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Every score has a dated snapshot.

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  3. GPT-5 mini vs Kimi K2

Pairwise benchmark snapshot · Aug 1, 2026

GPT-5 mini vs Kimi K2 benchmark

In this head-to-head showdown, Kimi K2 delivers higher overall intelligence and human-preferred responses (Elo 1,465 vs 1,410), while Kimi K2 leads in SWE-bench software engineering benchmarks (65.8%), while Kimi K2 is more budget-friendly at $1.4/1M per 1M output tokens, while GPT-5 mini provides faster response streaming (155 tok/s). Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Kimi K2 holds the advantage over GPT-5 mini in overall benchmark performance and human evaluation rankings. Choose Kimi K2 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 mini (4)Kimi K2 (6)
GPT-5 mini
4 of 10 Wins
✓Time to first token✓Output speed✓Input price✓Context window
Kimi K2
6 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Output price
OpenAI
Leads 4 of 10 metrics
GPT-5 mini

Cost-efficient GPT-5 distill for high-volume agents.

Mini DistillElo 1,410$2/1M out
Moonshot
Leads 6 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 Series Lineage & Sibling Variants

2 models

Currently comparing GPT-5 mini vs Kimi K2. Alternative family tiers available.

Active: GPT-5 mini
GPT-5$20
Top Rival Showdowns for GPT-5 mini
All Matchups
Compare vs:vs Claude Opus 4.5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderKimi K2 Wins

Kimi K2

Δ 55 Arena Elo pts

Throughput LeaderGPT-5 mini Wins

GPT-5 mini

155 tok/s

Value per Dollar LeaderKimi K2 Wins

Kimi K2

$1.4 / 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 mini (4)vsKimi K2 (6)
GPT-5 mini: 4W (40%)Overall: Kimi K2Kimi K2: 6W (60%)
← GPT-5 miniKimi K2 →
🏆Kimi K2(5/5)

Intelligence & Reasoning

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

Benchmark
GPT-5 minivsKimi K2
Preference Elo
1,410vs1,465+55
Coding Elo
1,395vs1,470+75
SWE-bench
52.4%vs65.8%+13.4%
LiveBench
61.2%vs62.8%+1.6%
GPQA Diamond
72%vs76.5%+4.5%
GPT-5 mini: 0WKimi K2: 5W
🏆GPT-5 mini(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
GPT-5 minivsKimi K2
Output speed
155 tok/svs85 tok/s+70 tok/s
Time to first token
140 msvs240 ms+100 ms
GPT-5 mini: 2WKimi K2: 0W
🏆GPT-5 mini(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
GPT-5 minivsKimi K2
Output price
$2/1Mvs$1.4/1M+$0.6/1M
Input price
$0.25/1Mvs$0.35/1M+$0.1/1M
Context window
400kvs128k+272k
GPT-5 mini: 2WKimi K2: 1W

Side-by-Side Benchmark Matrix

Preference Elo+55
GPT-5 mini1,410
seed-bootstrap · Aug 1, 2026
Kimi K21,465
seed-bootstrap · Aug 1, 2026
Coding Elo+75
GPT-5 mini1,395
seed-bootstrap · Aug 1, 2026
Kimi K21,470
seed-bootstrap · Aug 1, 2026
LiveBench+1.6%
GPT-5 mini61.2%
seed-bootstrap · Aug 1, 2026
Kimi K262.8%
seed-bootstrap · Aug 1, 2026
SWE-bench+13.4%
GPT-5 mini52.4%
seed-bootstrap · Aug 1, 2026
Kimi K265.8%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+4.5%
GPT-5 mini72%
seed-bootstrap · Aug 1, 2026
Kimi K276.5%
seed-bootstrap · Aug 1, 2026
Time to first token+100 ms
GPT-5 mini140 ms
seed-bootstrap · Aug 1, 2026
Kimi K2240 ms
seed-bootstrap · Aug 1, 2026
Output speed+70 tok/s
GPT-5 mini155 tok/s
seed-bootstrap · Aug 1, 2026
Kimi K285 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$0.1/1M
GPT-5 mini$0.25/1M
seed-bootstrap · Aug 1, 2026
Kimi K2$0.35/1M
seed-bootstrap · Aug 1, 2026
Output price+$0.6/1M
GPT-5 mini$2/1M
seed-bootstrap · Aug 1, 2026
Kimi K2$1.4/1M
seed-bootstrap · Aug 1, 2026
Context window+272k
GPT-5 mini400k
seed-bootstrap · Aug 1, 2026
Kimi K2128k
seed-bootstrap · Aug 1, 2026
BenchmarkGPT-5 miniKimi K2Advantage Delta
Preference Elo
1,410
seed-bootstrap · Aug 1, 2026
1,465
seed-bootstrap · Aug 1, 2026
+55
Coding Elo
1,395
seed-bootstrap · Aug 1, 2026
1,470
seed-bootstrap · Aug 1, 2026
+75
LiveBench
61.2%
seed-bootstrap · Aug 1, 2026
62.8%
seed-bootstrap · Aug 1, 2026
+1.6%
SWE-bench
52.4%
seed-bootstrap · Aug 1, 2026
65.8%
seed-bootstrap · Aug 1, 2026
+13.4%
GPQA Diamond
72%
seed-bootstrap · Aug 1, 2026
76.5%
seed-bootstrap · Aug 1, 2026
+4.5%
Time to first token
140 ms
seed-bootstrap · Aug 1, 2026
240 ms
seed-bootstrap · Aug 1, 2026
+100 ms
Output speed
155 tok/s
seed-bootstrap · Aug 1, 2026
85 tok/s
seed-bootstrap · Aug 1, 2026
+70 tok/s
Input price
$0.25/1M
seed-bootstrap · Aug 1, 2026
$0.35/1M
seed-bootstrap · Aug 1, 2026
+$0.1/1M
Output price
$2/1M
seed-bootstrap · Aug 1, 2026
$1.4/1M
seed-bootstrap · Aug 1, 2026
+$0.6/1M
Context window
400k
seed-bootstrap · Aug 1, 2026
128k
seed-bootstrap · Aug 1, 2026
+272k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 14% with Kimi K2
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 mini$38.75 / mo
In: $8.75Out: $30
Kimi K2$33.25 / mo
In: $12.25Out: $21
Estimated Cost Delta

Kimi K2 is estimated to save $5.50/month ($66/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 mini:Pick GPT-5 mini when time-to-first-token matters more than peak Elo.
  • 3
    Kimi K2:Pick Kimi K2 as the default general assistant.

Recommended Workload Routing

Repo / coding agentsKimi K2

Higher SWE-bench (65.8%).

High-volume chatKimi K2

Lower output list price ($1.4/1M).

Voice / low-latency UIGPT-5 mini

Lower TTFT (140 ms).

Long-document RAGGPT-5 mini

Larger window (400k).

Screenshots / visionKimi K2

Both accept images. Defaulting to the higher-Elo side (Kimi K2).

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsKimi K2Higher SWE-bench (65.8%).
High-volume chatKimi K2Lower output list price ($1.4/1M).
Voice / low-latency UIGPT-5 miniLower TTFT (140 ms).
Long-document RAGGPT-5 miniLarger window (400k).
Screenshots / visionKimi K2Both accept images. Defaulting to the higher-Elo side (Kimi K2).

Related Editorial Dispatches & Benchmark Notes

View all news
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 mini

Elo 1,410
SWE-bench52.4%
Speed (tok/s)155 tok/s
Input / 1M Tokens$0.25/1M
Output / 1M Tokens$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 mini or Kimi K2?
Kimi K2 has the higher preference Elo in our latest snapshot (1,465). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, GPT-5 mini or Kimi K2?
Kimi K2 leads SWE-bench at 65.8% vs 52.4%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Kimi K2 output tokens are $1.4/1M versus $2/1M. Input prices and retry rates still move the real bill.
Which is faster, GPT-5 mini or Kimi K2?
GPT-5 mini has the lower time-to-first-token (140 ms vs 240 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
GPT-5 mini accepts 400k 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 mini and Kimi K2 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • 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 mini matchups →|All Kimi K2 matchups →
GPT-5 mini vs OpenAI o3-mini (previous gpt-mini)GPT-5 mini vs GPT-5.6 Luna (next gpt-mini)Kimi K2 vs Kimi Chat 1.5 (previous kimi)Kimi K2 vs Kimi K2.5 Max (next kimi)Kimi K3 vs Kimi K2GPT-4.5 Orion vs Kimi K2