ZMIME
Comparison · 3 models · Updated Nov 2, 2026

Grok 4 Fast Non Reasoning vs Claude Haiku 4.5 vs Qwen3 Max

Grok 4 Fast Non Reasoning comes out ahead, 72 to 47 and 30 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. Anthropic

    Claude Haiku 4.5

    Released Oct 15, 2025

    47/100
    • ECI142.2
    • Price$1.00 / $5.00
    • Context200K
  3. Alibaba (Qwen)

    Qwen3 Max

    Released Sep 23, 2025Deprecated

    30/100
    • ECI142.4
    • Price$1.20 / $6.00
    • Context262K
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 Claude Haiku 4.5 (47) and Qwen3 Max (30). It leads on price and context window. Claude Haiku 4.5 wins on inputs & features. 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 · Claude Haiku 4.5 $2.00 · Qwen3 Max $2.40 per 1M tokens (3:1 blend)
  • Longest contextGrok 4 Fast Non ReasoningGrok 4 Fast Non Reasoning 2,000,000 · Qwen3 Max 262,144 · Claude Haiku 4.5 200,000 tokens
  • Widest inputsGrok 4 Fast Non ReasoningGrok 4 Fast Non Reasoning: Text, Images, Audio, Video · Claude Haiku 4.5: Text, Images, PDFs · Qwen3 Max: Text
  • Self-hostingNo open weightsAll three are available only through APIs
How the score is built
MeasureWeightGrok 4 Fast Non ReasoningClaude Haiku 4.5Qwen3 Max
Price50%733430
Inputs & features30%708025
Context window20%723237
Overall100%72/10047/10030/100

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 Claude Haiku 4.5 vs Qwen3 Max specifications side by side
SpecificationGrok 4 Fast Non ReasoningxAIClaude Haiku 4.5AnthropicQwen3 MaxAlibaba (Qwen)
Capability
Capabilities Index (ECI)—142.2142.4 (best)
ECI rank—#102 of 165#101 of 165 (best)
GPQA DiamondGraduate-level science questions—71.2%72.6% (best)
FrontierMath Tiers 1–3Research-level mathematics——19.0%
OTIS Mock AIME 2024–2025Competition mathematics—66.7%73.3% (best)
SimpleQA VerifiedShort factual questions—13.2%48.8% (best)
Price per million tokens
Input$0.20 (best)$1.00$1.20
Output$0.50 (best)$5.00$6.00
Cached input—$0.10—
Blended (3:1)$0.275 (best)$2.00$2.40
Long-context rateSame rateSame rateSame rate
Price sourceMedian of 7 providersOfficial Anthropic APIOfficial Alibaba API
Limits
Context window2,000,000 tokens (best)200,000 tokens262,144 tokens
Max output2,000,000 tokens (best)64,000 tokens65,536 tokens
Inputs and features
TextYesYesYes
ImagesYesYesNo
PDFsNoYesNo
AudioYesNoNo
VideoYesNoNo
ReasoningNoYesNo
Tool callingYesYesYes
Structured outputNoYesNo
Availability
WeightsProprietaryProprietaryProprietary
API model ID—claude-haiku-4-5qwen3-max
API providers848 (best)13
ReleasedDec 18, 2025Oct 15, 2025Sep 23, 2025
Knowledge cutoff—Feb 28, 2025Apr 2025
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
  • Claude Haiku 4.5$20.00
  • Qwen3 Max$24.00
04 — Questions

Which should you choose?

Which is better: Grok 4 Fast Non Reasoning, Claude Haiku 4.5 or Qwen3 Max?

Grok 4 Fast Non Reasoning is the better all-round choice, scoring 72/100 against Claude Haiku 4.5 (47) and Qwen3 Max (30). It leads on price and context window. Claude Haiku 4.5 wins on inputs & features. 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, Claude Haiku 4.5 or Qwen3 Max?

Grok 4 Fast Non Reasoning is cheaper at $0.20 input / $0.50 output per million tokens (median across 7 API providers). Claude Haiku 4.5 costs $1.00 input / $5.00 output per million tokens (official Anthropic API price); Qwen3 Max costs $1.20 input / $6.00 output per million tokens (official Alibaba API price). 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 $2.00 for Claude Haiku 4.5 (7.3× as much) and $2.40 for Qwen3 Max (8.7× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Grok 4 Fast Non Reasoning has not been scored yet, Claude Haiku 4.5 has an ECI of 142.2 and Qwen3 Max has an ECI of 142.4.

Which is better for coding?

There are no published SWE-bench Verified results for Grok 4 Fast Non Reasoning, Claude Haiku 4.5 and Qwen3 Max yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. All three 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 262,144 for Qwen3 Max and 200,000 for Claude Haiku 4.5. Maximum output per response: Grok 4 Fast Non Reasoning up to 2,000,000, Claude Haiku 4.5 up to 64,000, Qwen3 Max up to 65,536 tokens.

Which can read images, PDFs, audio or video?

Grok 4 Fast Non Reasoning accepts text, images, audio and video; Claude Haiku 4.5 accepts text, images and PDFs; Qwen3 Max 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, Claude Haiku 4.5 and Qwen3 Max are proprietary and only available through APIs and apps.

Which is newer?

Grok 4 Fast Non Reasoning is the newest, released Dec 18, 2025. Claude Haiku 4.5 came out Oct 15, 2025; Qwen3 Max came out Sep 23, 2025. Knowledge cutoff: Claude Haiku 4.5 Feb 28, 2025, Qwen3 Max Apr 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.