Compare/Kimi K2.6 vs Muse Spark 1.1 (xhigh)

Kimi K2.6vsMuse Spark 1.1 (xhigh)

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

Kimi

Kimi K2.6

Input
$0.95/M
Output
$4/M
Speed
TTFT
Meta

Muse Spark 1.1 (xhigh)

Input
$1.25/M
Output
$4.25/M
Speed
124 tok/s
TTFT
1.02s

Winner by Category

Cheaper
Kimi K2.6
Faster (tok/s)
Muse Spark 1.1 (xhigh)
Lower Latency
Kimi K2.6
Benchmarks (3-4)
Muse Spark 1.1 (xhigh)

Pricing Comparison

MetricKimi K2.6Muse Spark 1.1 (xhigh)
Input ($/M tokens)$0.95$1.25
Output ($/M tokens)$4$4.25
Cost for 1M input + 100K output tokens:
Kimi K2.6$1.35
Muse Spark 1.1 (xhigh)$1.68

Speed Comparison

Output Speed (tokens/s) — higher is better
Kimi K2.6
Muse Spark 1.1 (xhigh)
124 tok/s
Time to First Token (seconds) — lower is better
Kimi K2.6
Muse Spark 1.1 (xhigh)
1.02s

Editorial Analysis

Verdict. Muse Spark 1.1 (xhigh) takes the aggregate benchmark matchup 4–3 across 7 categories. Real workloads usually care about a handful of specific tasks — see the per-benchmark table above.

Pricing. Both models sit in the mid-tier bracket for output-token pricing. At 0.9× the per-million-token cost, Kimi K2.6 is meaningfully cheaper if your traffic is output-heavy (long completions, document generation, agent loops). Kimi K2.6 makes more sense when output volume is low and absolute reasoning quality justifies the premium.

Strengths. Kimi K2.6 is strongest on GPQA Diamond (91%), IFBench (76%), Coding Index (61.8). Muse Spark 1.1 (xhigh) leads on GPQA Diamond (90%), Coding Index (71.3), SciCode (58%).

Speed. On throughput, Muse Spark 1.1 (xhigh) generates tokens at 124 tok/s versus 0 tok/s — about 100% faster. On time-to-first-token, Kimi K2.6 responds in 0ms vs 1023ms, which matters most for chat-style UIs.

Provider. Kimi and Meta sell to overlapping but distinct developer audiences: Kimi tends to ship frontier reasoning models with premium positioning, while Meta 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 K2.6 costs $88.50 ($1062/year); Muse Spark 1.1 (xhigh) costs $101.25 ($1215/year). At a smaller 5M-input/2M-output scale (single-developer tool or prototype): Kimi K2.6 ≈ $12.75/run, Muse Spark 1.1 (xhigh) ≈ $14.75/run. At agent/realtime scale (200M input / 100M output per million requests): Kimi K2.6 ≈ $590/run, Muse Spark 1.1 (xhigh) ≈ $675/run. Kimi K2.6 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, Muse Spark 1.1 (xhigh) is 12387.90× faster (124 tok/s vs 0 tok/s). For streaming chat or real-time agents this alone often flips the recommendation.
  • Time-to-first-token differs by 10230.0× — Kimi K2.6 responds in 0ms vs 1023ms. For interactive chat UIs this can matter more than raw benchmark wins.
  • Aggregate benchmark score (sum across 12 categories, capped at 100): Kimi K2.6 = 109, Muse Spark 1.1 (xhigh) = 124. Within 15% — effectively equivalent if both meet the threshold your product requires.

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
44.250.6
Coding Index
61.871.3
Math Index
GPQA Diamond
91.1%89.8%
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
35.9%45.1%
SciCode
53.5%58.2%
IFBench
76.0%
TerminalBench
43.9%
Kimi K2.63 wins
4 winsMuse Spark 1.1 (xhigh)

Frequently Asked Questions

Which is cheaper, Kimi K2.6 or Muse Spark 1.1 (xhigh)?

Kimi K2.6 is cheaper overall. Its blended price (3:1 input/output ratio) is $1.71/M tokens vs $2.00/M for Muse Spark 1.1 (xhigh).

Which model performs better on benchmarks?

Muse Spark 1.1 (xhigh) wins 4 out of 12 benchmarks compared to 3 for Kimi K2.6. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Muse Spark 1.1 (xhigh) generates tokens faster at 124 tok/s vs 0 tok/s. Kimi K2.6 also has lower time-to-first-token (0.00s vs 1.02s).

When should I use Kimi K2.6 vs Muse Spark 1.1 (xhigh)?

Choose based on your priorities: Kimi K2.6 for lower cost, Muse Spark 1.1 (xhigh) for stronger benchmark performance, and Muse Spark 1.1 (xhigh) for faster generation. For latency-sensitive apps, check the TTFT comparison above.