luna

Lower TTFT (88 ms).

Long-document RAGKimi Chat 1.5

Larger window (2M).

Screenshots / visionGPT-5.6 Luna

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

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsGPT-5.6 LunaHigher SWE-bench (61.8%).
High-volume chatKimi Chat 1.5Lower output list price ($0.8/1M).
Voice / low-latency UIGPT-5.6 LunaLower TTFT (88 ms).
Long-document RAGKimi Chat 1.5Larger window (2M).
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.

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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 Chat 1.5

Elo 1,420
SWE-bench51%
Speed (tok/s)95 tok/s
Input / 1M Tokens$0.2/1M
Output / 1M Tokens$0.8/1M

Frequently Asked Questions

Which is better overall, GPT-5.6 Luna or Kimi Chat 1.5?
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 Chat 1.5?
GPT-5.6 Luna leads SWE-bench at 61.8% vs 51%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Kimi Chat 1.5 output tokens are $0.8/1M versus $1.2/1M. Input prices and retry rates still move the real bill.
Which is faster, GPT-5.6 Luna or Kimi Chat 1.5?
GPT-5.6 Luna has the lower time-to-first-token (88 ms vs 210 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Kimi Chat 1.5 accepts 2M tokens versus 1M.
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 Chat 1.5 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 Chat 1.5 matchups →
GPT-5.6 Luna vs GPT-5 mini (previous gpt-mini)Kimi Chat 1.5 vs Kimi K2 (next kimi)Kimi K2.5 Max vs GPT-5.6 LunaKimi K3 vs GPT-5.6 LunaGPT-4.5 Orion vs GPT-5.6 LunaGPT-5.6 Terra vs GPT-5.6 Luna