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Claude 3 Haiku vs Fugu Max

Claude 3 Haiku

Anthropic

51#226
vs
Fugu Max

sakana

40#248
Signal-by-Signal Comparison
SignalClaude 3 HaikuDeltaFugu Max
Capabilities
67
-33
100
Benchmarks
48
+48
0
Pricing
99
+5
94
Context window size
84
-11
95
Recency
0
-100
100
Output Capacity
58
-24
82
Overall Result
2 wins
of 6
4 wins
Fugu Max wins 4 of 6 signals

Score History

Score History (32 data points)
Claude 3 HaikuFugu Max
Claude 3 Haiku

51.3

current score

Leader

Claude 3 Haiku

right now

Fugu Max

40

current score

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

Claude 3 Haiku

Anthropic

Best Value
Per request$0.000875
Daily$2.92
Monthly$87.50
Annual$1050.00

Fugu Max

sakana

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

Claude 3 Haiku saves you $412.50/month

That's $4950.00/year compared to Fugu Max at your current usage level of 100K calls/month.

83% cheaper
Choose Claude 3 Haiku for cost optimization

Claude 3 Haiku pricing:
Input:$0.25/M tokens
Output:$1.25/M tokens
Fugu Max pricing:
Input:$2.00/M tokens
Output:$6.00/M tokens
Winner
Claude 3 Haiku

Anthropic

51

Composite Score

Fugu Max

sakana

40

Composite Score

Signal-by-Signal Comparison
MetricClaude 3 HaikuFugu MaxWinner
Overall Score
51
40
Claude 3 Haiku
Rank#226#248
Claude 3 Haiku
Quality Rank#226#248
Claude 3 Haiku
Adoption Rank#226#248
Claude 3 Haiku
Parameters------
Context Window200K1000K
Fugu Max
Pricing$0.25/$1.25/M$2.00/$6.00/M--
Signal Scores
Capabilities
67
100
Fugu Max
Benchmarks
48
--
Claude 3 Haiku
Pricing
99
94
Claude 3 Haiku
Context window size
84
95
Fugu Max
Recency
0
100
Fugu Max
Output Capacity
58
82
Fugu Max
Benchmark Head-to-Head(5 benchmarks)
Claude 3: 0Fugu Max: 0
Claude 3
Fugu Max
Normalized 0-100%
MMLU-Pro
42.3%-
HumanEval
76.8%-
Arena Elo
1261-
LiveBench
22.5%-
BigCodeBench
39.4%-
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.

Claude 3 HaikuCompetitive

Scores 51/100 (rank #226), placing it in the top 22% of all 290 models tracked.

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

Scores 40/100 (rank #248), placing it in the top 15% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

Claude 3 Haiku has a 11-point advantage, which typically translates to noticeably better performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose Claude 3 Haiku when you need:

  • High-volume production workloads where API costs must be minimized

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
Claude 3 HaikuBest Value
Input cost$0.25/M tokens
Output cost$1.25/M tokens
Cost per quality point$0.029
Est. monthly (1M tokens/day)$22.50
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

Claude 3 Haiku offers 81% better value per quality point. At 1M tokens/day, you'd spend $22.50/month with Claude 3 Haiku vs $120.00/month with Fugu Max - a $97.50 monthly difference.

Latency & Speed
Claude 3 HaikuFaster
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

Claude 3 Haiku

Customer support chatbot

Suitable for user-facing chat with competitive response times. Claude 3 Haiku also offers lower per-token costs for high-volume support

Claude 3 Haiku

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 ($1.25/M) reduces costs when processing thousands of records daily

Claude 3 Haiku

Creative writing & content

Higher overall composite score (51/100) correlates with better nuance, coherence, and style in long-form content

Claude 3 Haiku

Image understanding & OCR

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

Claude 3 Haiku
Which Should You Choose?
Our recommendation:
Claude 3 Haiku

Claude 3 Haiku clearly outperforms Fugu Max with a significant 11.299999999999997-point lead. For most general use cases, Claude 3 Haiku is the stronger choice. However, Fugu Max may still excel in niche scenarios.

Claude 3 Haiku
Recommended

by Anthropic

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 81% 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
CapabilityClaude 3 HaikuFugu Max
Vision (Image Input)
Function Calling
Streaming
JSON Modediffers
Reasoningdiffers
Web Search
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Claude 3 Haiku

Anthropic

Best Value
$1.95
estimated monthly cost

Fugu Max

sakana

$10.80
estimated monthly cost

Claude 3 Haiku saves you $8.85/month

That's 82% 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
ParameterClaude 3 HaikuFugu Max
Context Window200K1M
Max Output Tokens4,096128,000
Open SourceNoNo
CreatedMar 13, 2024Sep 11, 2026
Last updated: 53m ago

相关对比

Claude 3 Haiku vs Fugu Max (2026) | LM Market Cap