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Claude 3 Haiku vs Llama 3.1 8B Instruct

Claude 3 Haiku

Anthropic

53#163
vs
Signal-by-Signal Comparison
SignalClaude 3 HaikuDeltaLlama 3.1 8B Instruct
Capabilities
67
+17
50
Benchmarks
50
-2
51
Pricing
99
-1
100
Context window size
76
+3
73
Recency
0
-1
2
Output Capacity
60
-10
70
Overall Result
2 wins
of 6
4 wins
Llama 3.1 8B Instruct wins 4 of 6 signals

Score History

Score History (22 data points)
Claude 3 HaikuLlama 3.1 8B Instruct
Claude 3 Haiku

52.5

current score

Leader

Claude 3 Haiku

right now

Llama 3.1 8B Instruct

52.4

current score

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

Claude 3 Haiku

Anthropic

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

Llama 3.1 8B Instruct

Meta

Best Value
Per request$0.000035
Daily$0.12
Monthly$3.50
Annual$42.00

Llama 3.1 8B Instruct saves you $84.00/month

That's $1008.00/year compared to Claude 3 Haiku at your current usage level of 100K calls/month.

96% cheaper
Choose Llama 3.1 8B Instruct for cost optimization

Claude 3 Haiku pricing:
Input:$0.25/M tokens
Output:$1.25/M tokens
Llama 3.1 8B Instruct pricing:
Input:$0.02/M tokens
Output:$0.03/M tokens
Winner
Claude 3 Haiku

Anthropic

53

Composite Score

Llama 3.1 8B Instruct

Meta

52

Composite Score

Signal-by-Signal Comparison
MetricClaude 3 HaikuLlama 3.1 8B InstructWinner
Overall Score
53
52
Claude 3 Haiku
Rank#163#164
Claude 3 Haiku
Quality Rank#163#164
Claude 3 Haiku
Adoption Rank#163#164
Claude 3 Haiku
Parameters--8B--
Context Window200K131K
Claude 3 Haiku
Pricing$0.25/$1.25/M$0.02/$0.03/M--
Signal Scores
Capabilities
67
50
Claude 3 Haiku
Benchmarks
50
51
Llama 3.1 8B Instruct
Pricing
99
100
Llama 3.1 8B Instruct
Context window size
76
73
Claude 3 Haiku
Recency
0
2
Llama 3.1 8B Instruct
Output Capacity
60
70
Llama 3.1 8B Instruct
Benchmark Head-to-Head(4 benchmarks)
Claude 3: 3Llama 3.1: 0
Claude 3
Llama 3.1
Normalized 0-100%
HumanEval
76.8%69.5%
Arena Elo
12611211
LiveBench
22.5%-
BigCodeBench
39.4%32.8%
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 53/100 (rank #163), placing it in the top 44% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Llama 3.1 8B InstructCompetitive

Scores 52/100 (rank #164), placing it in the top 44% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

With only a 0-point gap, these models are in the same performance tier. The practical difference in output quality is minimal - your choice should depend on pricing, latency requirements, and specific feature needs.

When to Use Each Model

Choose Claude 3 Haiku when you need:

  • Processing long documents or large codebases (200K token context)
  • Multimodal workflows that require image understanding

Choose Llama 3.1 8B 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
Cost-Performance Analysis
Claude 3 Haiku
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
Llama 3.1 8B InstructBest Value
Input cost$0.02/M tokens
Output cost$0.03/M tokens
Cost per quality point$0.001
Est. monthly (1M tokens/day)$0.75

Llama 3.1 8B Instruct offers 97% better value per quality point. At 1M tokens/day, you'd spend $0.75/month with Llama 3.1 8B Instruct vs $22.50/month with Claude 3 Haiku - a $21.75 monthly difference.

Latency & Speed
Claude 3 HaikuFaster
Speed score0/100
Llama 3.1 8B Instruct
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. Llama 3.1 8B Instruct also offers lower per-token costs for high-volume support

Claude 3 Haiku

Long document analysis

Larger context window (200K tokens) can process longer documents, contracts, and research papers in a single pass

Claude 3 Haiku

Batch data extraction

Lower output pricing ($0.03/M) reduces costs when processing thousands of records daily

Llama 3.1 8B Instruct

Creative writing & content

Higher overall composite score (53/100) 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 and Llama 3.1 8B Instruct are extremely close in overall performance (only 0.10000000000000142 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.

Claude 3 Haiku
Recommended

by Anthropic

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • 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 Meta

  • Choose for Cost - 97% lower pricing; better value at scale
Capability Comparison
CapabilityClaude 3 HaikuLlama 3.1 8B Instruct
Vision (Image Input)differs
Function Calling
Streaming
JSON Modediffers
Reasoning
Web Searchdiffers
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Claude 3 Haiku

Anthropic

$1.95
estimated monthly cost

Llama 3.1 8B Instruct

Meta

Best Value
$0.0720
estimated monthly cost

Llama 3.1 8B Instruct saves you $1.88/month

That's 96% cheaper than Claude 3 Haiku 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 HaikuLlama 3.1 8B Instruct
Context Window200K131K
Max Output Tokens4,09616,384
Open SourceNoYes
CreatedMar 13, 2024Jul 23, 2024
Last updated: 14m ago

相关对比

Claude 3 Haiku vs Llama 3.1 8B Instruct (2026) | LM Market Cap