Compare/Step 3.5 Flash vs MiMo-V2-Flash (Reasoning)

Step 3.5 FlashvsMiMo-V2-Flash (Reasoning)

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

StepFun

Step 3.5 Flash

Input
$0.1/M
Output
$0.3/M
Speed
214 tok/s
TTFT
1.05s
Xiaomi

MiMo-V2-Flash (Reasoning)

Input
$0.1/M
Output
$0.3/M
Speed
TTFT

Winner by Category

Cheaper
Tie
Faster (tok/s)
Step 3.5 Flash
Lower Latency
Step 3.5 Flash
Benchmarks (0-1)
MiMo-V2-Flash (Reasoning)

Pricing Comparison

MetricStep 3.5 FlashMiMo-V2-Flash (Reasoning)
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$0.13
MiMo-V2-Flash (Reasoning)$0.13

Speed Comparison

Output Speed (tokens/s) — higher is better
Step 3.5 Flash
214 tok/s
MiMo-V2-Flash (Reasoning)
Time to First Token (seconds) — lower is better
Step 3.5 Flash
1.05s
MiMo-V2-Flash (Reasoning)

Editorial Analysis

Verdict. MiMo-V2-Flash (Reasoning) takes the aggregate benchmark matchup 1–0 across 1 categories. Real workloads usually care about a handful of specific tasks — see the per-benchmark table above.

Pricing. Both models sit in the budget bracket for output-token pricing. At 1.0× the per-million-token cost, MiMo-V2-Flash (Reasoning) is meaningfully cheaper if your traffic is output-heavy (long completions, document generation, agent loops). MiMo-V2-Flash (Reasoning) makes more sense when output volume is low and absolute reasoning quality justifies the premium.

Strengths. Step 3.5 Flash is strongest on Intelligence Index (26.0). MiMo-V2-Flash (Reasoning) leads on Intelligence Index (31.9).

Speed. Speed data is incomplete for this pair; benchmark and price should decide.

Provider. StepFun and Xiaomi sell to overlapping but distinct developer audiences: StepFun tends to ship frontier reasoning models with premium positioning, while Xiaomi 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 costs $7.50 ($90/year); MiMo-V2-Flash (Reasoning) costs $7.50 ($90/year). At a smaller 5M-input/2M-output scale (single-developer tool or prototype): Step 3.5 Flash ≈ $1.10/run, MiMo-V2-Flash (Reasoning) ≈ $1.10/run. At agent/realtime scale (200M input / 100M output per million requests): Step 3.5 Flash ≈ $50/run, MiMo-V2-Flash (Reasoning) ≈ $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.

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
26.031.9
Coding Index
Math Index
GPQA Diamond
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
SciCode
IFBench
TerminalBench
Step 3.5 Flash0 wins
1 winsMiMo-V2-Flash (Reasoning)

Frequently Asked Questions

Which is cheaper, Step 3.5 Flash or MiMo-V2-Flash (Reasoning)?

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

Which model performs better on benchmarks?

MiMo-V2-Flash (Reasoning) wins 1 out of 12 benchmarks compared to 0 for Step 3.5 Flash. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Step 3.5 Flash generates tokens faster at 214 tok/s vs — tok/s. Step 3.5 Flash also has lower time-to-first-token (1.05s vs —s).

When should I use Step 3.5 Flash vs MiMo-V2-Flash (Reasoning)?

Choose based on your priorities: both are similarly priced, MiMo-V2-Flash (Reasoning) for stronger benchmark performance, and Step 3.5 Flash for faster generation. For latency-sensitive apps, check the TTFT comparison above.