gpt-oss-120b vs grok-4-1-fast-reasoning
grok-4-1-fast-reasoning is 1.7× cheaper on input than gpt-oss-120b.
| gpt-oss-120b | grok-4-1-fast-reasoning | |
|---|---|---|
| Input / 1M | $0.35 | $0.20 |
| Cached input / 1M | — | $0.05 |
| Output / 1M | $0.75 | $0.50 |
| Context window | 131K | 2M |
| Max output | 33K | 2M |
| Provider | Cerebras | xAI |
| Vision | No | Yes |
| Tool calling | Yes | Yes |
| Token count | estimated | estimated |
Capability for the money
Independent measurement · Artificial Analysis · read 2026-08-11Not the same tier: gpt-oss-120b leads grok-4-1-fast-reasoning by 16.3 points on following instructions (IFBench), for 1.6× the price. They are level on coding (LiveCodeBench), tool use (τ²-bench) and hard reasoning (GPQA Diamond), so the premium only pays off on following instructions work.
Following instructions
extraction, classification, sticking to a format
IFBenchgpt-oss-120b +16.3
Coding
writing and fixing code
LiveCodeBenchgpt-oss-120b +5.6
Tool use
multi-step agent work against real tools
τ²-benchgrok-4-1-fast-reasoning +27.5
Hard reasoning
graduate-level science and multi-step analysis
GPQA Diamondgrok-4-1-fast-reasoning +7.1
Averaged over the benchmarks both models sat, grok-4-1-fast-reasoning returns 285.0 points of pass rate per dollar of blended price against 167.1 — 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. And a benchmark is not your workload — it narrows the shortlist, it does not pick for you.
Which to pick
- Cheaper input: grok-4-1-fast-reasoning
- Cheaper output: grok-4-1-fast-reasoning
- Larger context: grok-4-1-fast-reasoning
- Better at following instructions: gpt-oss-120b (69.0% vs 52.7% on IFBench)
- Better at coding: gpt-oss-120b (87.8% vs 82.2% on LiveCodeBench)
- Better at tool use: grok-4-1-fast-reasoning (65.8% vs 93.3% on τ²-bench)
- Better at hard reasoning: grok-4-1-fast-reasoning (78.2% vs 85.3% on GPQA Diamond)
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.
Related comparisons
gpt-oss-120b detail · grok-4-1-fast-reasoning detail · All Cerebras pricing · All comparisons