Wonder vs GPT
Muse Wonder vs GPT-6 Astra: API cost, benchmarks & tradeoffs
Compare Muse Wonder with GPT-6 Astra at max reasoning: independent index, per-token prices, access and a controlled task-cost example.
Last verified · Independent editorial guide
The checked evaluator lists Wonder at $4/$20 and GPT-6 Astra at $10/$50 per million input/output tokens. The independent index is 52 vs 53. This comparison is specifically Astra, not every GPT model or a ChatGPT subscription.
Independent evaluation snapshot
| Model / reasoning | AA Intelligence Index | Input / 1M | Output / 1M | Public API | Source |
|---|---|---|---|---|---|
| Muse Wondermax | 52 | $4 | $20 | Yes | AA |
| Muse Wonder Fullmax | 56 | — | — | No | AA |
| GPT-6 Astramax | 53 | $10 | $50 | Yes | AA |
Third-party evaluation · Artificial Analysis· Last verified
Scores: Artificial Analysis Intelligence Index v4.3.2 (higher is better). Prices: evaluator-listed USD per million tokens; rates and tiers can vary. Different reasoning settings are shown explicitly. No tests were run by this website.
Token prices differ more than these index scores
Editorial synthesis · Cited sources· Last verified
Under the hypothetical same workload of 1 million ordinary input tokens and 100,000 output tokens, Wonder’s list-price token estimate is $6 and Astra’s is $15. That is a fixed-usage calculation, not a measured end-to-end task cost.
Astra may use a different number of tokens for a real request. To decide, measure billed usage, successful completions and retries with your own task rather than multiplying a benchmark score by a token price.
A compatible client does not make every feature interchangeable
Editorial synthesis · Cited sources· Last verified
Meta provides an OpenAI-compatible base URL, but a provider switch still needs validation. Check tool schemas, structured outputs, multimodal input shapes, streaming behavior and how the response reports usage.
Use separate environment variables for each provider’s credentials. A successful short prompt is only the first test; exercise the tool loop and error handling your application depends on before changing production routing.
The exact model name limits this conclusion
Editorial synthesis · Cited sources· Last verified
Both rows here are the max-reasoning versions listed by the independent evaluator. A one-point difference in this snapshot is not proof of a universal quality advantage.
Do not apply Astra’s price to other GPT models or treat ChatGPT subscription access as API credit. Pick the exact model, endpoint and billing product before comparing alternatives.
Frequently asked questions
Editorial synthesis · Cited sources· Last verified
Is Wonder cheaper than GPT-6 Astra?
At the checked per-token rates and identical input/output counts, yes. Actual task cost also depends on token use, caching, tools and retries.
Does a ChatGPT subscription cover Meta API calls?
No. These are separate providers and billing products; manage model API usage in the relevant developer account.
Sources and verification
Provider pricing, model capabilities and access are distinguished from independent evaluations. The date records an editorial check; data is not refreshed automatically.