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Model comparison

Moonshot v1 vs SWE-1.7

Data verified

Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use BenchLM's provisional ranking lane.

Benchmark data for one or both models is coming soon. This page currently shows metadata and pricing where BenchLM has it, and score-level comparisons will populate as public benchmark results land.
Moonshot AI
N/A
No comparison
Cognition
74/100
0 category wins0 category wins

Evidence parity. Moonshot v1 and SWE-1.7 share 0 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to Moonshot v1; 4 to SWE-1.7.

Updated July 14, 2026
Shared results
0
Moonshot v1 only
0
SWE-1.7 only
4
Comparable categories
0 / 8

Benchmark data for Moonshot v1 and SWE-1.7 is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 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 does not have sourced benchmark coverage for Moonshot v1 yet. This comparison is currently limited to metadata such as context window, reasoning mode, and pricing where available.

SWE-1.7 has the larger context window at 256K, compared with 128K for Moonshot v1.

Operational comparison

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

MetricMoonshot v1SWE-1.7Comparison
Input / output priceUSD per 1M tokensMoonshot v1Not availableSWE-1.7Not availableA complete price comparison is not available.
Generation speedtokens per secondMoonshot v1Not availableSWE-1.7Not availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenMoonshot v1Not availableSWE-1.7Not availableA complete latency comparison is not available.
Context windowmaximum listed tokensMoonshot v1128KSWE-1.7256KSWE-1.7 lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkMoonshot v1SWE-1.7Result
Terminal-Bench 2.0Source 81.5%Not comparable
Coding
BenchmarkMoonshot v1SWE-1.7Result
FrontierCodeSource 42.3%Not comparable
Terminal-Bench 2.0Source 81.5%Not comparable
SWE MultilingualSource 77.8%Not comparable
Frequently Asked Questions (3)

Can I compare Moonshot v1 and SWE-1.7 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 Moonshot v1 and SWE-1.7 today?

Moonshot v1: Pricing unavailable 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 14, 2026

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