Gemini Embedding 2 vs Grok Code Fast 1
Gemini Embedding 2 vs Grok Code Fast 1: Gemini Embedding 2 is cheaper for input-heavy usage ($0.20/M vs $0.20/M input tokens), while Grok Code Fast 1 is better for long-context tasks (256,000 tokens).
Direct answer: choose Gemini Embedding 2 for lower token spend and choose Grok Code Fast 1 when your workload needs longer context.
Compare input and output token pricing, context windows, and monthly cost estimates on one page so you can pick the cheaper model fast.
Cost Comparison (1000 input + 500 output tokens, 100 requests/day)
Gemini Embedding 2
Grok Code Fast 1
Cost Differences
Grok Code Fast 1 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 $1.95/month ($23.725/year) versus Grok Code Fast 1.
Feature Comparison
| Feature | Gemini Embedding 2 | Grok Code Fast 1 |
|---|---|---|
| Provider | xAI | |
| Input Price | $0.20/1M tokens | $0.20/1M tokens |
| Output Price | $0.20/1M tokens | $1.50/1M tokens |
| Context Window | 8,192 tokens | 256,000 tokens |
| Max Output | 3,072 tokens | 32,768 tokens |
| Category | embedding | standard |
| Capabilities | textvisionaudiovideoembeddings | textcodereasoning |
| Release Date | 3/10/2026 | 2/1/2026 |
Gemini Embedding 2 vs Grok Code Fast 1: Which Should You Choose?
Choosing between Gemini Embedding 2 and Grok Code Fast 1 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. Meanwhile, Grok Code Fast 1 offers a significantly larger context window at 256,000 tokens vs 8,192 for Gemini Embedding 2.
These models come from different providers — Google and xAI — which means different API ecosystems, SDKs, rate limits, and terms of service. If you're already integrated with Google, switching to xAIinvolves 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 Grok Code Fast 1 is standard. This means they're optimized for different workloads. Grok Code Fast 1 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 $1.50 for Grok Code Fast 1. 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: Gemini Embedding 2 supports vision (image inputs) while Grok Code Fast 1 is text-only. If your application needs image understanding, this narrows your choice.
Best Use Cases
Choose Gemini Embedding 2 when:
- • You need more capabilities (vision, audio, video, embeddings)
- • You're already using Google's API ecosystem
Choose Grok Code Fast 1 when:
- • You need a larger context window (256,000 tokens)
- • You need longer outputs (up to 32,768 tokens)
- • You're already using xAI'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 Grok Code Fast 1
Grok Code Fast 1
- • Input pricing: $0.20/M tokens
- • Output pricing: $1.50/M tokens
- • Context window: 256,000 tokens
- • Max output: 32,768 tokens
Watch out for
- • 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)
Grok Code Fast 1 (xAI)
Start using Gemini Embedding 2 today
Sign Up for Google →Start using Grok Code Fast 1 today
Sign Up for xAI →Frequently Asked Questions
Which is cheaper, Gemini Embedding 2 or Grok Code Fast 1?▼
What is the context window difference between Gemini Embedding 2 and Grok Code Fast 1?▼
Which model is better for AI Chatbot?▼
Which model has better overall pricing for heavy usage?▼
Where can I compare Google and xAI API pricing beyond this model matchup?▼
Related Comparisons
Related Articles
Learn when to pick each model, then compare live pricing scenarios.