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Claude Haiku 5.5 vs Moondream 3 Preview

Claude Haiku 5.5

Anthropic

70#123
vs
Moondream 3 Preview

moondream

40#187
Signal-by-Signal Comparison
SignalClaude Haiku 5.5DeltaMoondream 3 Preview
Capabilities
100
+50
50
Pricing
100
+2
98
Context window size
95
+24
72
Recency
100
--
100
Output Capacity
82
+24
58
Overall Result
4 wins
of 5
0 wins
Claude Haiku 5.5 wins 4 of 5 signals

Score History

Score History (2 data points)
Claude Haiku 5.5Moondream 3 Preview
Claude Haiku 5.5

69.9

current score

Leader

Claude Haiku 5.5

right now

Moondream 3 Preview

40

current score

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

Claude Haiku 5.5

Anthropic

Best Value
Per request$0.000350
Daily$1.17
Monthly$35.00
Annual$420.00

Moondream 3 Preview

moondream

Per request$0.001550
Daily$5.17
Monthly$155.00
Annual$1860.00

Claude Haiku 5.5 saves you $120.00/month

That's $1440.00/year compared to Moondream 3 Preview at your current usage level of 100K calls/month.

77% cheaper
Choose Claude Haiku 5.5 for cost optimization

Claude Haiku 5.5 pricing:
Input:$0.10/M tokens
Output:$0.50/M tokens
Moondream 3 Preview pricing:
Input:$0.30/M tokens
Output:$2.50/M tokens
Winner
Claude Haiku 5.5

Anthropic

70

Composite Score

Moondream 3 Preview

moondream

40

Composite Score

Signal-by-Signal Comparison
MetricClaude Haiku 5.5Moondream 3 PreviewWinner
Overall Score
70
40
Claude Haiku 5.5
Rank#123#187
Claude Haiku 5.5
Quality Rank#123#187
Claude Haiku 5.5
Adoption Rank#123#187
Claude Haiku 5.5
Parameters------
Context Window1000K32K
Claude Haiku 5.5
Pricing$0.10/$0.50/M$0.30/$2.50/M--
Signal Scores
Capabilities
100
50
Claude Haiku 5.5
Pricing
100
98
Claude Haiku 5.5
Context window size
95
72
Claude Haiku 5.5
Recency
100
100
Claude Haiku 5.5
Output Capacity
82
58
Claude Haiku 5.5
Benchmark Head-to-Head(1 benchmarks)
Claude Haiku: 0Moondream 3: 0
Claude Haiku
Moondream 3
Normalized 0-100%
HLE
30.12%-
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 Haiku 5.5Competitive

Scores 70/100 (rank #123), placing it in the top 58% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Moondream 3 PreviewEntry Level

Scores 40/100 (rank #187), placing it in the top 36% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

Claude Haiku 5.5 has a 30-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose Claude Haiku 5.5 when you need:

  • High-volume production workloads where API costs must be minimized
  • Processing long documents or large codebases (1000K token context)
  • Agentic applications using tool/function calling
  • Step-by-step reasoning and chain-of-thought problem solving

Choose Moondream 3 Preview when you need:

  • Step-by-step reasoning and chain-of-thought problem solving
  • Self-hosted deployments where you need full control over the model
Cost-Performance Analysis
Claude Haiku 5.5Best Value
Input cost$0.10/M tokens
Output cost$0.50/M tokens
Cost per quality point$0.009
Est. monthly (1M tokens/day)$9.00
Moondream 3 Preview
Input cost$0.30/M tokens
Output cost$2.50/M tokens
Cost per quality point$0.070
Est. monthly (1M tokens/day)$42.00

Claude Haiku 5.5 offers 79% better value per quality point. At 1M tokens/day, you'd spend $9.00/month with Claude Haiku 5.5 vs $42.00/month with Moondream 3 Preview - a $33.00 monthly difference.

Latency & Speed
Claude Haiku 5.5Faster
Speed score0/100
Moondream 3 Preview
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 Haiku 5.5

Customer support chatbot

Suitable for user-facing chat with competitive response times. Claude Haiku 5.5 also offers lower per-token costs for high-volume support

Claude Haiku 5.5

Long document analysis

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

Claude Haiku 5.5

Batch data extraction

Lower output pricing ($0.50/M) reduces costs when processing thousands of records daily

Claude Haiku 5.5

Creative writing & content

Higher overall composite score (70/100) correlates with better nuance, coherence, and style in long-form content

Claude Haiku 5.5

Image understanding & OCR

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

Claude Haiku 5.5
Which Should You Choose?
Our recommendation:
Claude Haiku 5.5

Claude Haiku 5.5 clearly outperforms Moondream 3 Preview with a significant 29.900000000000006-point lead. For most general use cases, Claude Haiku 5.5 is the stronger choice. However, Moondream 3 Preview may still excel in niche scenarios.

Claude Haiku 5.5
Recommended

by Anthropic

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 79% 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 moondream

Consider for specialized use cases.

Capability Comparison
CapabilityClaude Haiku 5.5Moondream 3 Preview
Vision (Image Input)
Function Callingdiffers
Streaming
JSON Modediffers
Reasoning
Web Searchdiffers
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Claude Haiku 5.5

Anthropic

Best Value
$0.7800
estimated monthly cost

Moondream 3 Preview

moondream

$3.54
estimated monthly cost

Claude Haiku 5.5 saves you $2.76/month

That's 78% cheaper than Moondream 3 Preview 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 Haiku 5.5Moondream 3 Preview
Context Window1M32K
Max Output Tokens128,0004,096
Open SourceNoYes
CreatedOct 7, 2026Oct 15, 2026
Last updated: 50m ago

相关对比

Claude Haiku 5.5 vs Moondream 3 Preview (2026) | LM Market Cap