# Multi-SDK Benchmark Report

**Date:** 2026-03-18T04:35:06.382Z
**Duration:** 900.1s
**Runs:** 72 (66 success, 6 failed)
**Success Rate:** 91.7%

## SDK Comparison

| SDK              | Tier     | Avg Score | Avg Time | Avg Cost | Success |
| ---------------- | -------- | --------- | -------- | -------- | ------- |
| OpenAI           | balanced | 84.4      | 21.6s    | $0.0511  | 88%     |
| Google Gemini    | balanced | 79.2      | 2.9m     | $0.5145  | 96%     |
| Anthropic Claude | balanced | 78.9      | 3.8m     | $0.7195  | 92%     |

## Variant Rankings (by avg score)

| Rank | Variant             | Score | Time  | Cost    | Success |
| ---- | ------------------- | ----- | ----- | ------- | ------- |
| 1    | openai-raw-c0437-2  | 86.1  | 23.2s | $0.1493 | 67%     |
| 2    | google-sdk-c3975-7  | 85.8  | 2.7m  | $0.5214 | 83%     |
| 3    | openai-sdk-c1-1     | 84.9  | 21.8s | $0.0000 | 100%    |
| 4    | openai-raw-c1-0     | 83.5  | 21.7s | $0.0952 | 83%     |
| 5    | openai-sdk-c0437-3  | 83.4  | 20.3s | $0.0000 | 100%    |
| 6    | google-sdk-c1-5     | 82.5  | 2.4m  | $0.3081 | 100%    |
| 7    | claude-raw-c1-8     | 79.2  | 2.5m  | $0.8981 | 100%    |
| 8    | claude-raw-c4835-10 | 78.7  | 7.4m  | $1.0153 | 83%     |
| 9    | claude-sdk-c1-9     | 78.5  | 2.2m  | $0.2664 | 83%     |
| 10   | google-raw-c3975-6  | 75.1  | 3.9m  | $0.7882 | 100%    |
| 11   | google-raw-c1-4     | 74.6  | 2.7m  | $0.4416 | 100%    |
| 12   | claude-sdk-c4835-11 | n/a   | 3.7m  | $0.6720 | 100%    |

## Per-Commit Results

### Weather Card (simple)

- **Avg Score:** 82.6
- **Best:** openai-raw-c0437-2
- **Worst:** google-raw-c3975-6

### Multi-Step Survey Form (medium)

- **Avg Score:** 77.6
- **Best:** google-sdk-c1-5
- **Worst:** google-raw-c3975-6

### Interactive Periodic Table (complex)

- **Avg Score:** 79.6
- **Best:** openai-sdk-c1-1
- **Worst:** claude-raw-c1-8

### Chat Interface (medium)

- **Avg Score:** 80.5
- **Best:** openai-sdk-c1-1
- **Worst:** openai-raw-c1-0

### Stock Ticker Dashboard (simple)

- **Avg Score:** 87.2
- **Best:** openai-raw-c1-0
- **Worst:** google-raw-c1-4

### Onboarding Wizard (medium)

- **Avg Score:** 78.8
- **Best:** openai-raw-c0437-2
- **Worst:** google-raw-c1-4

## Failures

- **openai-raw-c1-0** × survey-form: OpenAI raw iterative: no compiled code produced
- **openai-raw-c0437-2** × periodic-table: OpenAI raw iterative: no compiled code produced
- **openai-raw-c0437-2** × stock-ticker: OpenAI raw iterative: no compiled code produced
- **google-sdk-c3975-7** × chat-interface: Google ADK iterative: no compiled code produced
- **claude-sdk-c1-9** × chat-interface: Claude SDK iterative: no compiled code produced
- **claude-raw-c4835-10** × onboarding-wizard: Timeout after 900000ms
