Gemini Embedding 2 vs Muse Spark 1.2
Pricing verdict: Gemini Embedding 2 vs Muse Spark 1.2: Gemini Embedding 2 is cheaper for input-heavy usage ($0.20/M vs $1.25/M input tokens), while Muse Spark 1.2 is better for long-context tasks (1,000,000 tokens).
Direct answer: choose Gemini Embedding 2 for lower token spend and choose Muse Spark 1.2 when your workload needs longer context.
Compare API pricing, input and output token costs, context windows, and monthly estimates on one page so you can pick the right model fast.
Cost Comparison (1000 input + 500 output tokens, 100 requests/day)
Gemini Embedding 2
Muse Spark 1.2
Cost Differences
Muse Spark 1.2 costs more than Gemini Embedding 2
Quick Recommendation
Winner for direct API pricing: Gemini Embedding 2. At the default workload, Gemini Embedding 2 saves about $9.225/month ($112.2375/year) versus Muse Spark 1.2.
Feature Comparison
| Feature | Gemini Embedding 2 | Muse Spark 1.2 |
|---|---|---|
| Provider | Meta (via Together AI) | |
| Input Price | $0.20/1M tokens | $1.25/1M tokens |
| Output Price | $0.20/1M tokens | $4.25/1M tokens |
| Context Window | 8,192 tokens | 1,000,000 tokens |
| Max Output | 3,072 tokens | 131,072 tokens |
| Category | embedding | coding |
| Capabilities | textvisionaudiovideoembeddings | textvisionaudiovideocodereasoning |
| Release Date | 3/10/2026 | 8/5/2026 |
Gemini Embedding 2 vs Muse Spark 1.2: Which Should You Choose?
Choosing between Gemini Embedding 2 and Muse Spark 1.2 depends on your priorities: cost efficiency, context length, or raw capability. Gemini Embedding 2 is the more affordable option at $0.20/1M input tokens — 84% cheaper than Muse Spark 1.2. Meanwhile, Muse Spark 1.2 offers a significantly larger context window at 1,000,000 tokens vs 8,192 for Gemini Embedding 2.
These models come from different providers — Google and Meta (via Together AI) — which means different API ecosystems, SDKs, rate limits, and terms of service. If you're already integrated with Google, switching to Meta (via Together AI)involves migration effort beyond just pricing. Factor in your existing infrastructure when deciding.
These models target different tiers: Gemini Embedding 2 is a embedding model while Muse Spark 1.2 is coding. This means they're optimized for different workloads. Muse Spark 1.2 targets more demanding workloads, while Gemini Embedding 2 provides a cost-effective option for everyday tasks.
Output costs matter too. Gemini Embedding 2 charges $0.20/1M output tokens vs $4.25 for Muse Spark 1.2. For generation-heavy workloads (content creation, code generation, summarization), output pricing often dominates your bill. Gemini Embedding 2 has the edge here at $0.20/1M output tokens.
Multimodal capabilities: Both models support vision (image understanding), so you can send images alongside text prompts with either option.
Best Use Cases
Choose Gemini Embedding 2 when:
- • Budget is a primary concern
- • You're already using Google's API ecosystem
Choose Muse Spark 1.2 when:
- • You need a larger context window (1,000,000 tokens)
- • You need more capabilities (code, reasoning)
- • You need longer outputs (up to 131,072 tokens)
- • You're already using Meta (via Together AI)'s API ecosystem
Pros and Caveats at a Glance
Gemini Embedding 2
- • Input pricing: $0.20/M tokens
- • Output pricing: $0.20/M tokens
- • Context window: 8,192 tokens
- • Max output: 3,072 tokens
Watch out for
- • Smaller context window than Muse Spark 1.2
Muse Spark 1.2
- • Input pricing: $1.25/M tokens
- • Output pricing: $4.25/M tokens
- • Context window: 1,000,000 tokens
- • Max output: 131,072 tokens
Watch out for
- • Higher input cost than Gemini Embedding 2
- • Higher output cost than Gemini Embedding 2
Try Different Scenarios
Use the calculator below to see how costs change with different usage patterns
Gemini Embedding 2 (Google)
Muse Spark 1.2 (Meta (via Together AI))
Start using Gemini Embedding 2 today
Sign Up for Google →Start using Muse Spark 1.2 today
Sign Up for Meta (via Together AI) →Frequently Asked Questions
Which is cheaper, Gemini Embedding 2 or Muse Spark 1.2?▼
What is the context window difference between Gemini Embedding 2 and Muse Spark 1.2?▼
Which model is better for AI Chatbot?▼
Which model has better overall pricing for heavy usage?▼
Where can I compare Google and Meta (via Together AI) API pricing beyond this model matchup?▼
Related Comparisons
Related Articles
Learn when to pick each model, then compare live pricing scenarios.