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Precision Benchmarks

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Every score has a dated snapshot.

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  2. Comparisons
  3. MoonshotAI: Kimi K2.5 vs Amazon: Nova Premier 1.0

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

MoonshotAI: Kimi K2.5 vs Amazon: Nova Premier 1.0 benchmark

In this head-to-head showdown, MoonshotAI: Kimi K2.5 is more budget-friendly at $2.85/1M 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 MoonshotAI: Kimi K2.5 and Amazon: Nova Premier 1.0 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

MoonshotAI: Kimi K2.5 holds empirical advantage (2 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
MoonshotAI: Kimi K2.5Lowest API billing cost
Speed / TokTok/Sec
MoonshotAI: Kimi K2.5Fastest stream rate

Verified Advantage Breakdown

3 benchmarks evaluated across capability, speed, and cost

MoonshotAI: Kimi K2.5 (2)Amazon: Nova Premier 1.0 (1)
MoonshotAI: Kimi K2.5
2 of 3 Wins
✓Input price✓Output price
Amazon: Nova Premier 1.0
1 of 3 Wins
✓Context window
Moonshot
Leads 2 of 3
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
amazon
Leads 1 of 3
Amazon: Nova Premier 1.0

Auto-discovered from OpenRouter (amazon/nova-premier-v1). Preview until a second source matches.

In: $2.5 · Out: $12.5/1M

Kimi Series Lineage & Sibling Variants

4 models

Currently comparing MoonshotAI: Kimi K2.5 vs Amazon: Nova Premier 1.0. Alternative family tiers available.

Active: MoonshotAI: Kimi K2.5
Kimi K3$15MoonshotAI: Kimi K2 0711$2.3Kimi Chat 1.5$0.8

MoonshotAI: Kimi K2.5 Thinking Depth & Cost Scaler

Model A

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 MoonshotAI: Kimi K2.5
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Pro
Preference Leader

No shared data

Single model data

Throughput Leader

No shared data

No latency data

Value per Dollar LeaderMoonshotAI: Kimi K2.5 Wins

MoonshotAI: Kimi K2.5

$2.8499999999999996 / 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.

MoonshotAI: Kimi K2.5 (9)vsAmazon: Nova Premier 1.0 (1)
MoonshotAI: Kimi K2.5: 9W (90%)Overall: MoonshotAI: Kimi K2.5Amazon: Nova Premier 1.0: 1W (10%)
← MoonshotAI: Kimi K2.5Amazon: Nova Premier 1.0 →
🏆MoonshotAI: Kimi K2.5 Leads(5/5)

Intelligence & Reasoning

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

Benchmark
MoonshotAI: Kimi K2.5vsAmazon: Nova Premier 1.0
Preference Elo
1,515vs—
Coding Elo
1,520vs—
SWE-bench
71.3%vs—
LiveBench
67.2%vs—
GPQA Diamond
87.6%vs—
MoonshotAI: Kimi K2.5: 5WAmazon: Nova Premier 1.0: 0W
🏆MoonshotAI: Kimi K2.5 Leads(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
MoonshotAI: Kimi K2.5vsAmazon: Nova Premier 1.0
Output speed
72 tok/svs—
Time to first token
270 msvs—
MoonshotAI: Kimi K2.5: 2WAmazon: Nova Premier 1.0: 0W
🏆MoonshotAI: Kimi K2.5 Leads(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
MoonshotAI: Kimi K2.5vsAmazon: Nova Premier 1.0
Output price
$2.85/1Mvs$12.5/1M+$9.65/1M
Input price
$0.57/1Mvs$2.5/1M+$1.93/1M
Context window
262kvs1M+738k
MoonshotAI: Kimi K2.5: 2WAmazon: Nova Premier 1.0: 1W

Side-by-Side Benchmark Matrix

MoonshotAI: Kimi K2.5Amazon: Nova Premier 1.0
Preference Elo
MoonshotAI: Kimi K2.51,515
Amazon: Nova Premier 1.0—
Coding Elo
MoonshotAI: Kimi K2.51,520
Amazon: Nova Premier 1.0—
LiveBench
MoonshotAI: Kimi K2.567.2%
Amazon: Nova Premier 1.0—
SWE-bench
MoonshotAI: Kimi K2.571.3%
Amazon: Nova Premier 1.0—
GPQA Diamond
MoonshotAI: Kimi K2.587.6%
Amazon: Nova Premier 1.0—
Time to first token
MoonshotAI: Kimi K2.5270 ms
Amazon: Nova Premier 1.0—
Output speed
MoonshotAI: Kimi K2.572 tok/s
Amazon: Nova Premier 1.0—
Input priceMoonshotAI: Kimi K2.5 +$1.93/1M
MoonshotAI: Kimi K2.5$0.57/1M
Amazon: Nova Premier 1.0$2.5/1M
Output priceMoonshotAI: Kimi K2.5 +$9.65/1M
MoonshotAI: Kimi K2.5$2.85/1M
Amazon: Nova Premier 1.0$12.5/1M
Context windowAmazon: Nova Premier 1.0 +738k
MoonshotAI: Kimi K2.5262k
Amazon: Nova Premier 1.01M
BenchmarkMoonshotAI: Kimi K2.5Amazon: Nova Premier 1.0Advantage 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
$0.57/1M
openrouter · Aug 17, 2026
$2.5/1M
openrouter · Aug 17, 2026
+$1.93/1M
Output price
$2.85/1M
openrouter · Aug 17, 2026
$12.5/1M
openrouter · Aug 17, 2026
+$9.65/1M
Context window
262k
openrouter · Aug 17, 2026
1M
openrouter · Aug 17, 2026
+738k

Workload Cost & Savings Calculator

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

Save 77% with MoonshotAI: Kimi K2.5
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
MoonshotAI: Kimi K2.5$62.70 / mo
In: $19.95Out: $42.75
Amazon: Nova Premier 1.0$275.00 / mo
In: $87.5Out: $187.5
Estimated Cost Delta

MoonshotAI: Kimi K2.5 is estimated to save $212.30/month ($2,548/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    MoonshotAI: Kimi K2.5:Pick MoonshotAI: Kimi K2.5 when you are optimizing output cost.
  • 2
    Amazon: Nova Premier 1.0:Pick Amazon: Nova Premier 1.0 for million-token RAG or long-document jobs.

Recommended Workload Routing

Repo / coding agentsinsufficient data

Need SWE-bench on both sides.

High-volume chatMoonshotAI: Kimi K2.5

Lower output list price ($2.85/1M).

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGAmazon: Nova Premier 1.0

Larger window (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 chatMoonshotAI: Kimi K2.5Lower output list price ($2.85/1M).
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGAmazon: Nova Premier 1.0Larger window (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
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
amazon

Amazon: Nova Premier 1.0

Elo n/a
SWE-bench—
Speed (tok/s)1M
Input / 1M Tokens$2.5/1M
Output / 1M Tokens$12.5/1M

Frequently Asked Questions

Which is better overall, MoonshotAI: Kimi K2.5 or Amazon: Nova Premier 1.0?
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, MoonshotAI: Kimi K2.5 or Amazon: Nova Premier 1.0?
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 K2.5 output tokens are $2.85/1M versus $12.5/1M. Input prices and retry rates still move the real bill.
Which is faster, MoonshotAI: Kimi K2.5 or Amazon: Nova Premier 1.0?
We do not have TTFT for both models.
Which has the larger context window?
Amazon: Nova Premier 1.0 accepts 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. MoonshotAI: Kimi K2.5 and Amazon: Nova Premier 1.0 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Similar Head-to-Head Comparisons

All MoonshotAI: Kimi K2.5 matchups →|All Amazon: Nova Premier 1.0 matchups →
MoonshotAI: Kimi K2.5 vs MoonshotAI: Kimi K2 0711 (previous kimi)MoonshotAI: Kimi K2.5 vs Kimi K3 (next kimi)Qwen 3 Max vs MoonshotAI: Kimi K2.5Claude Sonnet 4.5 vs MoonshotAI: Kimi K2.5Gemini 3.6 Flash vs MoonshotAI: Kimi K2.5Kimi Chat 1.5 vs MoonshotAI: Kimi K2.5