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Model comparison

GPT-5.5 Pro vs Kimi K2.5

Data verified

Head-to-head evidence from 5 shared benchmark results across 4 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

63.69/100
Margin
4.0pts
← winning
Moonshot AI
59.66/100
2 category wins1 category wins

Public leaderboard positions: GPT-5.5 Pro #38 (Estimated); Kimi K2.5 #54 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. GPT-5.5 Pro and Kimi K2.5 share 5 comparable benchmark results. 3 of 8 categories are comparable. 2 results are unique to GPT-5.5 Pro; 58 to Kimi K2.5.

Updated July 22, 2026
Shared results
5
GPT-5.5 Pro only
2
Kimi K2.5 only
58
Comparable categories
3 / 8

Pick GPT-5.5 Pro if you want the stronger benchmark profile. Kimi K2.5 only becomes the better choice if mathematics is the priority or you want the cheaper token bill.

Confidence note. This is a partial-evidence comparison with 5 shared benchmark results across 4 evidence categories; 3 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

GPT-5.5 Pro is clearly ahead on the BenchAlign aggregate, 63.69 to 59.66. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

GPT-5.5 Pro's sharpest advantage is in agentic, where it averages 90.1 against 55. The single biggest benchmark swing on the page is FrontierMath v2 (Tier 4), 39.600% to 4.200%. Kimi K2.5 does hit back in mathematics, so the answer changes if that is the part of the workload you care about most.

GPT-5.5 Pro is also the more expensive model on tokens at $30.00 input / $180.00 output per 1M tokens, versus $0.60 input / $3.00 output per 1M tokens for Kimi K2.5. That is roughly 60.0x on output cost alone. GPT-5.5 Pro is the reasoning model in the pair, while Kimi K2.5 is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. GPT-5.5 Pro gives you the larger context window at 1M, compared with 256K for Kimi K2.5.

Category breakdown

Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.

Category scores and score margins for GPT-5.5 Pro and Kimi K2.5
CategoryGPT-5.5 ProΔKimi K2.5
AgenticGPT-5.5 Pro90.1Margin 35.1Kimi K2.555.0
MathGPT-5.5 Pro48.1Margin 12.5Kimi K2.560.6
KnowledgeGPT-5.5 Pro57.2Margin 0.3Kimi K2.556.9
CodingGPT-5.5 ProNot measuredMarginNo overlapKimi K2.559.4
ReasoningGPT-5.5 ProNot measuredMarginNo overlapKimi K2.561.0
MultilingualGPT-5.5 ProNot measuredMarginNo overlapKimi K2.582.3
MultimodalGPT-5.5 ProNot measuredMarginNo overlapKimi K2.578.5
Inst. FollowingGPT-5.5 ProNot measuredMarginNo overlapKimi K2.593.9

Decisive benchmark drivers

The largest measured benchmark gaps in this matchup, with exact reported values.

More
A · GPT-5.5 ProB · Kimi K2.5
  1. FrontierMath v2 (Tier 4)

    Math
    Source ↗
    A 39.600%B 4.200%
    Winner: GPT-5.5 ProΔ 35.4
    FrontierMath v2 (Tier 4): GPT-5.5 Pro scored 39.600%; Kimi K2.5 scored 4.200%. GPT-5.5 Pro wins this benchmark.
  2. BrowseComp

    Agentic
    Source ↗
    A 90.1%B 60.6%
    Winner: GPT-5.5 ProΔ 29.5
    BrowseComp: GPT-5.5 Pro scored 90.1%; Kimi K2.5 scored 60.6%. GPT-5.5 Pro wins this benchmark.
  3. HLE

    Knowledge
    Source ↗
    A 57.2%B 30.1%
    Winner: GPT-5.5 ProΔ 27.1
    HLE: GPT-5.5 Pro scored 57.2%; Kimi K2.5 scored 30.1%. GPT-5.5 Pro wins this benchmark.
  4. FrontierMath v2 (Tiers 1-3)

    Math
    Source ↗
    A 51.000%B 27.900%
    Winner: GPT-5.5 ProΔ 23.1
    FrontierMath v2 (Tiers 1-3): GPT-5.5 Pro scored 51.000%; Kimi K2.5 scored 27.900%. GPT-5.5 Pro wins this benchmark.

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricGPT-5.5 ProKimi K2.5Comparison
Input / output priceUSD per 1M tokensGPT-5.5 Pro$30 input / $180 outputKimi K2.5$0.6 input / $3 outputKimi K2.5 has the lower combined listed price.
Generation speedtokens per secondGPT-5.5 ProNot availableKimi K2.545 tok/sA complete speed comparison is not available.
First-answer latencyseconds to first tokenGPT-5.5 ProNot availableKimi K2.52.38 sA complete latency comparison is not available.
Context windowmaximum listed tokensGPT-5.5 Pro1MKimi K2.5256KGPT-5.5 Pro lists the larger context window.

Benchmark Deep Dive

AgenticGPT-5.5 Pro wins
BenchmarkGPT-5.5 ProKimi K2.5Result
BrowseCompSource 90.1%60.6%GPT-5.5 Pro leads
Terminal-Bench 2.0Source 50.8%Not comparable
Claw-EvalSource 52.3%Not comparable
QwenClawBenchSource 54.3%Not comparable
τ³-bench resultsSource 65.7%Not comparable
DeepSearchQASource 77.1%Not comparable
DeepPlanningSource 14.4%Not comparable
ToolathlonSource 27.8%Not comparable
MCP AtlasSource 29.5%Not comparable
MCP-TasksSource 59.1%Not comparable
WideResearchSource 72.7%Not comparable
τ²-bench resultsSource 95.9%Not comparable
APEX-Agents-AASource 11.5%Not comparable
Gert LabsSource 45.88%Not comparable
ResearchClawBenchSource 14.0%Not comparable
JobBenchSource 8.7%Not comparable
AA Agentic IndexSource 21.7%Not comparable
GDPval-AASource 25.4%Not comparable
GDPval-AASource 1009Not comparable
Coding
BenchmarkGPT-5.5 ProKimi K2.5Result
SWE-bench VerifiedSource 76.8%Not comparable
SWE-bench Verified*Source 70.8%Not comparable
LiveCodeBench v6Source 85.0%Not comparable
SWE-bench ProSource 50.7%Not comparable
SWE MultilingualSource 73%Not comparable
SWE-RebenchSource 58.5%Not comparable
React Native EvalsSource 77.2%Not comparable
SciCodeSource 48.7%Not comparable
AA-SciCodeSource 49.0%Not comparable
AA Coding IndexSource 46.8%Not comparable
Reasoning
BenchmarkGPT-5.5 ProKimi K2.5Result
CritPtSource 30.6%3.1%GPT-5.5 Pro leads
LongBench v2Source 61%Not comparable
AA-LCRSource 65.3%Not comparable
KnowledgeGPT-5.5 Pro wins
BenchmarkGPT-5.5 ProKimi K2.5Result
HLESource 57.2%30.1%GPT-5.5 Pro leads
HLE w/o toolsSource 43.1%Not comparable
GPQASource 87.6%Not comparable
GPQA-DSource 87.6%Not comparable
SuperGPQASource 69.2%Not comparable
MMLU-ProSource 87.1%Not comparable
MMLU-Pro (Arcee)Source 87.1%Not comparable
Artificial Analysis Intelligence IndexSource 35.4%Not comparable
AA-GPQA DiamondSource 87.9%Not comparable
AA-HLESource 29.4%Not comparable
AA-Omniscience IndexSource -8.1%Not comparable
AA-Omniscience AccuracySource 34.3%Not comparable
AA-Omniscience Hallucination RateSource 64.6%Not comparable
MathKimi K2.5 wins
BenchmarkGPT-5.5 ProKimi K2.5Result
FrontierMath (legacy)Source 52.4%Not comparable
FrontierMath v2 (Tiers 1-3)Source 51.000%27.900%GPT-5.5 Pro leads
FrontierMath v2 (Tier 4)Source 39.600%4.200%GPT-5.5 Pro leads
AIME 2025Source 96.1%Not comparable
AIME26Source 95.8%Not comparable
AIME25 (Arcee)Source 96.3%Not comparable
HMMT Feb 2025Source 95.4%Not comparable
HMMT Nov 2025Source 91.1%Not comparable
HMMT Feb 2026Source 87.1%Not comparable
MMAnswerBenchSource 81.8%Not comparable
Multilingual
BenchmarkGPT-5.5 ProKimi K2.5Result
MMLU-ProXSource 82.3%Not comparable
NOVA-63Source 56.0%Not comparable
Multimodal
BenchmarkGPT-5.5 ProKimi K2.5Result
MMMU-ProSource 78.5%Not comparable
Video-MMESource 87.4%Not comparable
MMVUSource 80.4%Not comparable
VideoMMMUSource 86.6%Not comparable
AA-MMMU-ProSource 75.4%Not comparable
Design Arena WebsiteSource 1279Not comparable
Inst. Following
BenchmarkGPT-5.5 ProKimi K2.5Result
IFEvalSource 93.9%Not comparable
AA-IFBenchSource 70.2%Not comparable
Frequently Asked Questions (4)

Which is better, GPT-5.5 Pro or Kimi K2.5?

GPT-5.5 Pro is ahead on BenchLM's BenchAlign leaderboard, 63.69 to 59.66. The biggest single separator in this matchup is FrontierMath v2 (Tier 4), where the scores are 39.600% and 4.200%.

Which is better for knowledge tasks, GPT-5.5 Pro or Kimi K2.5?

GPT-5.5 Pro has the edge for knowledge tasks in this comparison, averaging 57.2 versus 56.9. Inside this category, HLE is the benchmark that creates the most daylight between them.

Which is better for math, GPT-5.5 Pro or Kimi K2.5?

Kimi K2.5 has the edge for math in this comparison, averaging 60.6 versus 48.1. Inside this category, FrontierMath v2 (Tier 4) is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, GPT-5.5 Pro or Kimi K2.5?

GPT-5.5 Pro has the edge for agentic tasks in this comparison, averaging 90.1 versus 55. Inside this category, BrowseComp is the benchmark that creates the most daylight between them.

Self-host vs API cost

Estimates at 50,000 req/day · 1000 tokens/req average.

GPT-5.5 Pro
API / mo$157,500
Self-host / moNot listed
Break-even
Proprietary model — self-hosting not applicable.
Kimi K2.5
API / mo$2,700
Self-host / mo$5,221
Break-even132M/day
Model the full break-even

Related Comparisons

Last updated: July 22, 2026

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