Compare/DeepSeek V4 Flash (Reasoning, Max Effort) vs Step 3.5 Flash 2603

DeepSeek V4 Flash (Reasoning, Max Effort)vsStep 3.5 Flash 2603

Side-by-side comparison of pricing, 12 benchmarks, and generation speed.

DeepSeek

DeepSeek V4 Flash (Reasoning, Max Effort)

Input
$0.14/M
Output
$0.28/M
Speed
109 tok/s
TTFT
0.93s
StepFun

Step 3.5 Flash 2603

Input
$0.1/M
Output
$0.3/M
Speed
180 tok/s
TTFT
0.92s

Winner by Category

Cheaper
Step 3.5 Flash 2603
Faster (tok/s)
Step 3.5 Flash 2603
Lower Latency
Step 3.5 Flash 2603
Benchmarks (7-0)
DeepSeek V4 Flash (Reasoning, Max Effort)

Pricing Comparison

MetricDeepSeek V4 Flash (Reasoning, Max Effort)Step 3.5 Flash 2603
Input ($/M tokens)$0.14$0.1
Output ($/M tokens)$0.28$0.3
Cost for 1M input + 100K output tokens:
DeepSeek V4 Flash (Reasoning, Max Effort)$0.17
Step 3.5 Flash 2603$0.13

Speed Comparison

Output Speed (tokens/s) — higher is better
DeepSeek V4 Flash (Reasoning, Max Effort)
109 tok/s
Step 3.5 Flash 2603
180 tok/s
Time to First Token (seconds) — lower is better
DeepSeek V4 Flash (Reasoning, Max Effort)
0.93s
Step 3.5 Flash 2603
0.92s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
40.326.0
Coding Index
56.2
Math Index
GPQA Diamond
89.4%82.6%
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
32.1%22.6%
SciCode
44.9%38.5%
IFBench
79.2%66.5%
TerminalBench
35.6%32.6%
DeepSeek V4 Flash (Reasoning, Max Effort)7 wins
0 winsStep 3.5 Flash 2603

Frequently Asked Questions

Which is cheaper, DeepSeek V4 Flash (Reasoning, Max Effort) or Step 3.5 Flash 2603?

Step 3.5 Flash 2603 is cheaper overall. Its blended price (3:1 input/output ratio) is $0.15/M tokens vs $0.17/M for DeepSeek V4 Flash (Reasoning, Max Effort).

Which model performs better on benchmarks?

DeepSeek V4 Flash (Reasoning, Max Effort) wins 7 out of 12 benchmarks compared to 0 for Step 3.5 Flash 2603. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Step 3.5 Flash 2603 generates tokens faster at 180 tok/s vs 109 tok/s. However, Step 3.5 Flash 2603 has lower time-to-first-token (0.92s vs 0.93s).

When should I use DeepSeek V4 Flash (Reasoning, Max Effort) vs Step 3.5 Flash 2603?

Choose based on your priorities: Step 3.5 Flash 2603 for lower cost, DeepSeek V4 Flash (Reasoning, Max Effort) for stronger benchmark performance, and Step 3.5 Flash 2603 for faster generation. For latency-sensitive apps, check the TTFT comparison above.