Updated March 26, 2026· Based on independent benchmark data
GPT-5.3 Codex (xhigh) leads in intelligence with a score of 54.0 vs 12.3. Claude 3 Haiku is 7.0x cheaper at $0.25/1M tokens vs $1.75/1M. For speed, Claude 3 Haiku wins at 132 tok/s vs 72 tok/s.
| Metric | Claude 3 Haiku | GPT-5.3 Codex (xhigh) |
|---|---|---|
| Intelligence Score | 12.3 | 54.0 |
| Coding Score | 6.7 | 53.1 |
| Math Score | N/A | N/A |
| Speed (tok/s) | 132 tok/s | 72 tok/s |
| Latency (TTFT) | 0.45s | 83.91s |
| Input Price / 1M tokens | $0.25 | $1.75 |
| Output Price / 1M tokens | $1.25 | $14 |
| Context Window | 200K |
GPT-5.3 Codex (xhigh) outperforms Claude 3 Haiku on the intelligence index with a score of 54.0 compared to 12.3. For coding tasks, GPT-5.3 Codex (xhigh) has the edge with a coding score of 53.1 vs 6.7.
Claude 3 Haiku generates output significantly faster at 132 tok/s compared to GPT-5.3 Codex (xhigh)'s 72 tok/s, making it 1.8x faster for streaming responses. Time to first token is 0.45s for Claude 3 Haiku vs 83.91s for GPT-5.3 Codex (xhigh), which affects perceived responsiveness in interactive applications.
Claude 3 Haiku is more affordable at $0.25/1M input tokens ($1.25/1M output), while GPT-5.3 Codex (xhigh) costs $1.75/1M input ($14/1M output). That makes GPT-5.3 Codex (xhigh) 7.0x more expensive per token, which can add up significantly at scale. For a typical workload of 100 requests per day at 2,000 tokens each, Claude 3 Haiku would cost approximately $1.50/month vs $10.50/month for GPT-5.3 Codex (xhigh) in input costs alone.
Choose Claude 3 Haiku when you need faster output (132 tok/s), lower cost. Choose GPT-5.3 Codex (xhigh) when you need higher intelligence (54.0), stronger coding performance (53.1).
GPT-5.3 Codex (xhigh) scores higher on coding benchmarks (53.1 vs 6.7), making it the better choice for programming tasks.
Claude 3 Haiku is cheaper at $0.25/1M input tokens vs $1.75/1M for GPT-5.3 Codex (xhigh).
Claude 3 Haiku is faster, producing output at 132 tok/s compared to GPT-5.3 Codex (xhigh)'s 72 tok/s.
Yes, Claude 3 Haiku supports image input. GPT-5.3 Codex (xhigh) does not support image input.
Data last synced: March 26, 2026
| N/A |
| Max Output Tokens | N/A | N/A |
| Input Modalities | Text + Image | Text |
| Output Modalities | Text | Text |
| Free Tier | No | No |
It depends on your priorities. GPT-5.3 Codex (xhigh) scores higher on intelligence (54.0), but Claude 3 Haiku may be better for specific use cases like budget-conscious projects or speed-critical applications.