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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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  3. Grok 3 vs MoonshotAI: Kimi K2 Thinking

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

Grok 3 vs MoonshotAI: Kimi K2 Thinking benchmark

In this head-to-head showdown, MoonshotAI: Kimi K2 Thinking is more budget-friendly at $2.5/1M 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 Grok 3 if your priority is peak reasoning, complex code generation, and top preference Elo. Choose MoonshotAI: Kimi K2 Thinking if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Executive Verdict Summary

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

Coding / SWESWE-bench
Grok 3Top code solve rate
ReasoningGPQA / Live
Grok 3Top logical accuracy
Best Value$/1M Tok
MoonshotAI: Kimi K2 ThinkingLowest API billing cost
Speed / TokTok/Sec
Grok 3Fastest stream rate

Verified Advantage Breakdown

3 benchmarks evaluated across capability, speed, and cost

Grok 3 (0)MoonshotAI: Kimi K2 Thinking (3)
Grok 3
0 of 3 Wins
Competitive baseline across remaining benchmarks
MoonshotAI: Kimi K2 Thinking
3 of 3 Wins
✓Input price✓Output price✓Context window
xAI
Grok 3

Previous xAI generation before Grok 4. Kept for grok 3 vs grok 4.

Elo 1,405In: $3 · Out: $15/1M
Moonshot
Leads 3 of 3
MoonshotAI: Kimi K2 Thinking

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

In: $0.6 · Out: $2.5/1M
Top Rival Showdowns for Grok 3
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs 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 Thinking Wins

MoonshotAI: Kimi K2 Thinking

$2.5 / 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.

Grok 3 (6)vsMoonshotAI: Kimi K2 Thinking (3)
Grok 3: 6W (67%)Overall: Grok 3MoonshotAI: Kimi K2 Thinking: 3W (33%)
← Grok 3MoonshotAI: Kimi K2 Thinking →
🏆Grok 3 Leads(4/5)

Intelligence & Reasoning

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

Benchmark
Grok 3vsMoonshotAI: Kimi K2 Thinking
Preference Elo
1,405vs—
Coding Elo
—vs—
SWE-bench
51.4%vs—
LiveBench
60.2%vs—
GPQA Diamond
74.2%vs—
Grok 3: 4WMoonshotAI: Kimi K2 Thinking: 0W
🏆Grok 3 Leads(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Grok 3vsMoonshotAI: Kimi K2 Thinking
Output speed
88 tok/svs—
Time to first token
250 msvs—
Grok 3: 2WMoonshotAI: Kimi K2 Thinking: 0W
🏆MoonshotAI: Kimi K2 Thinking Leads(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Grok 3vsMoonshotAI: Kimi K2 Thinking
Output price
$15/1Mvs$2.5/1M+$12.5/1M
Input price
$3/1Mvs$0.6/1M+$2.4/1M
Context window
131kvs262k+131k
Grok 3: 0WMoonshotAI: Kimi K2 Thinking: 3W

Side-by-Side Benchmark Matrix

Grok 3MoonshotAI: Kimi K2 Thinking
Preference Elo
Grok 31,405
MoonshotAI: Kimi K2 Thinking—
LiveBench
Grok 360.2%
MoonshotAI: Kimi K2 Thinking—
SWE-bench
Grok 351.4%
MoonshotAI: Kimi K2 Thinking—
GPQA Diamond
Grok 374.2%
MoonshotAI: Kimi K2 Thinking—
Time to first token
Grok 3250 ms
MoonshotAI: Kimi K2 Thinking—
Output speed
Grok 388 tok/s
MoonshotAI: Kimi K2 Thinking—
Input priceMoonshotAI: Kimi K2 Thinking +$2.4/1M
Grok 3$3/1M
MoonshotAI: Kimi K2 Thinking$0.6/1M
Output priceMoonshotAI: Kimi K2 Thinking +$12.5/1M
Grok 3$15/1M
MoonshotAI: Kimi K2 Thinking$2.5/1M
Context windowMoonshotAI: Kimi K2 Thinking +131k
Grok 3131k
MoonshotAI: Kimi K2 Thinking262k
BenchmarkGrok 3MoonshotAI: Kimi K2 ThinkingAdvantage Delta
Preference Elo
1,405
lmarena · Aug 17, 2026
——
LiveBench
60.2%
livebench · Aug 17, 2026
——
SWE-bench
51.4%
swebench · Aug 17, 2026
——
GPQA Diamond
74.2%
seed-bootstrap · Aug 1, 2026
——
Time to first token
250 ms
seed-bootstrap · Aug 1, 2026
——
Output speed
88 tok/s
seed-bootstrap · Aug 1, 2026
——
Input price
$3/1M
seed-bootstrap · Aug 1, 2026
$0.6/1M
openrouter · Aug 17, 2026
+$2.4/1M
Output price
$15/1M
seed-bootstrap · Aug 1, 2026
$2.5/1M
openrouter · Aug 17, 2026
+$12.5/1M
Context window
131k
seed-bootstrap · Aug 1, 2026
262k
openrouter · Aug 17, 2026
+131k

Workload Cost & Savings Calculator

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

Save 82% with MoonshotAI: Kimi K2 Thinking
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Grok 3$330.00 / mo
In: $105Out: $225
MoonshotAI: Kimi K2 Thinking$58.50 / mo
In: $21Out: $37.5
Estimated Cost Delta

MoonshotAI: Kimi K2 Thinking is estimated to save $271.50/month ($3,258/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

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

Recommended Workload Routing

Repo / coding agentsinsufficient data

Need SWE-bench on both sides.

High-volume chatMoonshotAI: Kimi K2 Thinking

Lower output list price ($2.5/1M).

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGMoonshotAI: Kimi K2 Thinking

Larger window (262k).

Screenshots / visionGrok 3

Grok 3 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 ThinkingLower output list price ($2.5/1M).
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGMoonshotAI: Kimi K2 ThinkingLarger window (262k).
Screenshots / visionGrok 3Grok 3 is the side marked multimodal in the catalog.

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
xAI

Grok 3

Elo 1,405
SWE-bench51.4%
Speed (tok/s)88 tok/s
Input / 1M Tokens$3/1M
Output / 1M Tokens$15/1M
Moonshot

MoonshotAI: Kimi K2 Thinking

Elo n/a
SWE-bench—
Speed (tok/s)262k
Input / 1M Tokens$0.6/1M
Output / 1M Tokens$2.5/1M

Frequently Asked Questions

Which is better overall, Grok 3 or MoonshotAI: Kimi K2 Thinking?
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, Grok 3 or MoonshotAI: Kimi K2 Thinking?
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 Thinking output tokens are $2.5/1M versus $15/1M. Input prices and retry rates still move the real bill.
Which is faster, Grok 3 or MoonshotAI: Kimi K2 Thinking?
We do not have TTFT for both models.
Which has the larger context window?
MoonshotAI: Kimi K2 Thinking accepts 262k 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. Grok 3 and MoonshotAI: Kimi K2 Thinking Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Similar Head-to-Head Comparisons

All Grok 3 matchups →|All MoonshotAI: Kimi K2 Thinking matchups →
Grok 3 vs Grok 4 (next grok)Kimi K3 vs Grok 3Grok 4.6 vs Grok 3Kimi Chat 1.5 vs Grok 3MoonshotAI: Kimi K2 0711 vs Grok 3MoonshotAI: Kimi K2.5 vs Grok 3