ZMIME
Comparison · 2 models · Updated Nov 2, 2026

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.

  1. Our pick

    xAI

    Grok 4 Fast Non Reasoning

    Released Dec 18, 2025

    72/100
    • ECI—
    • Price$0.20 / $0.50
    • Context2M
  2. xAI

    Grok Code Fast 1

    Released Sep 2, 2025

    48/100
    • ECI—
    • Price$0.20 / $1.50
    • Context256K
  3. Add a model

    Make it a three-way comparison.

01 — Verdict

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
How the score is built
MeasureWeightGrok 4 Fast Non ReasoningGrok Code Fast 1
Price50%7360
Inputs & features30%7035
Context window20%7236
Overall100%72/10048/100

Left out because at least one model lacks the data: capability. The remaining weights were rescaled.

02 — Side by side

Every spec in one table

Highlighted cells lead their row. Dashes mean the data is not published.

Grok 4 Fast Non Reasoning vs Grok Code Fast 1 specifications side by side
SpecificationGrok 4 Fast Non ReasoningxAIGrok Code Fast 1xAI
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 rateSame rateSame rate
Price sourceMedian of 7 providersMedian of 5 providers
Limits
Context window2,000,000 tokens (best)256,000 tokens
Max output2,000,000 tokens (best)10,000 tokens
Inputs and features
TextYesYes
ImagesYesNo
PDFsNoNo
AudioYesNo
VideoYesNo
ReasoningNoYes
Tool callingYesYes
Structured outputNoNo
Availability
WeightsProprietaryProprietary
API model ID——
API providers8 (best)7
ReleasedDec 18, 2025Sep 2, 2025
Knowledge cutoff——
03 — Cost

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
04 — Questions

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.