| Signal | Coder Large | Delta | Grok 4 Fast |
|---|---|---|---|
Capabilities | 17 | -83 | |
Pricing | 1 | +0 | |
Context window size | 72 | -28 | |
Recency | 74 | -25 | |
Output Capacity | 20 | -55 | |
Benchmarks | 0 | -70 | |
| Overall Result | 1 wins | of 6 | 5 wins |
0
days ranked higher
0
days
30
days ranked higher
arcee-ai
xAI
Grok 4 Fast saves you $45.00/month
That's $540.00/year compared to Coder Large at your current usage level of 100K calls/month.
| Metric | Coder Large | Grok 4 Fast | Winner |
|---|---|---|---|
| Overall Score | 46 | 83 | Grok 4 Fast |
| Rank | #272 | #52 | Grok 4 Fast |
| Quality Rank | #272 | #52 | Grok 4 Fast |
| Adoption Rank | #272 | #52 | Grok 4 Fast |
| Parameters | -- | -- | -- |
| Context Window | 33K | 2000K | Grok 4 Fast |
| Pricing | $0.50/$0.80/M | $0.20/$0.50/M | -- |
| Signal Scores | |||
| Capabilities | 17 | 100 | Grok 4 Fast |
| Pricing | 1 | 1 | Coder Large |
| Context window size | 72 | 100 | Grok 4 Fast |
| Recency | 74 | 99 | Grok 4 Fast |
| Output Capacity | 20 | 75 | Grok 4 Fast |
| Benchmarks | -- | 70 | Grok 4 Fast |
Our composite score (0–100) combines six weighted signals: benchmark performance (25%), pricing efficiency (25%), context window size (15%), model recency (15%), output capacity (10%), and capability versatility (10%). Here's what the scores mean for these two models:
Scores 46/100 (rank #272), placing it in the top 7% of all 290 models tracked.
Scores 83/100 (rank #52), placing it in the top 82% of all 290 models tracked.
Grok 4 Fast has a 38-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.
Grok 4 Fast offers 46% better value per quality point. At 1M tokens/day, you'd spend $10.50/month with Grok 4 Fast vs $19.50/month with Coder Large - a $9.00 monthly difference.
Both models have comparable response speeds. For most applications, the latency difference is negligible.
When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.
Code generation & review
Higher benchmark score (0/100) indicates stronger performance on coding tasks like generating functions, debugging, and refactoring
Customer support chatbot
Faster response time (speed score 0/100) is critical for user-facing chat. Grok 4 Fast also offers lower per-token costs for high-volume support
Long document analysis
Larger context window (2000K tokens) can process longer documents, contracts, and research papers in a single pass
Batch data extraction
Lower output pricing ($0.50/M) reduces costs when processing thousands of records daily
Creative writing & content
Higher overall composite score (83/100) correlates with better nuance, coherence, and style in long-form content
Image understanding & OCR
Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly
Grok 4 Fast clearly outperforms Coder Large with a significant 37.900000000000006-point lead. For most general use cases, Grok 4 Fast is the stronger choice. However, Coder Large may still excel in niche scenarios.
Best for Quality
Coder Large
Marginally better benchmark scores; both are excellent
Best for Cost
Grok 4 Fast
46% lower pricing; better value at scale
Best for Reliability
Coder Large
Higher uptime and faster response speeds
Best for Prototyping
Coder Large
Stronger community support and better developer experience
Best for Production
Coder Large
Wider enterprise adoption and proven at scale
by arcee-ai
| Capability | Coder Large | Grok 4 Fast |
|---|---|---|
| Vision (Image Input)differs | ||
| Function Callingdiffers | ||
| Streaming | ||
| JSON Modediffers | ||
| Reasoningdiffers | ||
| Web Searchdiffers | ||
| Image Output |
arcee-ai
xAI
Grok 4 Fast saves you $0.9000/month
That's 48% cheaper than Coder Large at 1,000 tokens/request and 100 requests/day.
Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.
| Parameter | Coder Large | Grok 4 Fast |
|---|---|---|
| Context Window | 33K | 2M |
| Max Output Tokens | -- | 30,000 |
| Open Source | No | No |
| Created | May 5, 2025 | Sep 19, 2025 |
Grok 4 Fast scores 83/100 (rank #52) compared to Coder Large's 46/100 (rank #272), giving it a 38-point advantage. Grok 4 Fast is the stronger overall choice, though Coder Large may excel in specific areas like certain benchmarks.
Coder Large is ranked #272 and Grok 4 Fast is ranked #52 out of 290+ AI models. Rankings use a composite score combining benchmark performance (25%), pricing (25%), context window (15%), recency (15%), output capacity (10%), and versatility (10%). Scores update hourly.
Grok 4 Fast is cheaper at $0.50/M output tokens vs Coder Large's $0.80/M output tokens - 1.6x more expensive. Input token pricing: Coder Large at $0.50/M vs Grok 4 Fast at $0.20/M.
Grok 4 Fast has a larger context window of 2,000,000 tokens compared to Coder Large's 32,768 tokens. A larger context window means the model can process longer documents and conversations.