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Grok 4 Fast ReasoningvsStep 3.5 Flash

Step 3.5 Flash leads 2 of 2 shared benchmarks. Grok 4 Fast Reasoning has the larger context window (2M tokens).

Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.

Shared benchmarks
0 – 2
Step 3.5 Flash leads
Cheaper per token
list price, input + output
Larger context
Grok 4 Fast Reasoning
2M tokens
Provider uptime (30d)
— · —
xAI · StepFun
Grok 4 Fast Reasoning
xAI · released 2025-09-19
text
Context
2M
Max out
Input /1M
$0.2
Output /1M
$0.5
Cached /1M
$0.05
Scores
12 · 4 core
Step 3.5 Flash
StepFun · released 2026-02-12
text
Context
256K
Max out
Input /1M
Output /1M
Cached /1M
Scores
18 · 5 core
Quality

Benchmark matrix

BenchmarkGrok 4 Fast ReasoningStep 3.5 FlashΔEdge
Reported by both · 2
AIME 202592% 97.3% -5.3 ptStep 3.5 Flash
BrowseComp44.9% 51.6% -6.7 ptStep 3.5 Flash
Only Grok 4 Fast Reasoning reports · 10
GPQA Diamond85.7% not reported
Humanity's Last Exam (no tools)20% not reported
BrowseComp (zh)51.2% not reported
HMMT 2025 (no tools)93.3% not reported
LiveCodeBench (Jan-May)80% not reported
Reka Research Eval66% not reported
Search Arena Elo1163 not reported
SimpleQA95% not reported
X Bench Deepsearch (zh)74% not reported
X Browse58% not reported
Only Step 3.5 Flash reports · 15
SWE-bench Verifiednot reported74.4%
AIME 2026not reported96.7% matharena
LMArena Elonot reported1403.7
BrowseComp (with context manager)not reported69%
BrowseComp-ZHnot reported66.9%
BrowseComp-ZH (with context manager)not reported73.7%
GAIA (no file)not reported84.5%
HMMT 2025 (Feb/Nov average)not reported96.2%
IMOAnswerBenchnot reported85.4%
LiveCodeBench v6not reported86.4%
ResearchRubricsnot reported65.3%
Tau2-Benchnot reported88.2%
Terminal-Bench 2.0not reported51%
xbench-DeepSearch 2025.05not reported83.7%
xbench-DeepSearch 2025.10not reported56.3%
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is Grok 4 Fast Reasoning minus Step 3.5 Flash in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing

Side by side

SpecGrok 4 Fast ReasoningStep 3.5 FlashEdge
Context window2M tokens256K tokensGrok 4 Fast Reasoning
Max output
Input price / 1M$0.2
Output price / 1M$0.5
Cached input / 1M$0.05
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$0.7
ModalitiestexttextTie
Released2025-09-192026-02-12
Cited benchmark scores1218
Reliability

Provider status

All providers
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