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Model comparison

Interfaze Beta vs Sakana Fugu-Ultra v1.1

Data verified

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.
N/A
No comparison
0 category wins0 category wins

Evidence parity. Interfaze Beta and Sakana Fugu-Ultra v1.1 share 0 comparable benchmark results. 0 of 8 categories are comparable. 10 results are unique to Interfaze Beta; 0 to Sakana Fugu-Ultra v1.1.

Updated July 24, 2026
Shared results
0
Interfaze Beta only
10
Sakana Fugu-Ultra v1.1 only
0
Comparable categories
0 / 8

Benchmark data for Interfaze Beta and Sakana Fugu-Ultra v1.1 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 Sakana Fugu-Ultra v1.1 yet. This comparison is currently limited to metadata such as context window, reasoning mode, and pricing where available.

Sakana Fugu-Ultra v1.1 is priced at $5.00 input / $30.00 output per 1M tokens, versus $1.50 input / $3.50 output per 1M tokens for Interfaze Beta.

Operational comparison

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

MetricInterfaze BetaSakana Fugu-Ultra v1.1Comparison
Input / output priceUSD per 1M tokensInterfaze Beta$1.5 input / $3.5 outputSakana Fugu-Ultra v1.1$5 input / $30 outputInterfaze Beta has the lower combined listed price.
Generation speedtokens per secondInterfaze BetaNot availableSakana Fugu-Ultra v1.1Not availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenInterfaze BetaNot availableSakana Fugu-Ultra v1.1Not availableA complete latency comparison is not available.
Context windowmaximum listed tokensInterfaze Beta1MSakana Fugu-Ultra v1.11MListed context windows are equal.

Benchmark Deep Dive

Coding
BenchmarkInterfaze BetaSakana Fugu-Ultra v1.1Result
Spider 2.0-LiteSource 52.9%Not comparable
Knowledge
BenchmarkInterfaze BetaSakana Fugu-Ultra v1.1Result
GPQASource 89.9%Not comparable
GPQA-DSource 89.9%Not comparable
MMMLUSource 90.9%Not comparable
Multimodal
BenchmarkInterfaze BetaSakana Fugu-Ultra v1.1Result
OCRBench V2Source 70.7%Not comparable
olmOCRSource 85.7%Not comparable
RefCOCO (avg)Source 82.1%Not comparable
VoxPopuli WERSource 2.4%Not comparable
MMMU-ProSource 71.1%Not comparable
Inst. Following
BenchmarkInterfaze BetaSakana Fugu-Ultra v1.1Result
SOB Value AccSource 79.5%Not comparable
Frequently Asked Questions (3)

Can I compare Interfaze Beta and Sakana Fugu-Ultra v1.1 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 Interfaze Beta and Sakana Fugu-Ultra v1.1 today?

Interfaze Beta: $1.50 input / $3.50 output per 1M tokens Sakana Fugu-Ultra v1.1: $5.00 input / $30.00 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 24, 2026