Compare/Kimi K2 vs Qwen3.6 35B A3B (Non-reasoning)

Kimi K2vsQwen3.6 35B A3B (Non-reasoning)

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

Kimi

Kimi K2

Input
$0.57/M
Output
$2.3/M
Speed
40 tok/s
TTFT
1.39s
Alibaba

Qwen3.6 35B A3B (Non-reasoning)

Input
$0.38/M
Output
$2.25/M
Speed
145 tok/s
TTFT
2.10s

Winner by Category

Cheaper
Qwen3.6 35B A3B (Non-reasoning)
Faster (tok/s)
Qwen3.6 35B A3B (Non-reasoning)
Lower Latency
Kimi K2
Benchmarks (0-2)
Qwen3.6 35B A3B (Non-reasoning)

Pricing Comparison

MetricKimi K2Qwen3.6 35B A3B (Non-reasoning)
Input ($/M tokens)$0.57$0.38
Output ($/M tokens)$2.3$2.25
Cost for 1M input + 100K output tokens:
Kimi K2$0.80
Qwen3.6 35B A3B (Non-reasoning)$0.60

Speed Comparison

Output Speed (tokens/s) — higher is better
Kimi K2
40 tok/s
Qwen3.6 35B A3B (Non-reasoning)
145 tok/s
Time to First Token (seconds) — lower is better
Kimi K2
1.39s
Qwen3.6 35B A3B (Non-reasoning)
2.10s

Editorial Analysis

Verdict. Qwen3.6 35B A3B (Non-reasoning) takes the aggregate benchmark matchup 2–0 across 2 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, Qwen3.6 35B A3B (Non-reasoning) is meaningfully cheaper if your traffic is output-heavy (long completions, document generation, agent loops). Qwen3.6 35B A3B (Non-reasoning) makes more sense when output volume is low and absolute reasoning quality justifies the premium.

Strengths. Kimi K2 is strongest on Intelligence Index (19.7). Qwen3.6 35B A3B (Non-reasoning) leads on Coding Index (28.1), Intelligence Index (24.6).

Speed. On throughput, Qwen3.6 35B A3B (Non-reasoning) generates tokens at 145 tok/s versus 40 tok/s — about 72% faster. On time-to-first-token, Kimi K2 responds in 1390ms vs 2100ms, which matters most for chat-style UIs.

Provider. Kimi and Alibaba sell to overlapping but distinct developer audiences: Kimi tends to ship frontier reasoning models with premium positioning, while Alibaba 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): Kimi K2 costs $51.60 ($619/year); Qwen3.6 35B A3B (Non-reasoning) costs $45.15 ($542/year). At a smaller 5M-input/2M-output scale (single-developer tool or prototype): Kimi K2 ≈ $7.45/run, Qwen3.6 35B A3B (Non-reasoning) ≈ $6.40/run. At agent/realtime scale (200M input / 100M output per million requests): Kimi K2 ≈ $344/run, Qwen3.6 35B A3B (Non-reasoning) ≈ $301/run. Qwen3.6 35B A3B (Non-reasoning) becomes more attractive at higher volume — the absolute per-token pricing difference compounds when you ship at scale.

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

  • On throughput, Qwen3.6 35B A3B (Non-reasoning) is 3.63× faster (145 tok/s vs 40 tok/s). For streaming chat or real-time agents this alone often flips the recommendation.

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
19.724.6
Coding Index
28.1
Math Index
GPQA Diamond
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
SciCode
IFBench
TerminalBench
Kimi K20 wins
2 winsQwen3.6 35B A3B (Non-reasoning)

Frequently Asked Questions

Which is cheaper, Kimi K2 or Qwen3.6 35B A3B (Non-reasoning)?

Qwen3.6 35B A3B (Non-reasoning) is cheaper overall. Its blended price (3:1 input/output ratio) is $0.85/M tokens vs $1.00/M for Kimi K2.

Which model performs better on benchmarks?

Qwen3.6 35B A3B (Non-reasoning) wins 2 out of 12 benchmarks compared to 0 for Kimi K2. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Qwen3.6 35B A3B (Non-reasoning) generates tokens faster at 145 tok/s vs 40 tok/s. Kimi K2 also has lower time-to-first-token (1.39s vs 2.10s).

When should I use Kimi K2 vs Qwen3.6 35B A3B (Non-reasoning)?

Choose based on your priorities: Qwen3.6 35B A3B (Non-reasoning) for lower cost, Qwen3.6 35B A3B (Non-reasoning) for stronger benchmark performance, and Qwen3.6 35B A3B (Non-reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.