# Multi-SDK Benchmark Report

**Date:** 2026-03-17T10:04:25.100Z
**Duration:** 600.0s
**Runs:** 48 (29 success, 19 failed)
**Success Rate:** 60.4%

## SDK Comparison

| SDK              | Tier     | Avg Score | Avg Time | Avg Cost | Success |
| ---------------- | -------- | --------- | -------- | -------- | ------- |
| Anthropic Claude | balanced | 76.7      | 3.8m     | $0.4291  | 75%     |
| Google Gemini    | balanced | 77.2      | 2.6m     | $0.2072  | 92%     |
| OpenAI           | balanced | n/a       | 0ms      | $0.0000  | 0%      |

## Variant Rankings (by avg score)

| Rank | Variant            | Score | Time | Cost    | Success |
| ---- | ------------------ | ----- | ---- | ------- | ------- |
| 1    | claude-raw-c4835-2 | 78.8  | 5.2m | $0.5748 | 83%     |
| 2    | google-sdk-5       | 77.6  | 2.5m | $0.1901 | 100%    |
| 3    | google-raw-4       | 76.7  | 2.7m | $0.2278 | 83%     |
| 4    | claude-raw-c1-0    | 73.3  | 2.1m | $0.4359 | 50%     |
| 5    | openai-raw-6       | 0.0   | 0ms  | $0.0000 | 0%      |
| 6    | openai-sdk-7       | 0.0   | 0ms  | $0.0000 | 0%      |
| 7    | claude-sdk-c1-1    | n/a   | 3.6m | $0.2595 | 100%    |
| 8    | claude-sdk-c4835-3 | n/a   | 3.8m | $0.4960 | 67%     |

## Per-Commit Results

### Weather Card (simple)

- **Avg Score:** 80.6
- **Best:** google-raw-4
- **Worst:** claude-raw-c1-0

### Multi-Step Survey Form (medium)

- **Avg Score:** 74.1
- **Best:** google-sdk-5
- **Worst:** google-raw-4

### Interactive Periodic Table (complex)

- **Avg Score:** 76.7
- **Best:** google-sdk-5
- **Worst:** google-raw-4

### Chat Interface (medium)

- **Avg Score:** 76.3
- **Best:** claude-raw-c4835-2
- **Worst:** google-sdk-5

### Stock Ticker Dashboard (simple)

- **Avg Score:** 76.8
- **Best:** claude-raw-c4835-2
- **Worst:** google-sdk-5

### Onboarding Wizard (medium)

- **Avg Score:** 77.0
- **Best:** google-sdk-5
- **Worst:** claude-raw-c4835-2

## Failures

- **claude-raw-c1-0** × periodic-table: Claude raw iterative: no compiled code produced
- **claude-raw-c1-0** × chat-interface: Claude raw iterative: no compiled code produced
- **claude-raw-c1-0** × onboarding-wizard: Claude raw iterative: no compiled code produced
- **claude-raw-c4835-2** × periodic-table: Timeout after 600000ms
- **claude-sdk-c4835-3** × survey-form: Timeout after 600000ms
- **claude-sdk-c4835-3** × chat-interface: Timeout after 600000ms
- **google-raw-4** × onboarding-wizard: Google raw iterative: no compiled code produced
- **openai-raw-6** × weather-card: OpenAI raw iterative: no compiled code produced
- **openai-raw-6** × survey-form: OpenAI raw iterative: no compiled code produced
- **openai-raw-6** × periodic-table: OpenAI raw iterative: no compiled code produced
- **openai-raw-6** × chat-interface: OpenAI raw iterative: no compiled code produced
- **openai-raw-6** × stock-ticker: OpenAI raw iterative: no compiled code produced
- **openai-raw-6** × onboarding-wizard: OpenAI raw iterative: no compiled code produced
- **openai-sdk-7** × weather-card: OpenAI SDK iterative: no compiled code produced
- **openai-sdk-7** × survey-form: OpenAI SDK iterative: no compiled code produced
- **openai-sdk-7** × periodic-table: OpenAI SDK iterative: no compiled code produced
- **openai-sdk-7** × chat-interface: OpenAI SDK iterative: no compiled code produced
- **openai-sdk-7** × stock-ticker: OpenAI SDK iterative: no compiled code produced
- **openai-sdk-7** × onboarding-wizard: OpenAI SDK iterative: no compiled code produced
