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  3. MoonshotAI: Kimi K2.5 vs Perplexity: Sonar Deep Research

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

MoonshotAI: Kimi K2.5 vs Perplexity: Sonar Deep Research benchmark

In this head-to-head showdown, MoonshotAI: Kimi K2.5 is more budget-friendly at $2.85/1M per 1M output tokens. Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Both MoonshotAI: Kimi K2.5 and Perplexity: Sonar Deep Research present distinct architectural strengths. Compare the verified benchmark matrix below to choose the model tailored to your specific application requirements.
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Moonshot
MoonshotAI: Kimi K2.5

Auto-discovered from OpenRouter (moonshotai/kimi-k2.5). Preview until a second source matches.

K2.5 MaxElo 1,515$2.8499999999999996/1M out
perplexity
Perplexity: Sonar Deep Research

Auto-discovered from OpenRouter (perplexity/sonar-deep-research). Preview until a second source matches.

$8/1M out

Kimi Series Family & Variants (4)

Speed, cost, and intelligence tradeoffs across the Moonshot lineup

vs Base Model
Kimi K3
Moonshot
Base Model
Reasoning
Elo1528
Speed68 t/s
In /1M$3
Out /1M$15
View specs →vs this
MoonshotAI: Kimi K2.5
Moonshot
K2.5 Max
Reasoning
Elo1515
Speed72 t/s
In /1M$0.57
Out /1M$2.85
-13 Elo-81% price1.1x speed
Selected
MoonshotAI: Kimi K2 0711
Moonshot
K2 Base
Elo1465
Speed85 t/s
In /1M$0.57
Out /1M$2.3
-63 Elo-85% price1.3x speed
View specs →vs this
Kimi Chat 1.5
Moonshot
2M Context
Elo1420
Speed95 t/s
In /1M$0.2
Out /1M$0.8
-108 Elo-95% price1.4x speed
View specs →vs this

MoonshotAI: Kimi K2.5 Thinking Depth & Cost Scaler

Simulate accuracy gains vs added response time & token cost

Mode: Medium (Deep Reasoning)

Reasoning models “think before answering” by generating internal reasoning tokens. Higher effort improves math, coding, and logic accuracy, but increases response delay and token costs.

Thinking Delay
270 ms
Standard speed
Reasoning Depth
~2,500
Internal tokens
Cost / 1k Calls
$8.27
7.3× standard bill
Accuracy Boost
+5.5% accuracy
STEM & SWE-bench
Top Rival Showdowns for MoonshotAI: Kimi K2.5
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Pro
Preference Leader

No shared data

Single model data

Throughput Leader

No shared data

No latency data

Value per Dollar Leader

MoonshotAI: Kimi K2.5

$2.8499999999999996 / 1M output

Capability Percentiles

Relative percentile scores computed across all active models in the benchmark catalog.

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 AdvantageMoonshotAI: Kimi K2.5 6/6
Head-to-Head Comparison

Overall Matchup Breakdown

Category wins across reasoning intelligence, generation speed, and token cost.

MoonshotAI: Kimi K2.5 (10)vsPerplexity: Sonar Deep Research (0)
MoonshotAI: Kimi K2.5: 10W (100%)Overall: MoonshotAI: Kimi K2.5Perplexity: Sonar Deep Research: 0W (0%)
← MoonshotAI: Kimi K2.5Perplexity: Sonar Deep Research →
MoonshotAI: Kimi K2.5 (5/5)

Intelligence & Reasoning

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

Preference Elo
1,515vs—
Coding Elo
1,520vs—
SWE-bench
71.3%vs—
LiveBench
67.2%vs—
GPQA Diamond
87.6%vs—
MoonshotAI: Kimi K2.5: 5WPerplexity: Sonar Deep Research: 0W
MoonshotAI: Kimi K2.5 (2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Output speed
72 tok/svs—
Time to first token
270 msvs—
MoonshotAI: Kimi K2.5: 2WPerplexity: Sonar Deep Research: 0W
MoonshotAI: Kimi K2.5 (3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Output price
$2.85/1Mvs$8/1M
Input price
$0.57/1Mvs$2/1M
Context window
262kvs128k
MoonshotAI: Kimi K2.5: 3WPerplexity: Sonar Deep Research: 0W

Side-by-Side Benchmark Matrix

Preference Elo
MoonshotAI: Kimi K2.51,515
lmarena · Aug 17, 2026
Perplexity: Sonar Deep Research—
Coding Elo
MoonshotAI: Kimi K2.51,520
lmarena · Aug 17, 2026
Perplexity: Sonar Deep Research—
LiveBench
MoonshotAI: Kimi K2.567.2%
livebench · Aug 17, 2026
Perplexity: Sonar Deep Research—
SWE-bench
MoonshotAI: Kimi K2.571.3%
swebench · Aug 17, 2026
Perplexity: Sonar Deep Research—
GPQA Diamond
MoonshotAI: Kimi K2.587.6%
seed-bootstrap · Aug 1, 2026
Perplexity: Sonar Deep Research—
Time to first token
MoonshotAI: Kimi K2.5270 ms
seed-bootstrap · Aug 1, 2026
Perplexity: Sonar Deep Research—
Output speed
MoonshotAI: Kimi K2.572 tok/s
seed-bootstrap · Aug 1, 2026
Perplexity: Sonar Deep Research—
Input priceMoonshotAI: Kimi K2.5 (+$1.43/1M)
MoonshotAI: Kimi K2.5$0.57/1M
openrouter · Aug 17, 2026
Perplexity: Sonar Deep Research$2/1M
openrouter · Aug 17, 2026
Output priceMoonshotAI: Kimi K2.5 (+$5.15/1M)
MoonshotAI: Kimi K2.5$2.85/1M
openrouter · Aug 17, 2026
Perplexity: Sonar Deep Research$8/1M
openrouter · Aug 17, 2026
Context windowMoonshotAI: Kimi K2.5 (+134k)
MoonshotAI: Kimi K2.5262k
openrouter · Aug 17, 2026
Perplexity: Sonar Deep Research128k
openrouter · Aug 17, 2026
BenchmarkMoonshotAI: Kimi K2.5Perplexity: Sonar Deep ResearchAdvantage Delta
Preference Elo
1,515
lmarena · Aug 17, 2026
——
Coding Elo
1,520
lmarena · Aug 17, 2026
——
LiveBench
67.2%
livebench · Aug 17, 2026
——
SWE-bench
71.3%
swebench · Aug 17, 2026
——
GPQA Diamond
87.6%
seed-bootstrap · Aug 1, 2026
——
Time to first token
270 ms
seed-bootstrap · Aug 1, 2026
——
Output speed
72 tok/s
seed-bootstrap · Aug 1, 2026
——
Input price
$0.57/1M
openrouter · Aug 17, 2026
$2/1M
openrouter · Aug 17, 2026
MoonshotAI: Kimi K2.5 (+$1.43/1M)
Output price
$2.85/1M
openrouter · Aug 17, 2026
$8/1M
openrouter · Aug 17, 2026
MoonshotAI: Kimi K2.5 (+$5.15/1M)
Context window
262k
openrouter · Aug 17, 2026
128k
openrouter · Aug 17, 2026
MoonshotAI: Kimi K2.5 (+134k)
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 67% with MoonshotAI: Kimi K2.5
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
MoonshotAI: Kimi K2.5$62.70 / mo
In: $19.95Out: $42.75
Perplexity: Sonar Deep Research$190.00 / mo
In: $70Out: $120
Estimated Cost Delta

MoonshotAI: Kimi K2.5 is estimated to save $127.30/month ($1,528/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    MoonshotAI: Kimi K2.5:Pick MoonshotAI: Kimi K2.5 when you are optimizing output cost.

Recommended Workload Routing

Repo / coding agentsinsufficient data

Need SWE-bench on both sides.

High-volume chatMoonshotAI: Kimi K2.5

Lower output list price ($2.85/1M).

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGMoonshotAI: Kimi K2.5

Larger window (262k).

Screenshots / visionMoonshotAI: Kimi K2.5

MoonshotAI: Kimi K2.5 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 K2.5Lower output list price ($2.85/1M).
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGMoonshotAI: Kimi K2.5Larger window (262k).
Screenshots / visionMoonshotAI: Kimi K2.5MoonshotAI: Kimi K2.5 is the side marked multimodal in the catalog.
Community Sentiment

Cast Your Matchup Vote

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CompareLLM Matrix

Verified head-to-head card

LIVE
VS
Moonshot

MoonshotAI: Kimi K2.5

Elo 1,515
LiveBench67.2%
SWE-bench71.3%
Speed72 tok/s
Output cost$2.85/1M
perplexity

Perplexity: Sonar Deep Research

Elo n/a
LiveBench—
SWE-bench—
Speed—
Output cost$8/1M

Frequently Asked Questions

Which is better overall, MoonshotAI: Kimi K2.5 or Perplexity: Sonar Deep Research?
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, MoonshotAI: Kimi K2.5 or Perplexity: Sonar Deep Research?
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 K2.5 output tokens are $2.85/1M versus $8/1M. Input prices and retry rates still move the real bill.
Which is faster, MoonshotAI: Kimi K2.5 or Perplexity: Sonar Deep Research?
We do not have TTFT for both models.
Which has the larger context window?
MoonshotAI: Kimi K2.5 accepts 262k tokens versus 128k.
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. MoonshotAI: Kimi K2.5 and Perplexity: Sonar Deep Research Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Similar Head-to-Head Comparisons

All MoonshotAI: Kimi K2.5 matchups →|All Perplexity: Sonar Deep Research matchups →
MoonshotAI: Kimi K2.5 vs MoonshotAI: Kimi K2 0711 (previous kimi)MoonshotAI: Kimi K2.5 vs Kimi K3 (next kimi)Qwen 3 Max vs MoonshotAI: Kimi K2.5Claude Sonnet 4.5 vs MoonshotAI: Kimi K2.5Gemini 3.6 Flash vs MoonshotAI: Kimi K2.5Kimi Chat 1.5 vs MoonshotAI: Kimi K2.5