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Compare/Step 3.5 Flash 2603 vs Mistral Small 3.2

Step 3.5 Flash 2603vsMistral Small 3.2

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

StepFun

Step 3.5 Flash 2603

Input
$0.1/M
Output
$0.3/M
Speed
146 tok/s
TTFT
3.55s
Mistral

Mistral Small 3.2

Input
$0.1/M
Output
$0.3/M
Speed
154 tok/s
TTFT
0.80s

Winner by Category

Cheaper
Tie
Faster (tok/s)
Mistral Small 3.2
Lower Latency
Mistral Small 3.2
Benchmarks (1-1)
Tie

Pricing Comparison

MetricStep 3.5 Flash 2603Mistral Small 3.2
Input ($/M tokens)$0.1$0.1
Output ($/M tokens)$0.3$0.3
Cost for 1M input + 100K output tokens:
Step 3.5 Flash 2603$0.13
Mistral Small 3.2$0.13

Speed Comparison

Output Speed (tokens/s) — higher is better
Step 3.5 Flash 2603
146 tok/s
Mistral Small 3.2
154 tok/s
Time to First Token (seconds) — lower is better
Step 3.5 Flash 2603
3.55s
Mistral Small 3.2
0.80s

Editorial Analysis

Verdict. Step 3.5 Flash 2603 and Mistral Small 3.2 split the benchmark comparison evenly at 1–1. The tiebreaker here is price, speed, and what you actually run them on.

Pricing. Both models sit in the budget bracket for output-token pricing. At 1.0× the per-million-token cost, Mistral Small 3.2 is meaningfully cheaper if your traffic is output-heavy (long completions, document generation, agent loops). Mistral Small 3.2 makes more sense when output volume is low and absolute reasoning quality justifies the premium.

Strengths. Step 3.5 Flash 2603 is strongest on Intelligence Index (17.0). Mistral Small 3.2 leads on Coding Index (12.5), Intelligence Index (7.0).

Speed. Throughput is comparable — 146 tok/s vs 154 tok/s — so generation speed shouldn't drive your choice here. Look at the per-benchmark wins instead.

Provider. StepFun and Mistral sell to overlapping but distinct developer audiences: StepFun tends to ship frontier reasoning models with premium positioning, while Mistral often prices more aggressively. Your existing vendor relationships, billing, and SLA preferences may matter as much as the raw numbers above.

Workload cost. Workload scenarios (per million requests at 30M input + 15M output tokens): Step 3.5 Flash 2603 costs $7.50 ($90/year); Mistral Small 3.2 costs $7.50 ($90/year). At a smaller 5M-input/2M-output scale (single-developer tool or prototype): Step 3.5 Flash 2603 ≈ $1.10/run, Mistral Small 3.2 ≈ $1.10/run. At agent/realtime scale (200M input / 100M output per million requests): Step 3.5 Flash 2603 ≈ $50/run, Mistral Small 3.2 ≈ $50/run.

Recommendation. Both models have legitimate use cases — the right answer depends on whether you are optimizing for benchmark ceiling, latency, or unit cost. Start with the cheaper / faster model, evaluate against your specific task, and only switch if the upgrade shows a meaningful lift.

Head-to-head deltas

  • Benchmark wins tie exactly at 1–1. The tiebreaker on raw benchmark parity will be price, speed, or capability coverage.
  • Aggregate benchmark score (sum across 12 categories, capped at 100): Step 3.5 Flash 2603 = 17, Mistral Small 3.2 = 20. Within 15% — effectively equivalent if both meet the threshold your product requires.

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
17.07.0
Coding Index
—12.5
Math Index
——
GPQA Diamond
——
MMLU-Pro
——
LiveCodeBench
——
AIME 2025
——
MATH-500
——
Humanity's Last Exam
——
SciCode
——
IFBench
——
TerminalBench
——
Step 3.5 Flash 26031 wins
1 winsMistral Small 3.2

Frequently Asked Questions

Which is cheaper, Step 3.5 Flash 2603 or Mistral Small 3.2?

Both models have similar pricing. Check the detailed breakdown above for input vs output token costs.

Which model performs better on benchmarks?

It's a tie — both models win 1 benchmarks each across 12 evaluated categories. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Mistral Small 3.2 generates tokens faster at 154 tok/s vs 146 tok/s. However, Mistral Small 3.2 has lower time-to-first-token (0.80s vs 3.55s).

When should I use Step 3.5 Flash 2603 vs Mistral Small 3.2?

Choose based on your priorities: both are similarly priced, both perform similarly on benchmarks, and Mistral Small 3.2 for faster generation. For latency-sensitive apps, check the TTFT comparison above.