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Model comparison

Claude Haiku 4.5 Thinking vs Kimi K3

Data verified

Head-to-head evidence from 1 shared benchmark result across 1 category. Overall scores shown here use the public BenchAlign v5 ranking lane.

No comparison
Moonshot AI
80.96/100
0 category wins0 category wins

Public leaderboard positions: Claude Haiku 4.5 Thinking unranked (Not scored); Kimi K3 #4 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Claude Haiku 4.5 Thinking and Kimi K3 share 1 comparable benchmark result. 0 of 8 categories are comparable. 1 result is unique to Claude Haiku 4.5 Thinking; 56 to Kimi K3.

Updated July 23, 2026
Shared results
1
Claude Haiku 4.5 Thinking only
1
Kimi K3 only
56
Comparable categories
0 / 8

Benchmark data for Claude Haiku 4.5 Thinking and Kimi K3 is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 1 shared benchmark result across 1 evidence category; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.

Kimi K3 has the larger context window at 1.05M, compared with 200K for Claude Haiku 4.5 Thinking.

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 Claude Haiku 4.5 Thinking and Kimi K3
CategoryClaude Haiku 4.5 ThinkingΔKimi K3
AgenticClaude Haiku 4.5 ThinkingNot measuredMarginNo overlapKimi K389.5
KnowledgeClaude Haiku 4.5 ThinkingNot measuredMarginNo overlapKimi K361.0
MultimodalClaude Haiku 4.5 ThinkingNot measuredMarginNo overlapKimi K378.5

Operational comparison

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

MetricClaude Haiku 4.5 ThinkingKimi K3Comparison
Input / output priceUSD per 1M tokensClaude Haiku 4.5 ThinkingNot availableKimi K3$3 input / $15 outputA complete price comparison is not available.
Generation speedtokens per secondClaude Haiku 4.5 ThinkingNot availableKimi K3Not availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenClaude Haiku 4.5 ThinkingNot availableKimi K3Not availableA complete latency comparison is not available.
Context windowmaximum listed tokensClaude Haiku 4.5 Thinking200KKimi K31.05MKimi K3 lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkClaude Haiku 4.5 ThinkingKimi K3Result
Terminal-Bench 2.0Source 88.3%Not comparable
BrowseCompSource 91.2%Not comparable
DeepSearchQASource 95.0%Not comparable
Toolathlon-VerifiedSource 73.2%Not comparable
MCP AtlasSource 84.2%Not comparable
AutomationBenchSource 30.8%Not comparable
JobBenchSource 52.9%Not comparable
APEX-AgentsSource 37.6%Not comparable
SpreadsheetBench 2Source 34.8%Not comparable
DECK-BenchSource 73.5%Not comparable
AA Agentic IndexSource 50.1%Not comparable
GDPval-AASource 59.0%Not comparable
GDPval-AASource 1679Not comparable
AA BriefcaseSource 1543Not comparable
AA AutomationBenchSource 52.7%Not comparable
AA EnterpriseOps-GymSource 45.3%Not comparable
AA Harvey LABSource 94.6%Not comparable
AA Tau3 BankingSource 33.4%Not comparable
aaTerminalBench21Source 85%Not comparable
APEX-Agents-AASource 41.3%Not comparable
AA ITBenchSource 47.7%Not comparable
Coding
BenchmarkClaude Haiku 4.5 ThinkingKimi K3Result
Vibe Code BenchSource 11.39%Not comparable
deepSweSource 67.5%Not comparable
FrontierSWESource 81.2%Not comparable
ProgramBenchSource 77.8%Not comparable
Kimi Code Bench v2Source 72.9%Not comparable
sweMarathonSource 42%Not comparable
PostTrain BenchSource 36.6%Not comparable
MLS-Bench LiteSource 48.3%Not comparable
AA Coding IndexSource 76.2%Not comparable
AA-SciCodeSource 58.7%Not comparable
Reasoning
BenchmarkClaude Haiku 4.5 ThinkingKimi K3Result
AA-LCRSource 74.7%Not comparable
CritPtSource 23.4%Not comparable
Knowledge
BenchmarkClaude Haiku 4.5 ThinkingKimi K3Result
GPQASource 93.5%Not comparable
GPQA-DSource 93.5%Not comparable
HLESource 56%Not comparable
HLE w/o toolsSource 43.5%Not comparable
Artificial Analysis Intelligence IndexSource 57.1%Not comparable
AA-GPQA DiamondSource 93.5%Not comparable
AA-HLESource 44.3%Not comparable
AA-Omniscience IndexSource 18.4%Not comparable
AA-Omniscience AccuracySource 46.0%Not comparable
AA-Omniscience Hallucination RateSource 50.9%Not comparable
Multimodal
BenchmarkClaude Haiku 4.5 ThinkingKimi K3Result
Design Arena WebsiteSource 11521386Kimi K3 leads
OfficeQA ProSource 63.3%Not comparable
MMMU-ProSource 81.6%Not comparable
MMMU-Pro w/ PythonSource 83.4%Not comparable
CharXiv w/o toolsSource 84.8%Not comparable
CharXivSource 91.3%Not comparable
MathVisionSource 94.3%Not comparable
MathVision w/ PythonSource 97.8%Not comparable
BabyVision w/ PythonSource 85.7%Not comparable
ZeroBenchSource 23.0%Not comparable
ZeroBench w/ PythonSource 41.0%Not comparable
WorldVQA ForceAnswerSource 51.0%Not comparable
OmniDocBenchSource 91.1%Not comparable
PerceptionBenchSource 58.5%Not comparable
AA-MMMU-ProSource 80.5%Not comparable
Frequently Asked Questions (3)

Can I compare Claude Haiku 4.5 Thinking and Kimi K3 on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.

Why does this comparison show “coming soon”?

BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.

What data is available for Claude Haiku 4.5 Thinking and Kimi K3 today?

Kimi K3: $3.00 input / $15.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

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Last updated: July 23, 2026

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