Claude Fable 5.1 vs GPT-6 Astra: pricing and benchmarks
Both charge $10.00 per 1M input tokens. Both charge $50.00 per 1M output tokens. On our document Q&A workload both models cost $5,500 a month. Roughly tied. Claude Fable 5.1 scores 164.5 and GPT-6 Astra scores 166.3 on the Epoch Capabilities Index, and their confidence intervals overlap.
Prices verified September 14, 2026.
Which should you choose?
Roughly tied. Claude Fable 5.1 scores 164.5 and GPT-6 Astra scores 166.3 on the Epoch Capabilities Index, and their confidence intervals overlap.
GPT-6 Astra scores 93.7% on FrontierMath (Tiers 1–3) vs 90.2% for Claude Fable 5.1.
Both cost $20.00 per 1M tokens at a 3:1 input-to-output mix.
Pricing and specs
| Claude Fable 5.1 | GPT-6 Astra | |
|---|---|---|
| Provider | Anthropic | OpenAI |
| API model ID | claude-fable-5-1 | gpt-6-astra |
| Input / 1M tokens | $10.00 | $10.00 |
| Cached input / 1M tokens | $0.25 | $1.00 |
| Output / 1M tokens | $50.00 | $50.00 |
| Long-context rates | — | $20.00 in / $75.00 out on long-context requests |
| Context window | 1M tokens | 1.05M tokens |
| Max output | 128K tokens | 128K tokens |
| Batch discount | 50% off | 50% off |
Benchmarks
| Claude Fable 5.1 | GPT-6 Astra | |
|---|---|---|
| Epoch Capabilities Index | 164.5 | 166.3 |
| GPQA Diamond· Science reasoning | — | 94.4% |
| FrontierMath (Tiers 1–3)· Advanced math | 90.2% | 93.7% |
| SimpleQA Verified· Factual accuracy | 70.8% | 75.6% |
| ARC-AGI-2· Abstract reasoning | 90.0% | 95.0% |
| DeepSWE· Coding | — | 74.1% |
| APEX-Agents· Agentic work | 47.4% | 46.7% |
Source: Epoch AI, best recorded result per model (CC BY 4.0). A dash means no published score. See all benchmarks
Monthly cost for real workloads
| Workload | Claude Fable 5.1 | GPT-6 Astra | Difference |
|---|---|---|---|
Support chatbot 100,000 replies a month, ~1,500 input tokens (system prompt + history) and ~400 output tokens each. | $3,500 | $3,500 | Same |
Document Q&A (RAG) 50,000 questions a month with ~8,000 tokens of retrieved context and ~600 output tokens each. | $5,500 | $5,500 | Same |
Coding agent 10,000 agent steps a month, ~40,000 input tokens each (70% read from the prompt cache) and ~2,000 output tokens. | $2,270 | $2,480 | Claude Fable 5.1 8% cheaper |
Estimates use standard list prices and ignore cache-write surcharges. Different tokenizers can count the same text differently, so test with your own prompts.
Claude Fable 5.1 vs GPT-6 Astra cost calculator
- $5,500/mo$0.11 / request
- Claude Fable 5.1Anthropic$5,500/mo$0.11 / request
Standard-tier list prices. Long-context rates apply automatically where the provider publishes a threshold. Excludes cache-write surcharges, taxes, batch and volume discounts.
Claude Fable 5.1 pricing notes
Anthropic’s model for demanding reasoning and long-horizon agentic work.
- Cache hits cost 2.5% of the base input price, versus 10% on other Claude models.
- Cache writes cost $12.50 (5-minute cache) or $20 (1-hour cache) per 1M tokens.
- Uses Anthropic’s newer tokenizer, which produces roughly 30% more tokens for the same text.
- US-only inference (inference_geo: "us") costs 1.1x.
GPT-6 Astra pricing notes
OpenAI’s most capable model, built for the hardest end-to-end reasoning and coding work.
- Cache writes are billed at $12.50 per 1M tokens.
- Fast mode costs 2x the standard rate; Flex costs half.
- Regional (data residency) endpoints add a 10% uplift.
Frequently asked questions
- Is Claude Fable 5.1 cheaper than GPT-6 Astra?
- Both charge $10.00 per 1M input tokens. Both charge $50.00 per 1M output tokens. On our document Q&A workload both models cost $5,500 a month.
- Which is more capable, Claude Fable 5.1 or GPT-6 Astra?
- Roughly tied. Claude Fable 5.1 scores 164.5 and GPT-6 Astra scores 166.3 on the Epoch Capabilities Index, and their confidence intervals overlap.
- How much does Claude Fable 5.1 cost per 1M tokens?
- Claude Fable 5.1 costs $10.00 per 1M input tokens and $50.00 per 1M output tokens, and $0.25 per 1M cached input tokens on Anthropic’s standard tier.
- How much does GPT-6 Astra cost per 1M tokens?
- GPT-6 Astra costs $10.00 per 1M input tokens and $50.00 per 1M output tokens, and $1.00 per 1M cached input tokens on OpenAI’s standard tier.
- Which has the larger context window, Claude Fable 5.1 or GPT-6 Astra?
- GPT-6 Astra has the larger context window: 1.05M tokens versus 1M for Claude Fable 5.1.