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Model comparison

Grok 4.5 vs Kimi K2.7 Code

Data verified

Head-to-head evidence from 15 shared benchmark results across 5 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

76.72/100
Margin
21.7pts
← winning
Moonshot AI
55/100
0 category wins0 category wins

Public leaderboard positions: Grok 4.5 #7 (Supported); Kimi K2.7 Code #87 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Grok 4.5 and Kimi K2.7 Code share 15 comparable benchmark results. 0 of 8 categories are comparable. 13 results are unique to Grok 4.5; 8 to Kimi K2.7 Code.

Updated July 23, 2026
Shared results
15
Grok 4.5 only
13
Kimi K2.7 Code only
8
Comparable categories
0 / 8

Benchmark data for Grok 4.5 and Kimi K2.7 Code is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 15 shared benchmark results across 5 evidence categories; 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.

Grok 4.5 is priced at $2.00 input / $6.00 output per 1M tokens, versus $0.95 input / $4.00 output per 1M tokens for Kimi K2.7 Code. Grok 4.5 has the larger context window at 500K, compared with 256K for Kimi K2.7 Code.

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 Grok 4.5 and Kimi K2.7 Code
CategoryGrok 4.5ΔKimi K2.7 Code
AgenticGrok 4.583.3MarginNo overlapKimi K2.7 CodeNot measured
CodingGrok 4.564.7MarginNo overlapKimi K2.7 CodeNot measured

Operational comparison

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

MetricGrok 4.5Kimi K2.7 CodeComparison
Input / output priceUSD per 1M tokensGrok 4.5$2 input / $6 outputKimi K2.7 Code$0.95 input / $4 outputKimi K2.7 Code has the lower combined listed price.
Generation speedtokens per secondGrok 4.5Not availableKimi K2.7 CodeNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenGrok 4.5Not availableKimi K2.7 CodeNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensGrok 4.5500KKimi K2.7 Code256KGrok 4.5 lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGrok 4.5Kimi K2.7 CodeResult
Terminal-Bench 2.0Source 83.3%Not comparable
deepSweSource 53%Not comparable
AA Agentic IndexSource 45.7%29.6%Grok 4.5 leads
GDPval-AASource 51.7%34.3%Grok 4.5 leads
GDPval-AASource 15351187Grok 4.5 leads
AA BriefcaseSource 1323Not comparable
AA AutomationBenchSource 51.4%Not comparable
AA EnterpriseOps-GymSource 40.8%Not comparable
AA Harvey LABSource 92.4%Not comparable
AA Tau3 BankingSource 32.6%Not comparable
aaTerminalBench21Source 81.6%Not comparable
Kimi Claw 24/7Source 46.9%Not comparable
MCP AtlasSource 76%Not comparable
MCP Mark VerifiedSource 81.1%Not comparable
τ²-bench resultsSource 90.1%Not comparable
Coding
BenchmarkGrok 4.5Kimi K2.7 CodeResult
SWE-bench ProSource 64.7%Not comparable
SWE MultilingualSource 78%Not comparable
Terminal-Bench 2.0Source 83.3%Not comparable
cursorBench32Source 66.7%49.7%Grok 4.5 leads
VulcanBench v3Source 91.3%Not comparable
AA Coding IndexSource 72.5%60.8%Grok 4.5 leads
AA-SciCodeSource 54.1%47.5%Grok 4.5 leads
Kimi Code Bench v2Source 62.0%Not comparable
ProgramBenchSource 53.6%Not comparable
MLS-Bench LiteSource 35.1%Not comparable
Reasoning
BenchmarkGrok 4.5Kimi K2.7 CodeResult
AA-LCRSource 67.7%66.3%Grok 4.5 leads
CritPtSource 15.4%10.0%Grok 4.5 leads
Knowledge
BenchmarkGrok 4.5Kimi K2.7 CodeResult
Artificial Analysis Intelligence IndexSource 53.8%42.0%Grok 4.5 leads
AA-GPQA DiamondSource 93.1%89.6%Grok 4.5 leads
AA-HLESource 40.3%32.8%Grok 4.5 leads
AA-Omniscience IndexSource 26.4%-10.7%Grok 4.5 leads
AA-Omniscience AccuracySource 52.1%38.6%Grok 4.5 leads
AA-Omniscience Hallucination RateSource 53.5%80.3%Grok 4.5 leads
Multimodal
BenchmarkGrok 4.5Kimi K2.7 CodeResult
AA-MMMU-ProSource 80.4%Not comparable
Design Arena WebsiteSource 13251302Grok 4.5 leads
Inst. Following
BenchmarkGrok 4.5Kimi K2.7 CodeResult
AA-IFBenchSource 63.1%Not comparable
Frequently Asked Questions (3)

Can I compare Grok 4.5 and Kimi K2.7 Code 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 Grok 4.5 and Kimi K2.7 Code today?

Grok 4.5: $2.00 input / $6.00 output per 1M tokens Kimi K2.7 Code: $0.95 input / $4.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

Self-host vs API cost

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

Grok 4.5
API / mo$6,000
Self-host / moNot listed
Break-even
Proprietary model — self-hosting not applicable.
Kimi K2.7 Code
API / mo$3,713
Self-host / mo$18,221
Break-even326M/day
Model the full break-even

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Last updated: July 23, 2026

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