Claude Fable 5.1 vs Muse Spark 1.2 vs GPT-6 Astra
Too close to call on our weighted score (Muse Spark 1.2 71, GPT-6 Astra 68, Claude Fable 5.1 66). The right pick depends on what you value most.
AnthropicClaude Fable 5.1
66/100- ECI166.4
- Price$10.00 / $50.00
- Context1M
MetaMuse Spark 1.2
71/100- ECI155.2
- Price$1.25 / $4.25
- Context1.05M
OpenAIGPT-6 Astra
68/100- ECI169.1
- Price$10.00 / $50.00
- Context1.05M
Too close to call
It is close. Our weighted score puts them within 3 points (Muse Spark 1.2 71/100, GPT-6 Astra 68/100, Claude Fable 5.1 66/100), so choose by what matters most for your work: GPT-6 Astra for raw capability and Muse Spark 1.2 on price. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.
- CapabilityGPT-6 AstraCapabilities Index (ECI): GPT-6 Astra 169.1 · Claude Fable 5.1 166.4 · Muse Spark 1.2 155.2
- Lowest priceMuse Spark 1.2Muse Spark 1.2 $2.00 · Claude Fable 5.1 $20.00 · GPT-6 Astra $20.00 per 1M tokens (3:1 blend)
- Longest contextGPT-6 Astra and Muse Spark 1.2GPT-6 Astra 1,050,000 · Muse Spark 1.2 1,048,576 · Claude Fable 5.1 1,000,000 tokens
- Widest inputsMuse Spark 1.2Claude Fable 5.1: Text, Images, PDFs · Muse Spark 1.2: Text, Images, PDFs, Audio, Video · GPT-6 Astra: Text, Images, PDFs
- Self-hostingNo open weightsAll three are available only through APIs
| Measure | Weight | Claude Fable 5.1 | Muse Spark 1.2 | GPT-6 Astra |
|---|---|---|---|---|
| CapabilityCapabilities Index (ECI) | 50% | 97 | 83 | 100 |
| Price | 25% | 0 | 34 | 0 |
| Inputs & features | 15% | 80 | 100 | 80 |
| Context window | 10% | 60 | 61 | 61 |
| Overall | 100% | 66/100 | 71/100 | 68/100 |
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | Claude Fable 5.1Anthropic | Muse Spark 1.2Meta | GPT-6 AstraOpenAI |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | 166.4 | 155.2 | 169.1 (best) |
| ECI rank | #6 of 165 | #38 of 165 | #1 of 165 (best) |
| GPQA DiamondGraduate-level science questions | — | — | 95.8% |
| FrontierMath Tiers 1–3Research-level mathematics | 90.2% | — | 93.7% (best) |
| OTIS Mock AIME 2024–2025Competition mathematics | 100% | — | 100% |
| SimpleQA VerifiedShort factual questions | 70.8% | 60.3% | 75.6% (best) |
| Price per million tokens | |||
| Input | $10.00 | $1.25 (best) | $10.00 |
| Output | $50.00 | $4.25 (best) | $50.00 |
| Cached input | $0.25 | $0.15 (best) | $1.00 |
| Blended (3:1) | $20.00 | $2.00 (best) | $20.00 |
| Long-context rate | Same rate | Same rate | Over 272K: $20.00 / $75.00 |
| Price source | Official Anthropic API | Official Meta API | Official OpenAI API |
| Limits | |||
| Context window | 1,000,000 tokens | 1,048,576 tokens | 1,050,000 tokens (best) |
| Max output | 128,000 tokens | 131,072 tokens (best) | 128,000 tokens |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | Yes | Yes | Yes |
| PDFs | Yes | Yes | Yes |
| Audio | No | Yes | No |
| Video | No | Yes | No |
| Reasoning | Yeslow · medium · high · xhigh · max | Yesminimal · low · medium · high · xhigh | Yeslow · medium · high · xhigh · max |
| Tool calling | Yes | Yes | Yes |
| Structured output | Yes | Yes | Yes |
| Availability | |||
| Weights | Proprietary | Proprietary | Proprietary |
| API model ID | claude-fable-5-1 | muse-spark-1.2 | gpt-6-astra |
| API providers | 37 (best) | 18 | 37 (best) |
| Released | Sep 1, 2026 | Aug 5, 2026 | Sep 4, 2026 |
| Knowledge cutoff | Jun 2026 | — | Apr 30, 2026 |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
- Claude Fable 5.1$200.00
- Muse Spark 1.2$21.00
- GPT-6 Astra$200.00
Which should you choose?
Which is better: Claude Fable 5.1, Muse Spark 1.2 or GPT-6 Astra?
It is close. Our weighted score puts them within 3 points (Muse Spark 1.2 71/100, GPT-6 Astra 68/100, Claude Fable 5.1 66/100), so choose by what matters most for your work: GPT-6 Astra for raw capability and Muse Spark 1.2 on price. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.
Which is cheaper, Claude Fable 5.1, Muse Spark 1.2 or GPT-6 Astra?
Muse Spark 1.2 is cheaper at $1.25 input / $4.25 output per million tokens (official Meta API price). Claude Fable 5.1 costs $10.00 input / $50.00 output per million tokens (official Anthropic API price); GPT-6 Astra costs $10.00 input / $50.00 output per million tokens (official OpenAI API price). At a typical mix of three input tokens to one output token, that is $2.00 per million tokens for Muse Spark 1.2 versus $20.00 for Claude Fable 5.1 (10× as much) and $20.00 for GPT-6 Astra (10× as much).
Which scores higher on benchmarks?
GPT-6 Astra scores higher on the Capabilities Index (ECI): GPT-6 Astra 169.1 (#1 of 165), Claude Fable 5.1 166.4 (#6 of 165) and Muse Spark 1.2 155.2 (#38 of 165). The confidence ranges of the top two overlap (165.9–174.3 vs 163.6–170.8), so treat the gap as small. On individual benchmarks: SimpleQA Verified — GPT-6 Astra 75.6%, Claude Fable 5.1 70.8%, Muse Spark 1.2 60.3%.
Which is better for coding?
There are no published SWE-bench Verified results for Claude Fable 5.1, Muse Spark 1.2 and GPT-6 Astra yet, so there is no like-for-like coding score. On overall capability, GPT-6 Astra leads, which tends to carry over to coding, but test on your own codebase. All three support tool calling for agent workflows.
Which has the bigger context window?
GPT-6 Astra and Muse Spark 1.2 have the largest context windows (1,050,000 and 1,048,576 tokens), against 1,000,000 for Claude Fable 5.1. Maximum output per response: Claude Fable 5.1 up to 128,000, Muse Spark 1.2 up to 131,072, GPT-6 Astra up to 128,000 tokens.
Which can read images, PDFs, audio or video?
Claude Fable 5.1 accepts text, images and PDFs; Muse Spark 1.2 accepts text, images, PDFs, audio and video; GPT-6 Astra accepts text, images and PDFs. Muse Spark 1.2 handles the widest range of inputs.
Are any of these open source?
No. Claude Fable 5.1, Muse Spark 1.2 and GPT-6 Astra are proprietary and only available through APIs and apps.
Which is newer?
GPT-6 Astra is the newest, released Sep 4, 2026. Claude Fable 5.1 came out Sep 1, 2026; Muse Spark 1.2 came out Aug 5, 2026. Knowledge cutoff: Claude Fable 5.1 Jun 2026, GPT-6 Astra Apr 30, 2026.
How do you decide the winner?
Each model gets a 0–100 score on capability (50%, independent benchmark results); price (25%, blended price per million tokens (3 input : 1 output), log scale); inputs & features (15%, image, PDF, audio and video input, tool calling, structured output and reasoning); context window (10%, maximum tokens per request, log scale). Dimensions missing for any model are dropped and the remaining weights rescaled, so every model is judged on the same evidence. Specs and prices come from public model listings and the labs’ own API pages; capability scores come from independent benchmark runs. Data updated Nov 2, 2026.
