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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. OpenAI: GPT-5.4 Image 2 vs MoonshotAI: Kimi K2 0711

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

OpenAI: GPT-5.4 Image 2 vs MoonshotAI: Kimi K2 0711 benchmark

In this head-to-head showdown, MoonshotAI: Kimi K2 0711 is more budget-friendly at $2.3/1M 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: Choose OpenAI: GPT-5.4 Image 2 if your priority is peak reasoning, complex code generation, and top preference Elo. Choose MoonshotAI: Kimi K2 0711 if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Executive Verdict Summary

MoonshotAI: Kimi K2 0711 holds empirical advantage (2 of 3 metrics)

Coding / SWESWE-bench
MoonshotAI: Kimi K2 0711Top code solve rate
ReasoningGPQA / Live
MoonshotAI: Kimi K2 0711Top logical accuracy
Best Value$/1M Tok
MoonshotAI: Kimi K2 0711Lowest API billing cost
Speed / TokTok/Sec
MoonshotAI: Kimi K2 0711Fastest stream rate

Verified Advantage Breakdown

3 benchmarks evaluated across capability, speed, and cost

OpenAI: GPT-5.4 Image 2 (1)MoonshotAI: Kimi K2 0711 (2)
OpenAI: GPT-5.4 Image 2
1 of 3 Wins
✓Context window
MoonshotAI: Kimi K2 0711
2 of 3 Wins
✓Input price✓Output price
OpenAI
Leads 1 of 3
OpenAI: GPT-5.4 Image 2

Auto-discovered from OpenRouter (openai/gpt-5.4-image-2). Preview until a second source matches.

In: $8 · Out: $15/1M
Moonshot
Leads 2 of 3
MoonshotAI: Kimi K2 0711

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

K2 BaseElo 1,465In: $0.57 · Out: $2.3/1M
Top Rival Showdowns for OpenAI: GPT-5.4 Image 2
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 LeaderMoonshotAI: Kimi K2 0711 Wins

MoonshotAI: Kimi K2 0711

$2.3 / 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-5.4 Image 2 (1)vsMoonshotAI: Kimi K2 0711 (9)
OpenAI: GPT-5.4 Image 2: 1W (10%)Overall: MoonshotAI: Kimi K2 0711MoonshotAI: Kimi K2 0711: 9W (90%)
← OpenAI: GPT-5.4 Image 2MoonshotAI: Kimi K2 0711 →
🏆MoonshotAI: Kimi K2 0711 Leads(5/5)

Intelligence & Reasoning

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

Benchmark
OpenAI: GPT-5.4 Image 2vsMoonshotAI: Kimi K2 0711
Preference Elo
—vs1,465
Coding Elo
—vs1,470
SWE-bench
—vs65.8%
LiveBench
—vs62.8%
GPQA Diamond
—vs76.5%
OpenAI: GPT-5.4 Image 2: 0WMoonshotAI: Kimi K2 0711: 5W
🏆MoonshotAI: Kimi K2 0711 Leads(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
OpenAI: GPT-5.4 Image 2vsMoonshotAI: Kimi K2 0711
Output speed
—vs85 tok/s
Time to first token
—vs240 ms
OpenAI: GPT-5.4 Image 2: 0WMoonshotAI: Kimi K2 0711: 2W
🏆MoonshotAI: Kimi K2 0711 Leads(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
OpenAI: GPT-5.4 Image 2vsMoonshotAI: Kimi K2 0711
Output price
$15/1Mvs$2.3/1M+$12.7/1M
Input price
$8/1Mvs$0.57/1M+$7.43/1M
Context window
272kvs131k+141k
OpenAI: GPT-5.4 Image 2: 1WMoonshotAI: Kimi K2 0711: 2W

Side-by-Side Benchmark Matrix

OpenAI: GPT-5.4 Image 2MoonshotAI: Kimi K2 0711
Preference Elo
OpenAI: GPT-5.4 Image 2—
MoonshotAI: Kimi K2 07111,465
Coding Elo
OpenAI: GPT-5.4 Image 2—
MoonshotAI: Kimi K2 07111,470
LiveBench
OpenAI: GPT-5.4 Image 2—
MoonshotAI: Kimi K2 071162.8%
SWE-bench
OpenAI: GPT-5.4 Image 2—
MoonshotAI: Kimi K2 071165.8%
GPQA Diamond
OpenAI: GPT-5.4 Image 2—
MoonshotAI: Kimi K2 071176.5%
Time to first token
OpenAI: GPT-5.4 Image 2—
MoonshotAI: Kimi K2 0711240 ms
Output speed
OpenAI: GPT-5.4 Image 2—
MoonshotAI: Kimi K2 071185 tok/s
Input priceMoonshotAI: Kimi K2 0711 +$7.43/1M
OpenAI: GPT-5.4 Image 2$8/1M
MoonshotAI: Kimi K2 0711$0.57/1M
Output priceMoonshotAI: Kimi K2 0711 +$12.7/1M
OpenAI: GPT-5.4 Image 2$15/1M
MoonshotAI: Kimi K2 0711$2.3/1M
Context windowOpenAI: GPT-5.4 Image 2 +141k
OpenAI: GPT-5.4 Image 2272k
MoonshotAI: Kimi K2 0711131k
BenchmarkOpenAI: GPT-5.4 Image 2MoonshotAI: Kimi K2 0711Advantage Delta
Preference Elo—
1,465
lmarena · Aug 17, 2026
—
Coding Elo—
1,470
lmarena · Aug 17, 2026
—
LiveBench—
62.8%
livebench · Aug 17, 2026
—
SWE-bench—
65.8%
swebench · Aug 17, 2026
—
GPQA Diamond—
76.5%
seed-bootstrap · Aug 1, 2026
—
Time to first token—
240 ms
seed-bootstrap · Aug 1, 2026
—
Output speed—
85 tok/s
seed-bootstrap · Aug 1, 2026
—
Input price
$8/1M
openrouter · Aug 17, 2026
$0.57/1M
openrouter · Aug 17, 2026
+$7.43/1M
Output price
$15/1M
openrouter · Aug 17, 2026
$2.3/1M
openrouter · Aug 17, 2026
+$12.7/1M
Context window
272k
openrouter · Aug 17, 2026
131k
openrouter · Aug 17, 2026
+141k

Workload Cost & Savings Calculator

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

Save 89% with MoonshotAI: Kimi K2 0711
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-5.4 Image 2$505.00 / mo
In: $280Out: $225
MoonshotAI: Kimi K2 0711$54.45 / mo
In: $19.95Out: $34.5
Estimated Cost Delta

MoonshotAI: Kimi K2 0711 is estimated to save $450.55/month ($5,407/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    MoonshotAI: Kimi K2 0711:Pick MoonshotAI: Kimi K2 0711 when you are optimizing output cost.

Recommended Workload Routing

Repo / coding agentsinsufficient data

Need SWE-bench on both sides.

High-volume chatMoonshotAI: Kimi K2 0711

Lower output list price ($2.3/1M).

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGOpenAI: GPT-5.4 Image 2

Larger window (272k).

Screenshots / visionMoonshotAI: Kimi K2 0711

MoonshotAI: Kimi K2 0711 is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsinsufficient dataNeed SWE-bench on both sides.
High-volume chatMoonshotAI: Kimi K2 0711Lower output list price ($2.3/1M).
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGOpenAI: GPT-5.4 Image 2Larger window (272k).
Screenshots / visionMoonshotAI: Kimi K2 0711MoonshotAI: Kimi K2 0711 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-5.4 Image 2

Elo n/a
SWE-bench—
Speed (tok/s)272k
Input / 1M Tokens$8/1M
Output / 1M Tokens$15/1M
Moonshot

MoonshotAI: Kimi K2 0711

Elo 1,465
SWE-bench65.8%
Speed (tok/s)85 tok/s
Input / 1M Tokens$0.57/1M
Output / 1M Tokens$2.3/1M

Frequently Asked Questions

Which is better overall, OpenAI: GPT-5.4 Image 2 or MoonshotAI: Kimi K2 0711?
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-5.4 Image 2 or MoonshotAI: Kimi K2 0711?
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?
MoonshotAI: Kimi K2 0711 output tokens are $2.3/1M versus $15/1M. Input prices and retry rates still move the real bill.
Which is faster, OpenAI: GPT-5.4 Image 2 or MoonshotAI: Kimi K2 0711?
We do not have TTFT for both models.
Which has the larger context window?
OpenAI: GPT-5.4 Image 2 accepts 272k tokens versus 131k.
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-5.4 Image 2 and MoonshotAI: Kimi K2 0711 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Similar Head-to-Head Comparisons

All OpenAI: GPT-5.4 Image 2 matchups →|All MoonshotAI: Kimi K2 0711 matchups →
MoonshotAI: Kimi K2 0711 vs Kimi Chat 1.5 (previous kimi)MoonshotAI: Kimi K2 0711 vs MoonshotAI: Kimi K2.5 (next kimi)GPT-5 vs MoonshotAI: Kimi K2 0711Kimi K3 vs MoonshotAI: Kimi K2 0711GPT-4.5 Orion vs MoonshotAI: Kimi K2 0711GPT-5.6 Sol vs MoonshotAI: Kimi K2 0711