Claude Fable 5.2 vs GPT-5.4
| Signal | Claude Fable 5.2 | Delta | GPT-5.4 |
|---|---|---|---|
Capabilities | 100 | -- | |
Benchmarks | 85 | -5 | |
Pricing | 60 | -25 | |
Context window size | 95 | 0 | |
Recency | 100 | +13 | |
Output Capacity | 82 | -- | |
| Overall Result | 1 wins | of 6 | 3 wins |
Score History
95.9
current score
Claude Fable 5.2
right now
91.9
current score
Claude Fable 5.2
Anthropic
GPT-5.4
OpenAI
GPT-5.4 saves you $1800.00/month
That's $21600.00/year compared to Claude Fable 5.2 at your current usage level of 100K calls/month.
| Metric | Claude Fable 5.2 | GPT-5.4 | Winner |
|---|---|---|---|
| Overall Score | 96 | 92 | Claude Fable 5.2 |
| Rank | #1 | #16 | Claude Fable 5.2 |
| Quality Rank | #1 | #16 | Claude Fable 5.2 |
| Adoption Rank | #1 | #16 | Claude Fable 5.2 |
| Parameters | -- | -- | -- |
| Context Window | 1000K | 1050K | GPT-5.4 |
| Pricing | $8.00/$40.00/M | $2.50/$15.00/M | -- |
| Signal Scores | |||
| Capabilities | 100 | 100 | Claude Fable 5.2 |
| Benchmarks | 85 | 90 | GPT-5.4 |
| Pricing | 60 | 85 | GPT-5.4 |
| Context window size | 95 | 96 | GPT-5.4 |
| Recency | 100 | 87 | Claude Fable 5.2 |
| Output Capacity | 82 | 82 | Claude Fable 5.2 |
Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.
Scores 96/100 (rank #1), placing it in the top 100% of all 290 models tracked.
Scores 92/100 (rank #16), placing it in the top 95% of all 290 models tracked.
With only a 4-point gap, these models are in the same performance tier. The practical difference in output quality is minimal - your choice should depend on pricing, latency requirements, and specific feature needs.
Choose Claude Fable 5.2 when you need:
- Step-by-step reasoning and chain-of-thought problem solving
Choose GPT-5.4 when you need:
- High-volume production workloads where API costs must be minimized
- Step-by-step reasoning and chain-of-thought problem solving
GPT-5.4 offers 64% better value per quality point. At 1M tokens/day, you'd spend $262.50/month with GPT-5.4 vs $720.00/month with Claude Fable 5.2 - a $457.50 monthly difference.
Both models have comparable response speeds. For most applications, the latency difference is negligible.
When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.
Code generation & review
Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring
Customer support chatbot
Suitable for user-facing chat with competitive response times. GPT-5.4 also offers lower per-token costs for high-volume support
Long document analysis
Larger context window (1050K tokens) can process longer documents, contracts, and research papers in a single pass
Batch data extraction
Lower output pricing ($15.00/M) reduces costs when processing thousands of records daily
Creative writing & content
Higher overall composite score (96/100) correlates with better nuance, coherence, and style in long-form content
Image understanding & OCR
Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly
Claude Fable 5.2 has a moderate advantage with a 4-point lead in composite score. It wins on more signal dimensions, but GPT-5.4 has specific strengths that could make it the better choice for certain workflows.
By Use Case
Best for Quality
Claude Fable 5.2
Marginally better benchmark scores; both are excellent
Best for Cost
GPT-5.4
64% lower pricing; better value at scale
Best for Reliability
Claude Fable 5.2
Higher uptime and faster response speeds
Best for Prototyping
Claude Fable 5.2
Stronger community support and better developer experience
Best for Production
Claude Fable 5.2
Wider enterprise adoption and proven at scale
by Anthropic
- Choose for Quality - Marginally better benchmark scores; both are excellent
- Choose for Reliability - Higher uptime and faster response speeds
- Choose for Prototyping - Stronger community support and better developer experience
- Choose for Production - Wider enterprise adoption and proven at scale
| Capability | Claude Fable 5.2 | GPT-5.4 |
|---|---|---|
| Vision (Image Input) | ||
| Function Calling | ||
| Streaming | ||
| JSON Mode | ||
| Reasoning | ||
| Web Search | ||
| Image Output |
Claude Fable 5.2
Anthropic
GPT-5.4
OpenAI
GPT-5.4 saves you $39.90/month
That's 64% cheaper than Claude Fable 5.2 at 1,000 tokens/request and 100 requests/day.
Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.
| Parameter | Claude Fable 5.2 | GPT-5.4 |
|---|---|---|
| Context Window | 1M | 1.1M |
| Max Output Tokens | 128,000 | 128,000 |
| Open Source | No | No |
| Created | Nov 9, 2026 | Mar 5, 2026 |