# Multi-SDK Benchmark Report

**Date:** 2026-03-17T10:29:03.806Z
**Duration:** 600.0s
**Runs:** 48 (26 success, 22 failed)
**Success Rate:** 54.2%

## SDK Comparison

| SDK              | Tier     | Avg Score | Avg Time | Avg Cost | Success |
| ---------------- | -------- | --------- | -------- | -------- | ------- |
| Anthropic Claude | balanced | 77.7      | 3.3m     | $0.4239  | 63%     |
| Google Gemini    | balanced | 78.3      | 2.9m     | $0.2783  | 92%     |
| OpenAI           | balanced | n/a       | 0ms      | $0.0000  | 0%      |

## Variant Rankings (by avg score)

| Rank | Variant            | Score | Time | Cost    | Success |
| ---- | ------------------ | ----- | ---- | ------- | ------- |
| 1    | claude-raw-c1-0    | 82.7  | 2.2m | $0.4836 | 50%     |
| 2    | google-raw-4       | 78.3  | 3.3m | $0.3627 | 100%    |
| 3    | google-sdk-5       | 78.2  | 2.3m | $0.1771 | 83%     |
| 4    | claude-raw-c4835-2 | 75.2  | 4.4m | $0.4944 | 100%    |
| 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   | 1.2m | $0.0975 | 33%     |
| 8    | claude-sdk-c4835-3 | n/a   | 3.4m | $0.4367 | 67%     |

## Per-Commit Results

### Weather Card (simple)

- **Avg Score:** 80.0
- **Best:** claude-raw-c1-0
- **Worst:** google-raw-4

### Multi-Step Survey Form (medium)

- **Avg Score:** 75.8
- **Best:** google-raw-4
- **Worst:** claude-raw-c4835-2

### Interactive Periodic Table (complex)

- **Avg Score:** 78.0
- **Best:** google-sdk-5
- **Worst:** google-raw-4

### Chat Interface (medium)

- **Avg Score:** 75.8
- **Best:** claude-raw-c1-0
- **Worst:** google-raw-4

### Stock Ticker Dashboard (simple)

- **Avg Score:** 81.3
- **Best:** google-raw-4
- **Worst:** claude-raw-c4835-2

### Onboarding Wizard (medium)

- **Avg Score:** 75.0
- **Best:** claude-raw-c4835-2
- **Worst:** google-raw-4

## Failures

- **claude-raw-c1-0** × survey-form: Claude raw iterative: no compiled code produced
- **claude-raw-c1-0** × periodic-table: Claude raw iterative: no compiled code produced
- **claude-raw-c1-0** × onboarding-wizard: Claude raw iterative: no compiled code produced
- **claude-sdk-c1-1** × survey-form: Claude SDK iterative: no compiled code produced
- **claude-sdk-c1-1** × periodic-table: Timeout after 600000ms
- **claude-sdk-c1-1** × chat-interface: Claude SDK iterative: no compiled code produced
- **claude-sdk-c1-1** × onboarding-wizard: Timeout after 600000ms
- **claude-sdk-c4835-3** × chat-interface: Timeout after 600000ms
- **claude-sdk-c4835-3** × onboarding-wizard: Timeout after 600000ms
- **google-sdk-5** × onboarding-wizard: Google ADK 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
