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Model comparison

o4-mini (high) 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.
44/100
Margin
30.0pts
winning →
Cognition
74/100
0 category wins0 category wins

Evidence parity. o4-mini (high) and SWE-1.7 share 0 comparable benchmark results. 0 of 8 categories are comparable. 2 results are unique to o4-mini (high); 4 to SWE-1.7.

Updated July 14, 2026
Shared results
0
o4-mini (high) only
2
SWE-1.7 only
4
Comparable categories
0 / 8

Benchmark data for o4-mini (high) 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 has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.

SWE-1.7 has the larger context window at 256K, compared with 200K for o4-mini (high).

Operational comparison

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

Metrico4-mini (high)SWE-1.7Comparison
Input / output priceUSD per 1M tokenso4-mini (high)Not availableSWE-1.7Not availableA complete price comparison is not available.
Generation speedtokens per secondo4-mini (high)161 tok/sSWE-1.7Not availableA complete speed comparison is not available.
First-answer latencyseconds to first tokeno4-mini (high)21.94 sSWE-1.7Not availableA complete latency comparison is not available.
Context windowmaximum listed tokenso4-mini (high)200KSWE-1.7256KSWE-1.7 lists the larger context window.

Benchmark Deep Dive

Agentic
Benchmarko4-mini (high)SWE-1.7Result
Terminal-Bench 2.0Source 81.5%Not comparable
Coding
Benchmarko4-mini (high)SWE-1.7Result
FrontierCodeSource 42.3%Not comparable
Terminal-Bench 2.0Source 81.5%Not comparable
SWE MultilingualSource 77.8%Not comparable
Math
Benchmarko4-mini (high)SWE-1.7Result
FrontierMath v2 (Tiers 1-3)Source 24.828%Not comparable
FrontierMath v2 (Tier 4)Source 6.250%Not comparable
Frequently Asked Questions (3)

Can I compare o4-mini (high) 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 o4-mini (high) and SWE-1.7 today?

o4-mini (high): 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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