Who ranks #1 on the SWE-bench Pro (Public) leaderboard?
As of August 20, 2026, GPT-5.4 by OpenAI ranks #1 on SWE-bench Pro (Public) at 88.4%. API pricing is $2.50/M input and $15.00/M output.
As of August 20, 2026, GPT-5.4 is #1 for SWE-bench Pro (Public) at 88.4%. Ranked by the SWE-bench Pro (Public) score 10 models in this index have a published SWE-bench Pro (Public) score. Methodology: SWE-bench (https://www.swebench.com/). SWE-bench Pro (Public) leaderboard with live API prices. SWE-bench Pro (Public) — a harder curated subset of SWE-bench with more complex real-world engineering tasks. Official methodology: SWE-bench (https://www.swebench.com/).
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As of August 20, 2026, GPT-5.4 by OpenAI is #1 for SWE-bench Pro (Public) at 88.4%. Ranked by the SWE-bench Pro (Public) score This board also tracks SWE-bench Pro (Public). Next on the same board: GPT-5.3 Codex and Gemini 3 Pro. This swe-bench pro (public) leaderboard ranks models by SWE-bench Pro (Public). Scores come from public evals. Prices are the live API rates in the table above.
Sources: SWE-bench (https://www.swebench.com/); OpenAI API pricing (https://developers.openai.com/api/docs/pricing); Anthropic Claude API pricing (https://platform.claude.com/docs/en/about-claude/pricing); Gemini API pricing (https://ai.google.dev/gemini-api/docs/pricing)
| Rank | Model | SWE-bench Pro (Public) | Input /M | Output /M |
|---|---|---|---|---|
| 1 | GPT-5.4 | 88.4% | $2.50 | $15.00 |
| 2 | GPT-5.3 Codex | 84.8% | $1.75 | $14.00 |
| 3 | Gemini 3 Pro | 84.8% | $2.00 | $12.00 |
| 4 | Claude Mythos 5 | 80.3% | $10.00 | $50.00 |
| 5 | Claude Fable 5 | 80% | $10.00 | $50.00 |
| 6 | Gemini 3.6 Flash | 58.7% | $0.75 | $3.75 |
| 7 | GPT-5.5 | 58.6% | $5.00 | $30.00 |
| 8 | GPT-5.4 mini | 54.4% | $0.75 | $4.50 |
Rank one eval at a time. All LLM benchmarks.
As of August 20, 2026, GPT-5.4 by OpenAI ranks #1 on SWE-bench Pro (Public) at 88.4%. API pricing is $2.50/M input and $15.00/M output.
The current SWE-bench Pro (Public) ranking as of August 20, 2026 is 1. GPT-5.4 at 88.4%; 2. GPT-5.3 Codex at 84.8%; 3. Gemini 3 Pro at 84.8%.
GPT-5.4 nano is the cheapest scored model on this swe-bench pro (public) leaderboard at $0.20/M input and $1.25/M output ($1.45 blended). GPT-5.4 still leads SWE-bench Pro (Public) at 88.4%.
Not automatically. GPT-5.4 leads SWE-bench Pro (Public), but a cheaper scored model can be the better production choice if the quality gap is small. Use the table to weigh SWE-bench Pro (Public) against input/output price, context window, and related evals.
Scores and API prices on this page are refreshed from published evals and provider rates. The snapshot is labeled August 20, 2026. Treat it as a current index, not a one-off blog post.
SWE-bench Pro (Public) — a harder curated subset of SWE-bench with more complex real-world engineering tasks. This page ranks models that have published a SWE-bench Pro (Public) score, with live API token prices on the same row. Official methodology: SWE-bench (https://www.swebench.com/).
This page is the SWE-bench Pro (Public) leaderboard. Models are sorted by SWE-bench Pro (Public), with input and output token prices on the same row so you can weigh score against cost. Official boards often omit price; that comparison is the point of this index.
The official SWE-bench page owns the methodology. This page keeps the published SWE-bench Pro (Public) score next to live API $/M so you can pick a production SKU, not only a trophy number. Source: https://www.swebench.com/