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Claude Opus 5 vs GPT-5.6 Sol

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  3. Claude Opus 5 vs MoonshotAI: Kimi K2.6

Pairwise benchmark snapshot · Aug 17, 2026noindex (thin pair)

Claude Opus 5 vs MoonshotAI: Kimi K2.6 benchmark

This page compares Claude Opus 5 (Anthropic) and MoonshotAI: Kimi K2.6 (Moonshot) using the latest snapshots we have as of Aug 17, 2026. MoonshotAI: Kimi K2.6 wins on output price at $4/1M. Claude Opus 5 has the larger context window (1M tokens). Every cell below is a dated snapshot from a named public source — we do not invent missing scores, and we do not run SWE-bench ourselves.

Quick answer

Claude Opus 5 vs MoonshotAI: Kimi K2.6 is a dated snapshot, not a lab score. MoonshotAI: Kimi K2.6 is the cheaper output token. Elo is crowd preference, not an exam. Pick the column that matches the job.
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Anthropic

Claude Opus 5

Anthropic current default flagship. Official API $5/$25 per 1M tokens and a 1M context window (Anthropic, Jul 24 2026).

Elo 1,624$50/1M out

Moonshot

MoonshotAI: Kimi K2.6

Auto-discovered from OpenRouter (moonshotai/kimi-k2.6). Preview until a second source matches.

$4/1M out
Claude Opus 5 Inference Compute Profile
Inference-Time Compute & Reasoning EffortDynamic CoT

Claude Opus 5 Reasoning Scaler & Token Billing Simulator

Param: thinking_budget

Reasoning models scale test-time compute by generating hidden chain-of-thought (CoT) tokens. These tokens are billed at standard output rates and directly expand latency (TTFT) in exchange for higher GPQA Diamond and SWE-bench Verified problem resolve rates.

Estimated TTFT
310 ms
1.0x (Standard eval)
CoT Thinking Tokens
~3,200
Billed as output tokens
Est. Cost / 1k Calls
$180.00
9.0x base invoice
STEM / SWE Boost
+5.2%
GPQA & SWE-bench scaling
Medium (16k budget) Operational Profile

Official evaluation benchmark budget for SWE-bench and LiveBench.

Direct Provider APIAnthropic
"thinking": {
  "type": "enabled",
  "budget_tokens": 16384
}
OpenRouter Unified APIUnified Gateway
"reasoning": {
  "effort": "medium",
  "max_tokens": 3200
}

Swap or Add Any Model to this Matchup

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Model A
Model B
Quick vs:vs Claude Opus 4.5vs Claude Opus 4.6vs Claude Sonnet 4.5vs Claude 3.7 Sonnet

Interactive Comparison Diagram

Matchup Breakdown

Tug-of-War Matchup Matrix

Category wins across intelligence, speed, and pricing efficiency.

Claude Opus 5 (8)vsMoonshotAI: Kimi K2.6 (2)
Claude Opus 5: 8W (80%)Overall: Claude Opus 5MoonshotAI: Kimi K2.6: 2W (20%)
← Claude Opus 5MoonshotAI: Kimi K2.6 →
Claude Opus 5 (5/5)

Intelligence & Reasoning

Preference Elo, Coding proficiency, SWE-bench & LiveBench accuracy

Preference Elo
1,624vs—
Coding Elo
1,618vs—
SWE-bench
79.2%vs—
LiveBench
74.8%vs—
GPQA Diamond
87.1%vs—
Claude Opus 5: 5WMoonshotAI: Kimi K2.6: 0W
Claude Opus 5 (2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Output speed
72 tok/svs—
Time to first token
310 msvs—
Claude Opus 5: 2WMoonshotAI: Kimi K2.6: 0W
MoonshotAI: Kimi K2.6 (2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Output price
$50/1Mvs$4/1M
Input price
$10/1Mvs$0.95/1M
Context window
1Mvs262k
Claude Opus 5: 1WMoonshotAI: Kimi K2.6: 2W
Capability Matchup Radar

Multi-Dimensional Capability Radar

Each spoke is a skill. Farther from the center is better (0–100th percentile). Tap any dot to inspect details.

Tap any node to inspect
Percentile 0–100
Dimensional AdvantageClaude Opus 5 5/6
Preference Elo

No shared data

No shared data

Throughput Speed

No shared data

No shared data

Token Price Efficiency

MoonshotAI: Kimi K2.6

$46.00/1M cheaper

Full Benchmark Score Matrix

—
Elo
High is better
1,624
EloHigh is better
—
Code Elo
High is better
1,618
Code EloHigh is better
—
LiveBench
High is better
74.8%
LiveBenchHigh is better
—
SWE-bench
High is better
79.2%
SWE-benchHigh is better
—
GPQA
High is better
87.1%
GPQAHigh is better
—
TTFT
Low is better
310 ms
TTFTLow is better
—
Speed
High is better
72 tok/s
SpeedHigh is better
—
In $
Low is better
$10.00 / 1M
In $Low is better
$0.95 / 1M+953%
Out $
Low is better
$50.00 / 1M
Out $Low is better
$4.00 / 1M+1150%
Context
High is better
+281%1M
ContextHigh is better
262k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

Simulate monthly production API costs in USD (US Dollar).

Save up to 92% with MoonshotAI: Kimi K2.6
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Claude Opus 5$1,100.00 / mo
In: $350Out: $750
MoonshotAI: Kimi K2.6$93.25 / mo
In: $33.25Out: $60
Estimated Cost Delta

MoonshotAI: Kimi K2.6 is estimated to save $1,006.75/month ($12,081/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    MoonshotAI: Kimi K2.6:Pick MoonshotAI: Kimi K2.6 when you are optimizing output cost.
  • 2
    Claude Opus 5:Pick Claude Opus 5 for million-token RAG or long-document jobs.

Recommended Workload Routing

Repo / coding agentsinsufficient data

Need SWE-bench on both sides.

High-volume chatMoonshotAI: Kimi K2.6

Lower output list price ($4/1M).

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGClaude Opus 5

Larger window (1M).

Screenshots / visionClaude Opus 5

Claude Opus 5 is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsinsufficient dataNeed SWE-bench on both sides.
High-volume chatMoonshotAI: Kimi K2.6Lower output list price ($4/1M).
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGClaude Opus 5Larger window (1M).
Screenshots / visionClaude Opus 5Claude Opus 5 is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
compareAug 10, 2026

Sonnet vs Opus in 2026: same family, different invoice

Usually Sonnet 5 vs Opus 5. Coding delta versus output $/1M. The workhorse question.

compareJul 24, 2026

Claude vs Gemini: coding, Elo, and output price — not a brand mashup

Top Anthropic vs top Google. Usually Opus 5 vs 3.6 Pro. Two different invoices.

compareJul 24, 2026

Claude vs GPT benchmark: this hub always remaps to the current Elo leaders

Not a frozen 2025 article. Today that is usually Opus 5 vs GPT-5.6 Sol. Dated cells, not a brand fight.

launchJul 24, 2026

Claude Opus 5 is Anthropic’s default flagship — how to read it on CompareLLM

Jul 24 2026 official API at $5/$25 and a 1M window. Preference Elo is taste, not a coding exam.

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Verified head-to-head card

LIVE
VS
Anthropic

Claude Opus 5

Elo 1,624
LiveBench74.8%
SWE-bench79.2%
Speed72 tok/s
Output cost$50/1M
Moonshot

MoonshotAI: Kimi K2.6

Elo n/a
LiveBench—
SWE-bench—
Speed—
Output cost$4/1M

Frequently Asked Questions

Which is better overall, Claude Opus 5 or MoonshotAI: Kimi K2.6?
We do not have preference Elo for both models, so we do not declare an overall winner. Compare the metrics that exist.
Which is better at coding, Claude Opus 5 or MoonshotAI: Kimi K2.6?
SWE-bench is missing for at least one model, so we do not rank coding from a single number.
Which is cheaper to run in production?
MoonshotAI: Kimi K2.6 output tokens are $4/1M versus $50/1M. Input prices and retry rates still move the real bill.
Which is faster, Claude Opus 5 or MoonshotAI: Kimi K2.6?
We do not have TTFT for both models.
Which has the larger context window?
Claude Opus 5 accepts 1M tokens versus 262k.
Can I self-host either model?
Neither model is marked open-weights here. You are comparing hosted APIs.
Are these scores from CompareLLM’s own evals?
No. V1 aggregates public leaderboards (and optional first-party latency pings). Each cell names its source and date. Read /methodology.
What does preference Elo mean on this page?
Preference Elo is a crowd vote from LMArena / Arena. People see two hidden answers and pick the one they like more. The model that wins more often gets a higher Elo. That means people preferred it — not that it passed a school test. It is not SWE-bench, not accuracy, and not a number we invent. Claude Opus 5 and MoonshotAI: Kimi K2.6 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • compare · Aug 10, 2026

    Sonnet vs Opus in 2026: same family, different invoice

  • compare · Jul 24, 2026

    Claude vs Gemini: coding, Elo, and output price — not a brand mashup

  • compare · Jul 24, 2026

    Claude vs GPT benchmark: this hub always remaps to the current Elo leaders

  • launch · Jul 24, 2026

    Claude Opus 5 is Anthropic’s default flagship — how to read it on CompareLLM

Similar Head-to-Head Comparisons

All Claude Opus 5 matchups →|All MoonshotAI: Kimi K2.6 matchups →
Claude Opus 5 vs Claude Opus 4.8 (previous opus)Claude Fable 5 vs Claude Opus 5Claude Opus 4.6 vs Claude Opus 5Claude Opus 4.5 vs Claude Opus 5Claude Sonnet 5 vs Claude Opus 5Kimi K3 vs Claude Opus 5