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GPT-5 Mini (batch) vs Fugu Max

GPT-5 Mini (batch)

OpenAI

77#115
vs
Fugu Max

sakana

40#245
Signal-by-Signal Comparison
SignalGPT-5 Mini (batch)DeltaFugu Max
Capabilities
100
--
100
Benchmarks
88
+88
0
Pricing
99
+5
94
Context window size
89
-6
95
Recency
60
-40
100
Output Capacity
82
--
82
Overall Result
2 wins
of 6
2 wins
It's a tie - both models win 2 signals each

Score History

Score History (5 data points)
GPT-5 Mini (batch)Fugu Max
GPT-5 Mini (batch)

76.8

current score

Leader

GPT-5 Mini (batch)

right now

Fugu Max

40

current score

LMMarketCap.com
Interactive Price Comparison
100Kcalls/month
1,000tokens (~1,333 chars)
500tokens (~667 chars)

GPT-5 Mini (batch)

OpenAI

Best Value
Per request$0.000625
Daily$2.08
Monthly$62.50
Annual$750.00

Fugu Max

sakana

Per request$0.005000
Daily$16.67
Monthly$500.00
Annual$6000.00

GPT-5 Mini (batch) saves you $437.50/month

That's $5250.00/year compared to Fugu Max at your current usage level of 100K calls/month.

88% cheaper
Choose GPT-5 Mini (batch) for cost optimization

GPT-5 Mini (batch) pricing:
Input:$0.13/M tokens
Output:$1.00/M tokens
Fugu Max pricing:
Input:$2.00/M tokens
Output:$6.00/M tokens
Winner
GPT-5 Mini (batch)

OpenAI

77

Composite Score

Fugu Max

sakana

40

Composite Score

Signal-by-Signal Comparison
MetricGPT-5 Mini (batch)Fugu MaxWinner
Overall Score
77
40
GPT-5 Mini (batch)
Rank#115#245
GPT-5 Mini (batch)
Quality Rank#115#245
GPT-5 Mini (batch)
Adoption Rank#115#245
GPT-5 Mini (batch)
Parameters------
Context Window400K1000K
Fugu Max
Pricing$0.13/$1.00/M$2.00/$6.00/M--
Signal Scores
Capabilities
100
100
GPT-5 Mini (batch)
Benchmarks
88
--
GPT-5 Mini (batch)
Pricing
99
94
GPT-5 Mini (batch)
Context window size
89
95
Fugu Max
Recency
60
100
Fugu Max
Output Capacity
82
82
GPT-5 Mini (batch)
Benchmark Head-to-Head(11 benchmarks)
GPT-5 Mini: 0Fugu Max: 0
GPT-5 Mini
Fugu Max
Normalized 0-100%
MMLU
93%-
MMLU-Pro
84.5%-
GPQA Diamond
85%-
MATH-500
92.5%-
HumanEval
96.5%-
SWE-bench Verified
75%-
IFEval
92%-
BBH
90.5%-
Arena Elo
1465-
LiveBench
76%-
HLE
35%-
Benchmark Interpretation

Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.

GPT-5 Mini (batch)Strong Performer

Scores 77/100 (rank #115), placing it in the top 61% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Fugu MaxEntry Level

Scores 40/100 (rank #245), placing it in the top 16% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

GPT-5 Mini (batch) has a 37-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose GPT-5 Mini (batch) when you need:

  • High-volume production workloads where API costs must be minimized
  • Step-by-step reasoning and chain-of-thought problem solving

Choose Fugu Max when you need:

  • Processing long documents or large codebases (1000K token context)
  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
GPT-5 Mini (batch)Best Value
Input cost$0.13/M tokens
Output cost$1.00/M tokens
Cost per quality point$0.015
Est. monthly (1M tokens/day)$16.88
Fugu Max
Input cost$2.00/M tokens
Output cost$6.00/M tokens
Cost per quality point$0.200
Est. monthly (1M tokens/day)$120.00

GPT-5 Mini (batch) offers 86% better value per quality point. At 1M tokens/day, you'd spend $16.88/month with GPT-5 Mini (batch) vs $120.00/month with Fugu Max - a $103.13 monthly difference.

Latency & Speed
GPT-5 Mini (batch)Faster
Speed score0/100
Fugu Max
Speed score0/100

Both models have comparable response speeds. For most applications, the latency difference is negligible.

When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.

Example Use Cases

Code generation & review

Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring

GPT-5 Mini (batch)

Customer support chatbot

Suitable for user-facing chat with competitive response times. GPT-5 Mini (batch) also offers lower per-token costs for high-volume support

GPT-5 Mini (batch)

Long document analysis

Larger context window (1000K tokens) can process longer documents, contracts, and research papers in a single pass

Fugu Max

Batch data extraction

Lower output pricing ($1.00/M) reduces costs when processing thousands of records daily

GPT-5 Mini (batch)

Creative writing & content

Higher overall composite score (77/100) correlates with better nuance, coherence, and style in long-form content

GPT-5 Mini (batch)

Image understanding & OCR

Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly

GPT-5 Mini (batch)
Which Should You Choose?
Our recommendation:
GPT-5 Mini (batch)

GPT-5 Mini (batch) clearly outperforms Fugu Max with a significant 36.8-point lead. For most general use cases, GPT-5 Mini (batch) is the stronger choice. However, Fugu Max may still excel in niche scenarios.

by OpenAI

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 86% lower pricing; better value at scale
  • Choose for Reliability - Higher uptime and faster response speeds
  • Choose for Prototyping - Stronger community support and better developer experience
  • Choose for Production - Wider enterprise adoption and proven at scale

by sakana

Consider for specialized use cases.

Capability Comparison
CapabilityGPT-5 Mini (batch)Fugu Max
Vision (Image Input)
Function Calling
Streaming
JSON Mode
Reasoning
Web Search
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

GPT-5 Mini (batch)

OpenAI

Best Value
$1.43
estimated monthly cost

Fugu Max

sakana

$10.80
estimated monthly cost

GPT-5 Mini (batch) saves you $9.38/month

That's 87% cheaper than Fugu Max at 1,000 tokens/request and 100 requests/day.

Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.

Parameters & Context
ParameterGPT-5 Mini (batch)Fugu Max
Context Window400K1M
Max Output Tokens128,000128,000
Open SourceNoNo
CreatedAug 7, 2025Sep 11, 2026
Last updated: 50m ago

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GPT-5 Mini (batch) vs Fugu Max (2026) | LM Market Cap