Model comparison

Laguna S 2.1 vs o4-mini (high)

Data verified July 21, 2026

Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

No sourced benchmark result is currently shared by both models. This page therefore compares only the available metadata, pricing, and runtime rows; it does not name a quality winner.

Laguna S 2.1

Poolside

N/A

No comparison

o4-mini (high)

OpenAI

49.98/100

0 category wins0 category wins

Public leaderboard positions: Laguna S 2.1 unranked (Not scored); o4-mini (high) #118 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Laguna S 2.1 and o4-mini (high) share 0 comparable benchmark results. 0 of 8 categories are comparable. 6 results are unique to Laguna S 2.1; 2 to o4-mini (high).

Updated July 21, 2026

Shared results: 0
Laguna S 2.1 only: 6
o4-mini (high) only: 2
Comparable categories: 0 / 8

Benchmark data for Laguna S 2.1 and o4-mini (high) 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.

Laguna S 2.1 has the larger context window at 1M, compared with 200K for o4-mini (high).

Operational comparison

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

Metric	Laguna S 2.1	o4-mini (high)	Comparison
Input / output priceUSD per 1M tokens	Laguna S 2.1$0.1 input / $0.2 output	o4-mini (high)Not available	A complete price comparison is not available.
Generation speedtokens per second	Laguna S 2.1Not available	o4-mini (high)161 tok/s	A complete speed comparison is not available.
First-answer latencyseconds to first token	Laguna S 2.1Not available	o4-mini (high)21.94 s	A complete latency comparison is not available.
Context windowmaximum listed tokens	Laguna S 2.11M	o4-mini (high)200K	Laguna S 2.1 lists the larger context window.

Benchmark Deep Dive

Agentic

2 benchmarks

Benchmark	Laguna S 2.1	o4-mini (high)	Result
Terminal-Bench 2.0Source	70.2%	—	Not comparable
Toolathlon-VerifiedSource	49.7%	—	Not comparable

Coding

4 benchmarks

Benchmark	Laguna S 2.1	o4-mini (high)	Result
Terminal-Bench 2.0Source	70.2%	—	Not comparable
SWE MultilingualSource	78.5%	—	Not comparable
SWE-bench ProSource	59.4%	—	Not comparable
deepSweSource	40.4%	—	Not comparable

Math

2 benchmarks

Benchmark	Laguna S 2.1	o4-mini (high)	Result
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 Laguna S 2.1 and o4-mini (high) 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 Laguna S 2.1 and o4-mini (high) today?

Laguna S 2.1: $0.10 input / $0.20 output per 1M tokens 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 21, 2026

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