OpenAI vs xAI · synced 2026-08-11

gpt-5.6-terra vs grok-4-1-fast-reasoning

grok-4-1-fast-reasoning is 10.0× cheaper on input than gpt-5.6-terra.

gpt-5.6-terra grok-4-1-fast-reasoning
Input / 1M $2.00 $0.20
Cached input / 1M $0.20 $0.05
Output / 1M $12.00 $0.50
Context window 1.1M 2M
Max output 128K 2M
Provider OpenAI xAI
Vision Yes Yes
Tool calling Yes Yes
Token count exact estimated

Capability for the money

Independent measurement · Artificial Analysis · read 2026-08-11

Not the same tier: gpt-5.6-terra leads grok-4-1-fast-reasoning by 18.5 points on following instructions (IFBench), for 16.4× the price. They are level on tool use (τ²-bench), so the premium only pays off on following instructions work.

  1. Following instructions

    extraction, classification, sticking to a format

    IFBench
    gpt-5.6-terra71.2%
    grok-4-1-fast-reasoning52.7%

    gpt-5.6-terra +18.5

  2. Tool use

    multi-step agent work against real tools

    τ²-bench
    gpt-5.6-terra86.3%
    grok-4-1-fast-reasoning93.3%

    grok-4-1-fast-reasoning +7.0

  3. Hard reasoning

    graduate-level science and multi-step analysis

    GPQA Diamond
    gpt-5.6-terra92.5%
    grok-4-1-fast-reasoning85.3%

    gpt-5.6-terra +7.2

Averaged over the benchmarks both models sat, grok-4-1-fast-reasoning returns 280.4 points of pass rate per dollar of blended price against 18.5 — the ratio that decides whether the dearer model earns its rate.

Each figure is a pass rate: the share of that test set the model answered correctly, measured by a third party rather than self-reported by the lab. Rows are different tests of different difficulty, so compare a model against the other model, not one row against the next. No published coding score for one of these models, so that lens is omitted. And a benchmark is not your workload — it narrows the shortlist, it does not pick for you.

Which to pick

List price is not production cost. Output length, cache hit rate, retries and task quality move the real number more than the headline rate does — price your own prompt on the token ledger before deciding.

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