API cost decision in 10 seconds

NewGPT-6 Astra vs NewMuse Spark 1.3

Pick Muse Spark 1.3 for lower cost; pick GPT-6 Astra only if the larger context window matters more.

Page updated:  Data confirmed:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Muse Spark 1.3 for lower cost; pick GPT-6 Astra only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Muse Spark 1.3 is estimated at $3.38 vs $35 for GPT-6 Astra, saving $31.62 (90.4% lower).

Cost-first pickMuse Spark 1.3
Context-first pickGPT-6 Astra
Sample savings$31.6290.4%
10x traffic gap$316.25

GPT-6 Astra has more context, but Muse Spark 1.3 saves $31.62 on the standard workload. At 10x that traffic, the same price gap is about $316.25. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Muse Spark 1.3 stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickGPT-6 AstraMuse Spark 1.3
Input-heavy / RAG5M input + 500K outputMuse Spark 1.3$75$8.38
Balanced workload1M input + 1M outputMuse Spark 1.3$60$5.5
Output-heavy chatbot1M input + 5M outputMuse Spark 1.3$260$22.5
Cheaper input Muse Spark 1.3 $10 vs $1.25 / 1M

Muse Spark 1.3 is $8.75 cheaper per 1M input tokens (87.5% lower; 8x difference).

Cheaper output Muse Spark 1.3 $50 vs $4.25 / 1M

Muse Spark 1.3 is $45.75 cheaper per 1M output tokens (91.5% lower; 11.8x difference).

Larger context GPT-6 Astra 1.05M vs 1.05M

GPT-6 Astra has 1.42K more context (1x larger).

Sample workload Muse Spark 1.3 $35 vs $3.38

Muse Spark 1.3 is $31.62 cheaper on the standard workload (90.4% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
GPT-6 Astra Calculating… Estimated API cost
Muse Spark 1.3 Calculating… Estimated API cost
Cheaper for this workload Calculating… Difference: calculating…

This estimate uses normalized public API pricing per 1M tokens. It is a planning aid, not a billing quote. Verify provider pricing, limits, and terms before production use.

Quick Decision

Verdict

Muse Spark 1.3 has the lower input price; Muse Spark 1.3 has the lower output price; GPT-6 Astra offers the larger context window. For the 1M input plus 500K output sample, Muse Spark 1.3 is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $35 for GPT-6 Astra and $3.38 for Muse Spark 1.3.

Best Fit

Choose GPT-6 Astra when you care most about larger context window.

Choose Muse Spark 1.3 when you care most about lower input-token price, and lower output-token price.

Decision Notes
  • On the standard 1M input plus 500K output workload, Muse Spark 1.3 is estimated at $3.38 vs $35 for GPT-6 Astra, saving $31.62 (90.4% lower).
  • Muse Spark 1.3 is $31.62 cheaper on the standard workload (90.4% lower).
  • Muse Spark 1.3 is $8.75 cheaper per 1M input tokens (87.5% lower; 8x difference).
  • Muse Spark 1.3 is $45.75 cheaper per 1M output tokens (91.5% lower; 11.8x difference).
  • GPT-6 Astra has 1.42K more context (1x larger).
Head-to-Head Specs
FeatureNewGPT-6 Astra
(OpenAI)
NewMuse Spark 1.3
(Meta)
Input Price
prompt tokens per 1M
$10$1.25
Completion Price
per 1M tokens
$50$4.25
Sample Workload Cost
1M input + 500K output
$35$3.38
Context Window1.05M1.05M
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionMuse Spark 1.3On the standard 1M input plus 500K output workload, Muse Spark 1.3 is estimated at $3.38 vs $35 for GPT-6 Astra, saving $31.62 (90.4% lower).
High-volume input processingMuse Spark 1.3Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsMuse Spark 1.3Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workGPT-6 AstraA larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • gpt-oss-120b (free) can replace GPT-6 Astra when lower sample workload cost matters most: $0.
  • gpt-oss-20b (free) can replace GPT-6 Astra when lower sample workload cost matters most: $0.
  • gpt-oss-20b can replace GPT-6 Astra when lower sample workload cost matters most: $0.1.
  • gpt-oss-120b can replace GPT-6 Astra when lower sample workload cost matters most: $0.12.

Cheaper alternatives

Review low-cost models sorted by a standard 1M input plus 500K output workload.

Open cheapest models

Larger context alternatives

Find models with larger context windows for RAG, long documents, and codebase review.

Open largest context models

Provider catalogs

Compare models within provider hubs before choosing a final API vendor.

Open provider hubs

OpenAI catalog

Review all tracked OpenAI models before deciding whether this matchup is the right shortlist.

Open OpenAI models

Meta catalog

Check other Meta models with comparable pricing, context, or release timing.

Open Meta models
GPT-6 Astra

GPT-6 Astra is OpenAI's flagship model for demanding end-to-end work. It is suited for advanced analysis, software engineering, deep research, scientific work, and document creation, with particular strengths in long-horizon...

Muse Spark 1.3

Muse Spark 1.3 is a multimodal reasoning model from Meta for long-running agentic, multi-agent, and coding workflows. It is designed to keep track of information across extended tasks, work through...