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Compare / head-to-head

GPT-5.4 nanovsKimi K3

Kimi K3 leads 6 of 6 shared benchmarks. GPT-5.4 nano is 12.4x cheaper per token. Kimi K3 has the larger context window (1M tokens).

Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.

Shared benchmarks
0 – 6
Kimi K3 leads
Cheaper per token
GPT-5.4 nano
12.4x cheaper, input + output
Larger context
Kimi K3
1M tokens
Provider uptime (30d)
95.2096% · 100%
OpenAI · Moonshot AI
GPT-5.4 nano
OpenAI · released 2026-03-17
textvision
Context
400K
Max out
128K
Input /1M
$0.2
Output /1M
$1.25
Cached /1M
$0.02
Scores
10 · 6 core
Kimi K3
Moonshot AI · released 2026-07-16
textvision
Context
1M
Max out
1.0M
Input /1M
$3
Output /1M
$15
Cached /1M
$0.3
Scores
59 · 8 core
Quality

Benchmark matrix

BenchmarkGPT-5.4 nanoKimi K3ΔEdge
Reported by both · 6
GPQA Diamond82.8% 93.5% -10.7 ptKimi K3
FrontierMath Tier 4 v2 (Epoch AI run)12.2% epoch39% epoch-26.8 ptKimi K3
FrontierMath Tiers 1-3 v2 (Epoch AI run)44.9% epoch72.2% epoch-27.3 ptKimi K3
OSWorld-Verified39% 84.8% -45.8 ptKimi K3
OTIS Mock AIME 2024-2025 (Epoch AI run)87.8% epoch97.2% epoch-9.4 ptKimi K3
SimpleQA Verified11.7% epoch50.6% epoch-38.9 ptKimi K3
Only GPT-5.4 nano reports · 3
SWE-Bench Pro52.4% not reported
Terminal-Bench 2.046.3% not reported
Toolathlon35.5% not reported
Only Kimi K3 reports · 51
AIME 2026not reported96.7% matharena
Humanity's Last Exam (no tools)not reported43.5%
AA-Briefcasenot reported1548
AA-LCRnot reported74.7%
Agents' Last Examnot reported28.3%
APEX-Agentsnot reported41%
AutomationBenchnot reported30.8%
BabyVision (with Python)not reported85.7%
BrowseComp (1M context, no compaction)not reported90.4%
BrowseComp (context compaction)not reported91.2%
CharXiv Reasoning (no tools)not reported84.8%
CharXiv Reasoning (with Python)not reported91.3%
CorpFin v2not reported71.6%
CritPtnot reported23.4%
DeepSearchQA (F1)not reported95%
DeepSWE v1.1not reported67.3%
DeepSWE v1.1 (Kimi Code)not reported67.5%
Finance Agent v2not reported54.4%
FrontierSWEnot reported81.2%
GDPval-AA v2not reported1686
Harvey Lab-AAnot reported94.6%
Humanity's Last Exam (with tools)not reported56%
JobBenchnot reported54.3%
Kimi Code Bench 2.0not reported72.9%
Legal Research Benchnot reported44.2%
MathVision (no tools)not reported94.3%
MathVision (with Python)not reported97.8%
MCP-Atlasnot reported84.2%
MCPMark-Verifiednot reported94.5%
MLS-Bench-Litenot reported48.3%
MMMU-Pro (no tools)not reported81.6%
MMMU-Pro (with Python)not reported83.4%
MMVUnot reported82.1%
OfficeQA Pronot reported63.3%
OmniDocBenchnot reported91.1%
OSWorld 2.0not reported58.3%
PerceptionBenchnot reported58.5%
PostTrainBenchnot reported36.6%
ProgramBenchnot reported77.8%
ResearchRubricsnot reported76.2%
SaaS-Benchnot reported60.1%
SciCodenot reported58.7%
SpreadsheetBench 2not reported34.8%
SWE-Marathonnot reported42%
tau3-Bankingnot reported33.4%
Terminal-Bench 2.1not reported88.3%
Toolathlon-Verifiednot reported76.5%
Video-MME (with subtitles)not reported90%
WorldVQA ForceAnswernot reported51%
ZeroBench pass@5 (no tools)not reported23%
ZeroBench pass@5 (with Python)not reported41%
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is GPT-5.4 nano minus Kimi K3 in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing

Side by side

SpecGPT-5.4 nanoKimi K3Edge
Context window400K tokens1M tokensKimi K3
Max output128K tokens1.0M tokensKimi K3
Input price / 1M$0.2 $3 GPT-5.4 nano
Output price / 1M$1.25 $15 GPT-5.4 nano
Cached input / 1M$0.02 $0.3 GPT-5.4 nano
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$1.45$18GPT-5.4 nano
Modalitiestext · visiontext · visionTie
Released2026-03-172026-07-16
Cited benchmark scores1059
Reliability

Provider status

All providers
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