Compare / head-to-head
Claude Fable 5vs
GPT-5.4
Claude Fable 5 leads 26 of 30 shared benchmarks. GPT-5.4 is 3.4x cheaper per token. GPT-5.4 has the larger context window (1.1M tokens).
Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.
Shared benchmarks
26 – 4
Claude Fable 5 leads
Cheaper per token
GPT-5.4
3.4x cheaper, input + output
Larger context
GPT-5.4
1.1M tokens
Providers
2 providers
Anthropic · OpenAI
Claude Fable 5
Anthropic · released 2026-06-09
textvision
Quality
Benchmark matrix
30 shared · 14 only Claude Fable 5 · 12 only GPT-5.4| Benchmark | Claude Fable 5 | GPT-5.4 | Δ | Edge |
|---|---|---|---|---|
| Reported by both · 30 | ||||
| GPQA Diamond | 85.9% ↗epoch run | 92.8% ↗ | -6.9 pt | GPT-5.4 |
| LMArena Elo | 1504.3 ↗ | 1452.6 ↗ | +51.7 | Claude Fable 5 |
| APEX-Agents (Mercor) | 63.6% ↗ | 52.4% ↗ | +11.2 pt | Claude Fable 5 |
| Chess Puzzles (Epoch AI run) | 41% ↗epoch run | 44% ↗epoch run | -3 pt | GPT-5.4 |
| DeepSWE v1.1 (Datacurve) | 69.9% ↗ | 51.8% ↗ | +18.1 pt | Claude Fable 5 |
| EBR-bench (Epoch AI run) | 39.5% ↗epoch run | 25.4% ↗epoch run | +14.1 pt | Claude Fable 5 |
| FrontierMath Tier 4 v2 (Epoch AI run) | 90.2% ↗epoch run | 49% ↗epoch run | +41.2 pt | Claude Fable 5 |
| FrontierMath Tiers 1-3 v2 (Epoch AI run) | 87% ↗epoch run | 78.6% ↗epoch run | +8.4 pt | Claude Fable 5 |
| Furniture Assembly (Epoch AI run) | 35.8% ↗epoch run | 37.5% ↗epoch run | -1.7 pt | GPT-5.4 |
| GSO Opt@1 (GSO) | 76.5% ↗ | 30.4% ↗ | +46.1 pt | Claude Fable 5 |
| LiveBench Agentic Coding (LiveBench) | 62.2% ↗ | 53.8% ↗ | +8.4 pt | Claude Fable 5 |
| LiveBench Coding (LiveBench) | 86% ↗ | 77.5% ↗ | +8.5 pt | Claude Fable 5 |
| LiveBench Data Analysis (LiveBench) | 80.5% ↗ | 79.3% ↗ | +1.2 pt | Claude Fable 5 |
| LiveBench Instruction Following (LiveBench) | 75.8% ↗ | 70.2% ↗ | +5.6 pt | Claude Fable 5 |
| LiveBench Language (LiveBench) | 90.7% ↗ | 82.6% ↗ | +8.1 pt | Claude Fable 5 |
| LiveBench Mathematics (LiveBench) | 96% ↗ | 94.1% ↗ | +1.9 pt | Claude Fable 5 |
| LiveBench Reasoning (LiveBench) | 89.7% ↗ | 88.1% ↗ | +1.6 pt | Claude Fable 5 |
| LMArena Agent (LMArena) | 0.0821 ↗ | 0.0105 ↗ | +0.1 | Claude Fable 5 |
| LMArena Vision (LMArena) | 1308.8 ↗ | 1283.8 ↗ | +25 | Claude Fable 5 |
| LMArena WebDev (LMArena) | 1625.3 ↗ | 1395.1 ↗ | +230.2 | Claude Fable 5 |
| MirrorCode (Epoch AI run) | 63.9% ↗epoch run | 15.6% ↗epoch run | +48.3 pt | Claude Fable 5 |
| Mystery Game Puzzles (Epoch AI run) | 52% ↗epoch run | 37% ↗epoch run | +15 pt | Claude Fable 5 |
| OSWorld-Verified | 85% ↗ | 75% ↗ | +10 pt | Claude Fable 5 |
| OTIS Mock AIME 2024-2025 (Epoch AI run) | 100% ↗epoch run | 97.8% ↗epoch run | +2.2 pt | Claude Fable 5 |
| SAGE (Vals AI) | 51.9% ↗ | 43.3% ↗ | +8.6 pt | Claude Fable 5 |
| SimpleQA Verified | 70.7% ↗epoch run | 45.1% ↗epoch run | +25.6 pt | Claude Fable 5 |
| SWE-Bench Pro | 80% ↗ | 57.7% ↗ | +22.3 pt | Claude Fable 5 |
| tau2-bench Banking Knowledge (Sierra) | 39.7% ↗ | 39.4% ↗ | +0.3 pt | Claude Fable 5 |
| Vending-Bench 2 (Andon Labs) | 5680.26 ↗ | 6144.18 ↗ | -463.9 | GPT-5.4 |
| WeirdML (Håvard Tveit Ihle) | 91.9% ↗ | 77.7% ↗ | +14.2 pt | Claude Fable 5 |
| Only Claude Fable 5 reports · 14 | ||||
| SWE-bench Verified | 95% ↗ | not reported | — | — |
| AutomationBench | 17.4% ↗ | not reported | — | — |
| Blueprint-Bench 2 | 38.6% ↗ | not reported | — | — |
| CursorBench | 72.9% ↗ | not reported | — | — |
| FrontierCode (Diamond) | 29.3% ↗ | not reported | — | — |
| FrontierSWE V2 (Proximal Labs) | 47% ↗ | not reported | — | — |
| GDP.pdf | 29.8% ↗ | not reported | — | — |
| Legal Agent Benchmark (Harvey's Held-Out Set) | 13.3% ↗ | not reported | — | — |
| OfficeQA Pro | 57.9% ↗ | not reported | — | — |
| OSWorld-Verified (XLANG) | 86% ↗ | not reported | — | — |
| SimpleBench (SimpleBench) | 81.9% ↗ | not reported | — | — |
| SWE-rebench 2026-05-15 to 2026-07-01 (Nebius) | 64.5% ↗ | not reported | — | — |
| Terminal-Bench 2.1 | 84.3% ↗ | not reported | — | — |
| Terminal-Bench 4.0 (Vals AI) | 41.4% ↗ | not reported | — | — |
| Only GPT-5.4 reports · 12 | ||||
| AIME 2026 | not reported | 99.2% ↗matharena ⚠ | — | — |
| Humanity's Last Exam (no tools) | not reported | 39.8% ↗ | — | — |
| BrowseComp | not reported | 82.7% ↗ | — | — |
| GDPval (wins or ties) | not reported | 83% ↗ | — | — |
| Humanity's Last Exam (with tools) | not reported | 52.1% ↗ | — | — |
| MCP Atlas | not reported | 67.2% ↗ | — | — |
| MMMU-Pro (no tools) | not reported | 81.2% ↗ | — | — |
| MMMU-Pro (with tools) | not reported | 82.1% ↗ | — | — |
| SWE-bench Verified (Epoch AI run) | not reported | 76.9% ↗epoch run | — | — |
| Tau2-bench Telecom | not reported | 98.9% ↗ | — | — |
| Terminal-Bench 2.0 | not reported | 75.1% ↗ | — | — |
| Toolathlon | not reported | 54.6% ↗ | — | — |
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is Claude Fable 5 minus GPT-5.4 in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing
Side by side
Official pricing pages and model cards| Spec | Claude Fable 5 | GPT-5.4 | Edge |
|---|---|---|---|
| Context window | 1M tokens | 1.1M tokens | GPT-5.4 |
| Max output | 128K tokens | 128K tokens | Tie |
| Input price / 1M | $10 ↗ | $2.5 ↗ | GPT-5.4 |
| Output price / 1M | $50 ↗ | $15 ↗ | GPT-5.4 |
| Cached input / 1M | $1 ↗ | $0.25 ↗ | GPT-5.4 |
| Input + output / 1M Lower is cheaper. List prices; batch, tool and regional fees excluded. | $60 | $17.5 | GPT-5.4 |
| Modalities | text · vision | text · vision | Tie |
| Released | 2026-06-09 | 2026-03-05 | — |
| Cited benchmark scores | 44 | 50 | — |
Reliability
Provider status
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Which one wins on your data?
Public benchmarks are a starting point. Run Claude Fable 5 and GPT-5.4 on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.