Skip to main content

Model comparison

Gemini 3.6 Flash vs Kimi K2.5 (Reasoning)

Data verified

Head-to-head evidence from 14 shared benchmark results across 5 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

N/A
No comparison
59.35/100
1 category wins0 category wins

Public leaderboard positions: Gemini 3.6 Flash unranked (Not scored); Kimi K2.5 (Reasoning) #57 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Gemini 3.6 Flash and Kimi K2.5 (Reasoning) share 14 comparable benchmark results. 1 of 8 categories are comparable. 5 results are unique to Gemini 3.6 Flash; 13 to Kimi K2.5 (Reasoning).

Updated July 21, 2026
Shared results
14
Gemini 3.6 Flash only
5
Kimi K2.5 (Reasoning) only
13
Comparable categories
1 / 8

Treat this as a split decision. Gemini 3.6 Flash makes more sense if agentic is the priority or you need the larger 1M context window; Kimi K2.5 (Reasoning) is the better fit if you want the cheaper token bill.

Confidence note. This is a partial-evidence comparison with 14 shared benchmark results across 5 evidence categories; 1 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

Gemini 3.6 Flash and Kimi K2.5 (Reasoning) finish on the same BenchAlign overall score, so this is less about a single winner and more about where the edge shows up. The BenchAlign headline says tie; the benchmark table is where the real choice happens.

Gemini 3.6 Flash is also the more expensive model on tokens at $1.50 input / $7.50 output per 1M tokens, versus $0.60 input / $3.00 output per 1M tokens for Kimi K2.5 (Reasoning). That is roughly 2.5x on output cost alone. Gemini 3.6 Flash gives you the larger context window at 1M, compared with 128K for Kimi K2.5 (Reasoning).

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 Gemini 3.6 Flash and Kimi K2.5 (Reasoning)
CategoryGemini 3.6 FlashΔKimi K2.5 (Reasoning)
AgenticGemini 3.6 Flash83.0Margin 28.0Kimi K2.5 (Reasoning)55.0
CodingGemini 3.6 FlashNot measuredMarginNo overlapKimi K2.5 (Reasoning)76.8
KnowledgeGemini 3.6 FlashNot measuredMarginNo overlapKimi K2.5 (Reasoning)87.2
MultimodalGemini 3.6 FlashNot measuredMarginNo overlapKimi K2.5 (Reasoning)78.5

Operational comparison

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

MetricGemini 3.6 FlashKimi K2.5 (Reasoning)Comparison
Input / output priceUSD per 1M tokensGemini 3.6 Flash$1.5 input / $7.5 outputKimi K2.5 (Reasoning)$0.6 input / $3 outputKimi K2.5 (Reasoning) has the lower combined listed price.
Generation speedtokens per secondGemini 3.6 FlashNot availableKimi K2.5 (Reasoning)Not availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenGemini 3.6 FlashNot availableKimi K2.5 (Reasoning)Not availableA complete latency comparison is not available.
Context windowmaximum listed tokensGemini 3.6 Flash1MKimi K2.5 (Reasoning)128KGemini 3.6 Flash lists the larger context window.

Benchmark Deep Dive

AgenticGemini 3.6 Flash wins
BenchmarkGemini 3.6 FlashKimi K2.5 (Reasoning)Result
OSWorld-VerifiedSource 83%Not comparable
GDPval-AASource 14211009Gemini 3.6 Flash leads
AA Agentic IndexSource 38.7%21.7%Gemini 3.6 Flash leads
GDPval-AASource 46.1%25.4%Gemini 3.6 Flash leads
AA BriefcaseSource 961Not comparable
AA Tau3 BankingSource 24.5%Not comparable
aaTerminalBench21Source 77.5%Not comparable
Terminal-Bench 2.0Source 50.8%Not comparable
BrowseCompSource 60.6%Not comparable
APEX-Agents-AASource 11.5%Not comparable
τ²-bench resultsSource 95.9%Not comparable
Gert LabsSource 32.58%Not comparable
Coding
BenchmarkGemini 3.6 FlashKimi K2.5 (Reasoning)Result
deepSweSource 49%Not comparable
AA Coding IndexSource 69.2%46.8%Gemini 3.6 Flash leads
AA-SciCodeSource 52.7%49.0%Gemini 3.6 Flash leads
SWE-bench VerifiedSource 76.8%Not comparable
Vibe Code BenchSource 17.54%Not comparable
Reasoning
BenchmarkGemini 3.6 FlashKimi K2.5 (Reasoning)Result
AA-LCRSource 69.7%65.3%Gemini 3.6 Flash leads
CritPtSource 10.6%3.1%Gemini 3.6 Flash leads
Knowledge
BenchmarkGemini 3.6 FlashKimi K2.5 (Reasoning)Result
Artificial Analysis Intelligence IndexSource 50.1%35.4%Gemini 3.6 Flash leads
AA-GPQA DiamondSource 92.8%87.9%Gemini 3.6 Flash leads
AA-HLESource 38.3%29.4%Gemini 3.6 Flash leads
AA-Omniscience IndexSource 23.5%-8.1%Gemini 3.6 Flash leads
AA-Omniscience AccuracySource 50.2%34.3%Gemini 3.6 Flash leads
AA-Omniscience Hallucination RateSource 53.5%64.6%Gemini 3.6 Flash leads
GPQASource 87.6%Not comparable
MMLU-ProSource 87.1%Not comparable
Math
BenchmarkGemini 3.6 FlashKimi K2.5 (Reasoning)Result
AIME 2025Source 96.1%Not comparable
Multimodal
BenchmarkGemini 3.6 FlashKimi K2.5 (Reasoning)Result
AA-MMMU-ProSource 83.2%75.4%Gemini 3.6 Flash leads
MMMU-ProSource 78.5%Not comparable
Design Arena WebsiteSource 1279Not comparable
Inst. Following
BenchmarkGemini 3.6 FlashKimi K2.5 (Reasoning)Result
AA-IFBenchSource 70.2%Not comparable
Frequently Asked Questions (2)

Which is better, Gemini 3.6 Flash or Kimi K2.5 (Reasoning)?

Gemini 3.6 Flash and Kimi K2.5 (Reasoning) are tied on the BenchAlign overall score, so the right pick depends on which category matters most for your use case.

Which is better for agentic tasks, Gemini 3.6 Flash or Kimi K2.5 (Reasoning)?

Gemini 3.6 Flash has the edge for agentic tasks in this comparison, averaging 83 versus 55. Inside this category, GDPval-AA is the benchmark that creates the most daylight between them.

Related Comparisons

Last updated: July 21, 2026

Choose a model with this week’s evidence

Join 2,000+ readers for ranking moves, pricing changes, and the claims that still need proof.

One email each week. Unsubscribe anytime.