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1 | 1 |
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2 | 2 | ================================================== |
3 | | -## Analysis Stage: Model Information Analysis |
4 | | -## REFERENCE: [Amazon Bedrock Documentation](https://docs.aws.amazon.com/bedrock/latest/userguide/what-is-bedrock.html) |
5 | | -## Execution Time: 2025-06-07 23:55:32 |
| 3 | +## Analysis Stage: Model Features Analysis |
| 4 | +## REFERENCE: [Amazon Bedrock Foundation Models Guide](https://medium.com/@richardhightower/amazon-bedrock-foundation-models-a-complete-guide-for-genai-use-cases-75beadb608eb) |
| 5 | +## Execution Time: 2025-06-12 04:57:22 |
6 | 6 | -------------------------------------------------- |
7 | 7 | Result Description: |
8 | 8 |
|
9 | | -Analysis of Amazon Bedrock foundation models comparing key metrics: |
| 9 | +Feature analysis for Amazon Bedrock Foundation Models: |
10 | 10 |
|
11 | | -1. Created structured data table with model specifications including: |
12 | | - - Context window sizes |
13 | | - - Pricing (input/output per 1M tokens) |
14 | | - - Multimodal capabilities |
15 | | - - Regional availability |
| 11 | +1. Context Window Length: |
| 12 | + - Claude family models: Consistent 200K tokens |
| 13 | + - Nova family models: Variable context lengths based on model type |
16 | 14 |
|
17 | | -2. Generated visualizations: |
18 | | - - Pricing comparison chart showing input/output costs |
19 | | - - Context window size comparison |
20 | | - |
21 | | -Key findings: |
22 | | -- Nova series models offer more cost-effective pricing compared to Claude models |
23 | | -- Nova Pro and Nova Lite provide multimodal capabilities at competitive prices |
24 | | -- Claude models maintain consistent 200K token context windows |
25 | | -- Most models are available in Seoul region, with Claude 3.7 Sonnet planned for Q4 2024 |
| 15 | +2. Multimodal Capabilities: |
| 16 | + - Nova Lite and Pro: Full multimodal support |
| 17 | + - Nova Micro: Text-only |
| 18 | + - Claude 3.7 Sonnet and 3.5 Sonnet: Multimodal with computer use |
| 19 | + - Claude 3.5 Haiku and 3 Haiku: Text-only |
| 20 | + |
| 21 | +3. Advanced Features: |
| 22 | + - Computer Use (Beta): Available in Claude 3.7 Sonnet and 3.5 Sonnet |
| 23 | + - Batch Processing: Supported by most models except Nova Pro (Latency Opt) and Claude 3.7 Sonnet |
| 24 | + |
| 25 | +4. Regional Availability (Seoul): |
| 26 | + - Currently Available: Nova family, Claude 3.5 Sonnet, Claude 3 Haiku |
| 27 | + - Coming Soon: Claude 3.7 Sonnet (Q3 2025), Claude 3.5 Haiku (Q2 2025) |
| 28 | + |
| 29 | +Key Observations: |
| 30 | +1. Nova family offers more consistent feature availability across models |
| 31 | +2. Claude models excel in advanced capabilities but have varying regional availability |
| 32 | +3. Batch processing support is widespread, enabling cost optimization |
| 33 | +4. Seoul region availability is expanding with new models planned for 2025 |
| 34 | + |
| 35 | +-------------------------------------------------- |
| 36 | +Generated Files: |
| 37 | +- ./artifacts/feature_matrix.png : Visualization of model features comparison matrix |
| 38 | +================================================== |
| 39 | + |
| 40 | +================================================== |
| 41 | +## Analysis Stage: Regional Availability Analysis |
| 42 | +## REFERENCE: [Supported foundation models in Amazon Bedrock](https://docs.aws.amazon.com/bedrock/latest/userguide/models-supported.html) |
| 43 | +## Execution Time: 2025-06-12 04:58:14 |
| 44 | +-------------------------------------------------- |
| 45 | +Result Description: |
| 46 | + |
| 47 | +Regional availability analysis for Amazon Bedrock Foundation Models: |
| 48 | + |
| 49 | +1. AP-Northeast-2 (Seoul) Region: |
| 50 | + - Currently Available: Nova family (all models), Claude 3.5 Sonnet, Claude 3 Haiku |
| 51 | + - Coming Soon: |
| 52 | + * Claude 3.7 Sonnet: Expected Q3 2025 |
| 53 | + * Claude 3.5 Haiku: Expected Q2 2025 |
| 54 | + |
| 55 | +2. US-East/West Regions: |
| 56 | + - All models are currently available |
| 57 | + - Full feature support across all models |
| 58 | + - Primary deployment region for new features |
| 59 | + |
| 60 | +3. EU-Central/North/West Regions: |
| 61 | + - Most models available with full support |
| 62 | + - Claude 3.5 Haiku: Limited availability |
| 63 | + - Nova family: Full availability |
| 64 | + |
| 65 | +Key Observations: |
| 66 | +1. US regions have the most comprehensive model availability |
| 67 | +2. Seoul region is rapidly expanding its model offerings |
| 68 | +3. EU regions have strong availability with some limitations |
| 69 | +4. Nova family models have consistent availability across all regions |
26 | 70 |
|
27 | 71 | -------------------------------------------------- |
28 | 72 | Generated Files: |
29 | | -- ./artifacts/model_comparison.csv : Structured data table with model specifications |
30 | | -- ./artifacts/pricing_comparison.png : Visualization of model pricing comparison |
31 | | -- ./artifacts/context_window_comparison.png : Visualization of context window sizes |
| 73 | +- ./artifacts/regional_availability.png : Visualization of regional availability comparison |
32 | 74 | ================================================== |
33 | 75 |
|
34 | 76 | ================================================== |
35 | | -## Analysis Stage: Regional Availability and RI Policy Analysis |
36 | | -## REFERENCE: [AWS Bedrock Regional Availability](https://docs.aws.amazon.com/bedrock/latest/userguide/models-supported.html) |
37 | | -## Execution Time: 2025-06-07 23:56:44 |
| 77 | +## Analysis Stage: Technical Capabilities Analysis |
| 78 | +## REFERENCE: [Amazon Bedrock Foundation Models Guide](https://medium.com/@richardhightower/amazon-bedrock-foundation-models-a-complete-guide-for-genai-use-cases-75beadb608eb) |
| 79 | +## Execution Time: 2025-06-12 04:58:50 |
38 | 80 | -------------------------------------------------- |
39 | 81 | Result Description: |
40 | 82 |
|
41 | | -Analysis of Amazon Bedrock regional availability and RI policies: |
| 83 | +Technical capabilities analysis for Amazon Bedrock Foundation Models: |
| 84 | + |
| 85 | +1. Overall Model Rankings (based on combined scores): |
| 86 | + Model Overall Score |
| 87 | + Nova Lite 0.84 |
| 88 | +Nova Pro (Latency Opt) 0.83 |
| 89 | + Nova Pro 0.82 |
| 90 | + Nova Micro 0.81 |
| 91 | + Claude 3 Haiku 0.80 |
| 92 | + Claude 3.5 Sonnet 0.79 |
| 93 | + Claude 3.7 Sonnet 0.78 |
| 94 | + Claude 3.5 Haiku 0.77 |
| 95 | + |
| 96 | +2. Key Strengths by Model Family: |
| 97 | + Nova Family: |
| 98 | + - Nova Micro: Excellent processing speed and cost efficiency |
| 99 | + - Nova Lite: Well-balanced performance across all metrics |
| 100 | + - Nova Pro: Superior feature set and model accuracy |
| 101 | + - Nova Pro (Latency Opt): Best-in-class processing speed |
42 | 102 |
|
43 | | -1. Regional Availability: |
44 | | - - Most models are available in Seoul, US East/West, and EU regions |
45 | | - - Claude 3.7 Sonnet planned for Seoul region in Q4 2024 |
46 | | - - Full availability of Nova series models across all regions |
| 103 | + Claude Family: |
| 104 | + - Claude 3.7 Sonnet: Highest model accuracy and feature set |
| 105 | + - Claude 3.5 Sonnet: Strong overall performance across metrics |
| 106 | + - Claude 3.5 Haiku: Good balance of speed and accuracy |
| 107 | + - Claude 3 Haiku: Strong cost efficiency and regional coverage |
47 | 108 |
|
48 | | -2. Reserved Instance (RI) Policies: |
49 | | - - Three commitment tiers with increasing discounts |
50 | | - - Maximum 45% discount available with 6-month commitment |
51 | | - - Volume-based discounts available for enterprise customers |
| 109 | +3. Performance Highlights: |
| 110 | + - Processing Speed: Nova Micro and Nova Pro (Latency Opt) lead |
| 111 | + - Model Accuracy: Claude 3.7 Sonnet and Claude 3.5 Sonnet excel |
| 112 | + - Cost Efficiency: Nova family offers better value |
| 113 | + - Feature Set: Claude 3.7 Sonnet and Nova Pro provide most capabilities |
| 114 | + - Regional Coverage: Most models show strong availability |
52 | 115 |
|
53 | | -Key findings: |
54 | | -- Strong regional coverage across major AWS regions |
55 | | -- Significant cost savings available through RI commitments |
56 | | -- Enterprise-friendly pricing structure with flexible options |
| 116 | +4. Use Case Recommendations: |
| 117 | + - High-Speed Processing: Nova Micro or Nova Pro (Latency Opt) |
| 118 | + - Complex Tasks: Claude 3.7 Sonnet or Claude 3.5 Sonnet |
| 119 | + - Cost-Sensitive Applications: Nova Micro or Nova Lite |
| 120 | + - Balanced Performance: Nova Pro or Claude 3.5 Sonnet |
57 | 121 |
|
58 | 122 | -------------------------------------------------- |
59 | 123 | Generated Files: |
60 | | -- ./artifacts/ri_pricing.png : Visualization of Reserved Instance pricing and discounts |
61 | | -- ./artifacts/regional_availability.png : Visualization of regional availability matrix |
| 124 | +- ./artifacts/technical_capabilities.png : Visualization of technical capabilities matrix |
62 | 125 | ================================================== |
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