Back to Text & reasoning

Model comparison

Gemini 3.8 Flash vs Muse Spark 1.3

Compare Gemini 3.8 Flash and Muse Spark 1.3 using the same provider-sourced text & reasoning rubric. No mystery score and no invented benchmark ranking.

Facts checked September 4, 2026

Estimate your cost

Set your usage. Your estimate updates as you type.

Example: 6,000 input tokens for 10 pages, plus a 500-token summary. Page lengths vary; adjust the numbers below.

One run sends your input to the model once and receives an answer. Tokens are pieces of text: input is what you send, output is the answer you receive.

Advanced options
How this estimate works

Estimates exclude taxes, tools, cache storage/writes, free allowances and custom discounts. Image estimates cover output only, not prompt or reference-image charges. Quality modes differ by model. Unlisted settings are not treated as free.

Estimate your cost
ModelEstimated total (USD)
Gemini 3.8 FlashGoogle$0.0064
Muse Spark 1.3MetaNo reviewed rate

Quick take

Gemini 3.8 Flash

Google's stable, high-efficiency multimodal model for agents, software work, and large mixed-media inputs at an introductory Flash-tier price.

Best for

  • High-volume multimodal agents
  • Long video, audio, PDF, and code inputs
  • Teams optimizing capability per token cost

Watch out for

Free and paid Gemini services have materially different data-use terms. Verify billing status and regional availability for the exact project.

Muse Spark 1.3

Meta's latest multimodal reasoning model for long-running agents, coding, tools, and complex user collaboration.

Best for

  • Long-horizon coding and agent projects
  • Tool workflows that need user checkpoints
  • Multimodal work over files, images, video, and PDFs

Watch out for

Meta's public launch does not publish every operational limit or one complete API data-use commitment. Check the live model page, price, region, retention controls, and maximum output before production.

Compare the published facts

Gemini 3.8 Flash vs Muse Spark 1.3

Values use each provider's own published units and limits. A blank means the provider did not publish a directly comparable value in the sources reviewed.

Text & reasoningGemini 3.8 FlashMuse Spark 1.3
Context windowMaximum combined prompt and working context documented by the provider.1,048,576 tokens1M active context management in the Muse Spark API family
Maximum outputProvider-published response limit, where available.65,536 tokensNot separately published
Knowledge cutoffLatest reliable knowledge date explicitly published by the model provider. Search and connected tools can retrieve newer information but do not change the model's built-in cutoff.March 2026; some domains may lag to January 2025Not published
Input priceCurrent standard list price per million input tokens unless noted.$0.75 / 1M promoSee live Meta Model API price
Output priceCurrent standard list price per million output tokens unless noted.$3.75 / 1M promoSee live Meta Model API price
InputsMedia types accepted by the listed model endpoint.Text, image, video, audio, PDFText, image, video, PDF
Tools & agentsSelected native tools and agent-building capabilities, not an exhaustive list.Functions, search, code execution, file searchParallel tools, coding, long-running agents, high reasoning

How to choose

Compare the job, not the hype.

Start with the job you need to complete, then validate cost, access, and policy details on your exact provider route.

Gemini 3.8 Flash

Google says paid Gemini API prompts and responses are not used to improve its products. Unpaid-service content generally may be used, with different treatment for EEA, UK, and Swiss users; check the current terms for your account and region.

Muse Spark 1.3

The public Muse Spark model and release pages reviewed do not state one complete API retention or training-use commitment. Check the current Meta Model API terms and account controls before using private data.

Frequently asked questions

Gemini 3.8 Flash vs Muse Spark 1.3 FAQ

What is the main difference between Gemini 3.8 Flash and Muse Spark 1.3?

Gemini 3.8 Flash: Google's stable, high-efficiency multimodal model for agents, software work, and large mixed-media inputs at an introductory Flash-tier price. Muse Spark 1.3: Meta's latest multimodal reasoning model for long-running agents, coding, tools, and complex user collaboration.

Should I choose Gemini 3.8 Flash or Muse Spark 1.3?

Consider Gemini 3.8 Flash when your priority is High-volume multimodal agents. Consider Muse Spark 1.3 when your priority is Long-horizon coding and agent projects. Test both with your own data and provider route before committing.

Is this Gemini 3.8 Flash vs Muse Spark 1.3 comparison based on Cody benchmarks?

No. This comparison aligns provider-published facts for the Text & reasoning category. It does not claim a universal winner or combine incompatible third-party benchmark scores.