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Llama 3.2 1B Instruct vs Fugu Max

vs
Fugu Max

sakana

40#246
Signal-by-Signal Comparison
SignalLlama 3.2 1B InstructDeltaFugu Max
Capabilities
17
-83
100
Benchmarks
20
+20
0
Pricing
100
+6
94
Context window size
76
-19
95
Recency
0
-100
100
Output Capacity
76
-6
82
Overall Result
2 wins
of 6
4 wins
Fugu Max wins 4 of 6 signals

Score History

Score History (32 data points)
Llama 3.2 1B InstructFugu Max
Llama 3.2 1B Instruct

17.8

current score

Leader

Fugu Max

right now

Fugu Max

40

current score

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

Llama 3.2 1B Instruct

Meta

Best Value
Per request$0.000128
Daily$0.43
Monthly$12.75
Annual$153.00

Fugu Max

sakana

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

Llama 3.2 1B Instruct saves you $487.25/month

That's $5847.00/year compared to Fugu Max at your current usage level of 100K calls/month.

97% cheaper
Choose Llama 3.2 1B Instruct for cost optimization

Llama 3.2 1B Instruct pricing:
Input:$0.03/M tokens
Output:$0.20/M tokens
Fugu Max pricing:
Input:$2.00/M tokens
Output:$6.00/M tokens
Llama 3.2 1B Instruct

Meta

18

Composite Score

Winner
Fugu Max

sakana

40

Composite Score

Signal-by-Signal Comparison
MetricLlama 3.2 1B InstructFugu MaxWinner
Overall Score
18
40
Fugu Max
Rank#419#246
Fugu Max
Quality Rank#419#246
Fugu Max
Adoption Rank#419#246
Fugu Max
Parameters1B----
Context Window60K1000K
Fugu Max
Pricing$0.03/$0.20/M$2.00/$6.00/M--
Signal Scores
Capabilities
17
100
Fugu Max
Benchmarks
20
--
Llama 3.2 1B Instruct
Pricing
100
94
Llama 3.2 1B Instruct
Context window size
76
95
Fugu Max
Recency
0
100
Fugu Max
Output Capacity
76
82
Fugu Max
Benchmark Head-to-Head(2 benchmarks)
Llama 3.2: 0Fugu Max: 0
Llama 3.2
Fugu Max
Normalized 0-100%
Arena Elo
1111-
BigCodeBench
8.2%-
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.

Llama 3.2 1B InstructLimited

Scores 18/100 (rank #419), placing it in the top -44% of all 290 models tracked.

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

Scores 40/100 (rank #246), placing it in the top 16% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

Fugu Max has a 22-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose Llama 3.2 1B Instruct when you need:

  • High-volume production workloads where API costs must be minimized
  • Self-hosted deployments where you need full control over the model

Choose Fugu Max when you need:

  • Processing long documents or large codebases (1000K token context)
  • Multimodal workflows that require image understanding
  • Agentic applications using tool/function calling
  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
Llama 3.2 1B InstructBest Value
Input cost$0.03/M tokens
Output cost$0.20/M tokens
Cost per quality point$0.013
Est. monthly (1M tokens/day)$3.42
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

Llama 3.2 1B Instruct offers 97% better value per quality point. At 1M tokens/day, you'd spend $3.42/month with Llama 3.2 1B Instruct vs $120.00/month with Fugu Max - a $116.58 monthly difference.

Latency & Speed
Llama 3.2 1B InstructFaster
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

Llama 3.2 1B Instruct

Customer support chatbot

Suitable for user-facing chat with competitive response times. Llama 3.2 1B Instruct also offers lower per-token costs for high-volume support

Llama 3.2 1B Instruct

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 ($0.20/M) reduces costs when processing thousands of records daily

Llama 3.2 1B Instruct

Creative writing & content

Higher overall composite score (40/100) correlates with better nuance, coherence, and style in long-form content

Fugu Max

Image understanding & OCR

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

Fugu Max
Which Should You Choose?
Our recommendation:
Fugu Max

Fugu Max clearly outperforms Llama 3.2 1B Instruct with a significant 22.2-point lead. For most general use cases, Fugu Max is the stronger choice. However, Llama 3.2 1B Instruct may still excel in niche scenarios.

by Meta

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 97% 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
Fugu Max
Recommended

by sakana

Consider for specialized use cases.

Capability Comparison
CapabilityLlama 3.2 1B InstructFugu Max
Vision (Image Input)differs
Function Callingdiffers
Streaming
JSON Modediffers
Reasoningdiffers
Web Searchdiffers
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Llama 3.2 1B Instruct

Meta

Best Value
$0.2898
estimated monthly cost

Fugu Max

sakana

$10.80
estimated monthly cost

Llama 3.2 1B Instruct saves you $10.51/month

That's 97% 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
ParameterLlama 3.2 1B InstructFugu Max
Context Window60K1M
Max Output Tokens54,000128,000
Open SourceYesNo
CreatedSep 25, 2024Sep 11, 2026
Last updated: 10m ago

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Llama 3.2 1B Instruct vs Fugu Max (2026) | LM Market Cap