Grok 4 Fast Non Reasoning vs Grok Code Fast 1
Grok 4 Fast Non Reasoning comes out ahead, 72 to 48 on our weighted score, and it is the cheaper option too.
- Our pick
xAI
Grok 4 Fast Non Reasoning
72/100- ECI—
- Price$0.20 / $0.50
- Context2M
xAI
Grok Code Fast 1
48/100- ECI—
- Price$0.20 / $1.50
- Context256K
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Make it a three-way comparison.
Grok 4 Fast Non Reasoning is our pick
Grok 4 Fast Non Reasoning is the better all-round choice, scoring 72/100 against Grok Code Fast 1 (48). It leads on price, inputs & features and context window. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.
- CapabilityNot enough dataNo independent benchmark covers every model here yet
- Lowest priceGrok 4 Fast Non ReasoningGrok 4 Fast Non Reasoning $0.275 · Grok Code Fast 1 $0.525 per 1M tokens (3:1 blend)
- Longest contextGrok 4 Fast Non ReasoningGrok 4 Fast Non Reasoning 2,000,000 · Grok Code Fast 1 256,000 tokens
- Widest inputsGrok 4 Fast Non ReasoningGrok 4 Fast Non Reasoning: Text, Images, Audio, Video · Grok Code Fast 1: Text
- Self-hostingNo open weightsBoth are available only through APIs
| Measure | Weight | Grok 4 Fast Non Reasoning | Grok Code Fast 1 |
|---|---|---|---|
| Price | 50% | 73 | 60 |
| Inputs & features | 30% | 70 | 35 |
| Context window | 20% | 72 | 36 |
| Overall | 100% | 72/100 | 48/100 |
Left out because at least one model lacks the data: capability. The remaining weights were rescaled.
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | ||
|---|---|---|
| Capability | ||
| Capabilities Index (ECI) | — | — |
| ECI rank | — | — |
| Price per million tokens | ||
| Input | $0.20 | $0.20 |
| Output | $0.50 (best) | $1.50 |
| Cached input | — | — |
| Blended (3:1) | $0.275 (best) | $0.525 |
| Long-context rate | Same rate | Same rate |
| Price source | Median of 7 providers | Median of 5 providers |
| Limits | ||
| Context window | 2,000,000 tokens (best) | 256,000 tokens |
| Max output | 2,000,000 tokens (best) | 10,000 tokens |
| Inputs and features | ||
| Text | Yes | Yes |
| Images | Yes | No |
| PDFs | No | No |
| Audio | Yes | No |
| Video | Yes | No |
| Reasoning | No | Yes |
| Tool calling | Yes | Yes |
| Structured output | No | No |
| Availability | ||
| Weights | Proprietary | Proprietary |
| API model ID | — | — |
| API providers | 8 (best) | 7 |
| Released | Dec 18, 2025 | Sep 2, 2025 |
| Knowledge cutoff | — | — |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
Grok 4 Fast Non Reasoning$3.00
Grok Code Fast 1$5.00
Which should you choose?
Which is better: Grok 4 Fast Non Reasoning or Grok Code Fast 1?
Grok 4 Fast Non Reasoning is the better all-round choice, scoring 72/100 against Grok Code Fast 1 (48). It leads on price, inputs & features and context window. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.
Which is cheaper, Grok 4 Fast Non Reasoning or Grok Code Fast 1?
Grok 4 Fast Non Reasoning is cheaper at $0.20 input / $0.50 output per million tokens (median across 7 API providers). Grok Code Fast 1 costs $0.20 input / $1.50 output per million tokens (median across 5 API providers). At a typical mix of three input tokens to one output token, that is $0.275 per million tokens for Grok 4 Fast Non Reasoning versus $0.525 for Grok Code Fast 1 (1.9× as much).
Which scores higher on benchmarks?
There is no independent benchmark that covers both models yet. Grok 4 Fast Non Reasoning has not been scored yet and Grok Code Fast 1 has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Grok 4 Fast Non Reasoning and Grok Code Fast 1 yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Both support tool calling for agent workflows.
Which has the bigger context window?
Grok 4 Fast Non Reasoning has the largest context window at 2,000,000 tokens, against 256,000 for Grok Code Fast 1. Maximum output per response: Grok 4 Fast Non Reasoning up to 2,000,000, Grok Code Fast 1 up to 10,000 tokens.
Which can read images, PDFs, audio or video?
Grok 4 Fast Non Reasoning accepts text, images, audio and video; Grok Code Fast 1 accepts text. Grok 4 Fast Non Reasoning handles the widest range of inputs.
Are any of these open source?
No. Grok 4 Fast Non Reasoning and Grok Code Fast 1 are proprietary and only available through APIs and apps.
Which is newer?
Grok 4 Fast Non Reasoning is the newest, released Dec 18, 2025. Grok Code Fast 1 came out Sep 2, 2025.
How do you decide the winner?
Each model gets a 0–100 score on capability (50%, independent benchmark results); price (25%, blended price per million tokens (3 input : 1 output), log scale); inputs & features (15%, image, PDF, audio and video input, tool calling, structured output and reasoning); context window (10%, maximum tokens per request, log scale). Dimensions missing for any model are dropped and the remaining weights rescaled, so every model is judged on the same evidence. Specs and prices come from public model listings and the labs’ own API pages; capability scores come from independent benchmark runs. Data updated Nov 2, 2026.