Compare/DeepSeek R1 (Jan '25) vs Kimi K2.6 (Non-reasoning)

DeepSeek R1 (Jan '25)vsKimi K2.6 (Non-reasoning)

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

DeepSeek

DeepSeek R1 (Jan '25)

Input
$2/M
Output
$4/M
Speed
TTFT
Kimi

Kimi K2.6 (Non-reasoning)

Input
$0.95/M
Output
$4/M
Speed
40 tok/s
TTFT
2.76s

Winner by Category

Cheaper
Kimi K2.6 (Non-reasoning)
Faster (tok/s)
Kimi K2.6 (Non-reasoning)
Lower Latency
Kimi K2.6 (Non-reasoning)
Benchmarks (1-1)
Tie

Pricing Comparison

MetricDeepSeek R1 (Jan '25)Kimi K2.6 (Non-reasoning)
Input ($/M tokens)$2$0.95
Output ($/M tokens)$4$4
Cost for 1M input + 100K output tokens:
DeepSeek R1 (Jan '25)$2.40
Kimi K2.6 (Non-reasoning)$1.35

Speed Comparison

Output Speed (tokens/s) — higher is better
DeepSeek R1 (Jan '25)
Kimi K2.6 (Non-reasoning)
40 tok/s
Time to First Token (seconds) — lower is better
DeepSeek R1 (Jan '25)
Kimi K2.6 (Non-reasoning)
2.76s

Editorial Analysis

Verdict. DeepSeek R1 (Jan '25) and Kimi K2.6 (Non-reasoning) 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 mid-tier bracket for output-token pricing. At 1.0× the per-million-token cost, Kimi K2.6 (Non-reasoning) is meaningfully cheaper if your traffic is output-heavy (long completions, document generation, agent loops). Kimi K2.6 (Non-reasoning) makes more sense when output volume is low and absolute reasoning quality justifies the premium.

Strengths. DeepSeek R1 (Jan '25) is strongest on Coding Index (24.6), Intelligence Index (18.6). Kimi K2.6 (Non-reasoning) leads on Intelligence Index (35.4).

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

Provider. DeepSeek and Kimi sell to overlapping but distinct developer audiences: DeepSeek tends to ship frontier reasoning models with premium positioning, while Kimi 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): DeepSeek R1 (Jan '25) costs $120.00 ($1440/year); Kimi K2.6 (Non-reasoning) costs $88.50 ($1062/year). At a smaller 5M-input/2M-output scale (single-developer tool or prototype): DeepSeek R1 (Jan '25) ≈ $18.00/run, Kimi K2.6 (Non-reasoning) ≈ $12.75/run. At agent/realtime scale (200M input / 100M output per million requests): DeepSeek R1 (Jan '25) ≈ $800/run, Kimi K2.6 (Non-reasoning) ≈ $590/run. Kimi K2.6 (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

  • Benchmark wins tie exactly at 1–1. The tiebreaker on raw benchmark parity will be price, speed, or capability coverage.

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
18.635.4
Coding Index
24.6
Math Index
GPQA Diamond
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
SciCode
IFBench
TerminalBench
DeepSeek R1 (Jan '25)1 wins
1 winsKimi K2.6 (Non-reasoning)

Frequently Asked Questions

Which is cheaper, DeepSeek R1 (Jan '25) or Kimi K2.6 (Non-reasoning)?

Kimi K2.6 (Non-reasoning) is cheaper overall. Its blended price (3:1 input/output ratio) is $1.71/M tokens vs $2.50/M for DeepSeek R1 (Jan '25).

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?

Kimi K2.6 (Non-reasoning) generates tokens faster at 40 tok/s vs — tok/s. However, Kimi K2.6 (Non-reasoning) has lower time-to-first-token (2.76s vs —s).

When should I use DeepSeek R1 (Jan '25) vs Kimi K2.6 (Non-reasoning)?

Choose based on your priorities: Kimi K2.6 (Non-reasoning) for lower cost, both perform similarly on benchmarks, and Kimi K2.6 (Non-reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.