CompareLLM
CompareLLM.ai
Live
Leaderboard
Models
Compare
Best of & Stacks
Research & News
…
CompareLLM
CompareLLM.ai
Precision Benchmarks

Programmatic, dated AI model benchmarks, head-to-head comparisons, and Stack Engine presets.

Daily ingest · 06:00 UTC

Analytics & Benchmarks

  • AI Model Leaderboard
  • Head-to-Head Compare Hub
  • Models Directory
  • Stack Engine Presets
  • Frontier Models
  • Open Weights Catalog

Guides & Intent Lists

  • Best LLM Lists (2026)
  • Best Coding LLM
  • Best Cheap LLM
  • Fastest Low-Latency LLM
  • Claude vs GPT Benchmark
  • What is Elo?
  • Methodology Guides
  • News & Dispatches

Transparency & API

  • Evaluation Methodology
  • Benchmark Changelog
  • Public JSON API
  • llms.txt Specification
  • Privacy Policy
  • Sign In / Account

© 2026 CompareLLM. Public benchmark data aggregated from Arena Elo, LiveBench, SWE-bench & OpenRouter.

Every score has a dated snapshot.

Theme:
Currency:
  1. Home
  2. Comparisons
  3. Kimi Chat 1.5 vs Perceptron: Perceptron Mk1

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

Kimi Chat 1.5 vs Perceptron: Perceptron Mk1 benchmark

In this head-to-head showdown, Kimi Chat 1.5 is more budget-friendly at $0.8/1M 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 Kimi Chat 1.5 and Perceptron: Perceptron Mk1 present distinct architectural strengths. Compare the verified benchmark matrix below to choose the model tailored to your specific application requirements.
Share Analysis:
WhatsAppTelegramXLinkedInReddit

Verified Head-to-Head Advantage Breakdown

3 direct benchmark disciplines evaluated across capability, speed, and cost

Kimi Chat 1.5 (2)Perceptron: Perceptron Mk1 (1)
Kimi Chat 1.5
2 of 3 Wins
✓Output price✓Context window
Perceptron: Perceptron Mk1
1 of 3 Wins
✓Input price
Moonshot
Leads 2 of 3 metrics
Kimi Chat 1.5

Moonshot ultra-long context model supporting up to 2 million tokens per request.

2M ContextElo 1,420$0.8/1M out
perceptron
Leads 1 of 3 metrics
Perceptron: Perceptron Mk1

Auto-discovered from OpenRouter (perceptron/perceptron-mk1). Preview until a second source matches.

$1.5/1M out

Kimi Series Lineage & Sibling Variants

4 models

Currently comparing Kimi Chat 1.5 vs Perceptron: Perceptron Mk1. Alternative family tiers available.

Active: Kimi Chat 1.5
Kimi K3$15MoonshotAI: Kimi K2.5$2.85MoonshotAI: Kimi K2 0711$2.3
Top Rival Showdowns for Kimi Chat 1.5
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 LeaderKimi Chat 1.5 Wins

Kimi Chat 1.5

$0.8 / 1M output

Capability Percentiles

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

Multi-Dimensional Capability Radar

Leaders Matchup Capability Radar

Comparing top Western standard models with China's leading frontier rival across 6 skill dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
0–100 %ile
Head-to-Head Comparison

Overall Matchup Breakdown

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

Kimi Chat 1.5 (9)vsPerceptron: Perceptron Mk1 (1)
Kimi Chat 1.5: 9W (90%)Overall: Kimi Chat 1.5Perceptron: Perceptron Mk1: 1W (10%)
← Kimi Chat 1.5Perceptron: Perceptron Mk1 →
🏆Kimi Chat 1.5(5/5)

Intelligence & Reasoning

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

Benchmark
Kimi Chat 1.5vsPerceptron: Perceptron Mk1
Preference Elo
1,420vs—
Coding Elo
1,390vs—
SWE-bench
51%vs—
LiveBench
58%vs—
GPQA Diamond
71.5%vs—
Kimi Chat 1.5: 5WPerceptron: Perceptron Mk1: 0W
🏆Kimi Chat 1.5(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Kimi Chat 1.5vsPerceptron: Perceptron Mk1
Output speed
95 tok/svs—
Time to first token
210 msvs—
Kimi Chat 1.5: 2WPerceptron: Perceptron Mk1: 0W
🏆Kimi Chat 1.5(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Kimi Chat 1.5vsPerceptron: Perceptron Mk1
Output price
$0.8/1Mvs$1.5/1M+$0.7/1M
Input price
$0.2/1Mvs$0.15/1M+$0.05/1M
Context window
2Mvs33k+2M
Kimi Chat 1.5: 2WPerceptron: Perceptron Mk1: 1W

Side-by-Side Benchmark Matrix

Preference Elo
Kimi Chat 1.51,420
lmarena · Aug 17, 2026
Perceptron: Perceptron Mk1—
Coding Elo
Kimi Chat 1.51,390
lmarena · Aug 17, 2026
Perceptron: Perceptron Mk1—
LiveBench
Kimi Chat 1.558%
livebench · Aug 17, 2026
Perceptron: Perceptron Mk1—
SWE-bench
Kimi Chat 1.551%
swebench · Aug 17, 2026
Perceptron: Perceptron Mk1—
GPQA Diamond
Kimi Chat 1.571.5%
seed-bootstrap · Aug 1, 2026
Perceptron: Perceptron Mk1—
Time to first token
Kimi Chat 1.5210 ms
seed-bootstrap · Aug 1, 2026
Perceptron: Perceptron Mk1—
Output speed
Kimi Chat 1.595 tok/s
seed-bootstrap · Aug 1, 2026
Perceptron: Perceptron Mk1—
Input price+$0.05/1M
Kimi Chat 1.5$0.2/1M
seed-bootstrap · Aug 1, 2026
Perceptron: Perceptron Mk1$0.15/1M
openrouter · Aug 17, 2026
Output price+$0.7/1M
Kimi Chat 1.5$0.8/1M
seed-bootstrap · Aug 1, 2026
Perceptron: Perceptron Mk1$1.5/1M
openrouter · Aug 17, 2026
Context window+2M
Kimi Chat 1.52M
seed-bootstrap · Aug 1, 2026
Perceptron: Perceptron Mk133k
openrouter · Aug 17, 2026
BenchmarkKimi Chat 1.5Perceptron: Perceptron Mk1Advantage Delta
Preference Elo
1,420
lmarena · Aug 17, 2026
——
Coding Elo
1,390
lmarena · Aug 17, 2026
——
LiveBench
58%
livebench · Aug 17, 2026
——
SWE-bench
51%
swebench · Aug 17, 2026
——
GPQA Diamond
71.5%
seed-bootstrap · Aug 1, 2026
——
Time to first token
210 ms
seed-bootstrap · Aug 1, 2026
——
Output speed
95 tok/s
seed-bootstrap · Aug 1, 2026
——
Input price
$0.2/1M
seed-bootstrap · Aug 1, 2026
$0.15/1M
openrouter · Aug 17, 2026
+$0.05/1M
Output price
$0.8/1M
seed-bootstrap · Aug 1, 2026
$1.5/1M
openrouter · Aug 17, 2026
+$0.7/1M
Context window
2M
seed-bootstrap · Aug 1, 2026
33k
openrouter · Aug 17, 2026
+2M
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 32% with Kimi Chat 1.5
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Kimi Chat 1.5$19.00 / mo
In: $7Out: $12
Perceptron: Perceptron Mk1$27.75 / mo
In: $5.25Out: $22.5
Estimated Cost Delta

Kimi Chat 1.5 is estimated to save $8.75/month ($105/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Kimi Chat 1.5:Pick Kimi Chat 1.5 when you are optimizing output cost.
  • 2
    Kimi Chat 1.5:Pick Kimi Chat 1.5 for million-token RAG or long-document jobs.

Recommended Workload Routing

Repo / coding agentsinsufficient data

Need SWE-bench on both sides.

High-volume chatKimi Chat 1.5

Lower output list price ($0.8/1M).

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGKimi Chat 1.5

Larger window (2M).

Screenshots / visionPerceptron: Perceptron Mk1

Perceptron: Perceptron Mk1 is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsinsufficient dataNeed SWE-bench on both sides.
High-volume chatKimi Chat 1.5Lower output list price ($0.8/1M).
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGKimi Chat 1.5Larger window (2M).
Screenshots / visionPerceptron: Perceptron Mk1Perceptron: Perceptron Mk1 is the side marked multimodal in the catalog.
Community Sentiment

Cast Your Matchup Vote

0 total votes

Community Discussions (0)

Sign in to cast your verified vote, bookmark models, and participate in benchmark discussions.Sign In to Post

No comments posted on this matchup yet. Be the first to share an evaluation note!

Social Share Card Preview

Dynamic OpenGraph banner generated at /compare/kimi-1-5-long-vs-perceptron-mk1/opengraph-image

Save PNG

CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Moonshot

Kimi Chat 1.5

Elo 1,420
SWE-bench51%
Speed (tok/s)95 tok/s
Input / 1M Tokens$0.2/1M
Output / 1M Tokens$0.8/1M
perceptron

Perceptron: Perceptron Mk1

Elo n/a
SWE-bench—
Speed (tok/s)33k
Input / 1M Tokens$0.15/1M
Output / 1M Tokens$1.5/1M

Frequently Asked Questions

Which is better overall, Kimi Chat 1.5 or Perceptron: Perceptron Mk1?
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, Kimi Chat 1.5 or Perceptron: Perceptron Mk1?
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?
Kimi Chat 1.5 output tokens are $0.8/1M versus $1.5/1M. Input prices and retry rates still move the real bill.
Which is faster, Kimi Chat 1.5 or Perceptron: Perceptron Mk1?
We do not have TTFT for both models.
Which has the larger context window?
Kimi Chat 1.5 accepts 2M tokens versus 33k.
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. Kimi Chat 1.5 and Perceptron: Perceptron Mk1 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Similar Head-to-Head Comparisons

All Kimi Chat 1.5 matchups →|All Perceptron: Perceptron Mk1 matchups →
Kimi Chat 1.5 vs MoonshotAI: Kimi K2 0711 (next kimi)Kimi K3 vs Kimi Chat 1.5MoonshotAI: Kimi K2.5 vs Kimi Chat 1.5Mistral Large 3 vs Kimi Chat 1.5Doubao Pro 1.5 vs Kimi Chat 1.5Yi-Lightning vs Kimi Chat 1.5