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Head-to-Head Model Comparison

KAT-Coder-Pro V2.5 vs KAT-Coder-Air V2.5

Benchmarks, API Token Pricing, Context Window & Speed Comparison

Ditinjau oleh tim riset GetInfoUsPeninjauan terakhir: October 2026Kebijakan editorial
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AI CompareAI BenchmarkToken PricingModel CostModel SpecsSWE-bench CodingModel VersusWhich AI ModelLLM Speed & LatencyReasoning ModelsExtended ThinkingPrompt Caching ROI
KAT-Coder-Pro V2.5 vs KAT-Coder-Air V2.5: Benchmarks, Pricing & Speed Comparison

KAT-Coder-Pro V2.5 dari Kwaipilot dan KAT-Coder-Air V2.5 dari Kwaipilot adalah dua model AI unggulan. KAT-Coder-Pro V2.5 menawarkan jendela konteks 256K token dengan harga $0.50/$2.00 per 1 juta token, sedangkan KAT-Coder-Air V2.5 menyediakan konteks 256K token seharga $0.10/$0.40 per 1 juta token. Berikut perbandingan lengkap benchmark, latensi, dan biayanya.

Perbandingan Langsung (VS)

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Popular Matchups:
Kwaipilot

KAT-Coder-Pro V2.5

Pemimpin Pemrograman & Kode

KAT-Coder-Pro V2.5 dari Kwaipilot adalah model AI yang dirancang untuk rekayasa perangkat lunak otonom, refactoring multi-file, dan debugging mendalam, menghadirkan jendela konteks 256K, kecepatan 80 token/detik, indeks kecerdasan 85/100, s

Intelligence Index85 / 100
Input Token:

$0.50 / 1M

Output Token:

$2.00 / 1M

Context Window:

256K tokens

SWE-bench Verified:

58%

Kwaipilot

KAT-Coder-Air V2.5

Model Ringan & Hemat Biaya

KAT-Coder-Air V2.5 dari Kwaipilot adalah model AI yang dirancang untuk efisiensi biaya API maksimal per token dan throughput produksi yang ringan, menghadirkan jendela konteks 256K, kecepatan 145 token/detik, indeks kecerdasan 77/100, serta

Intelligence Index77 / 100
Input Token:

$0.10 / 1M

Output Token:

$0.40 / 1M

Context Window:

256K tokens

SWE-bench Verified:

N/A

Perbedaan Utama Sekilas

  • KAT-Coder-Air V2.5 is 5.0x cheaper for API usage (input + output tokens combined).
  • KAT-Coder-Air V2.5 is faster at 145 tok/s vs 80 tok/s.
Need definitions for token pricing, context, or benchmarks?Explore AI Glossary →
FeatureKAT-Coder-Pro V2.5KAT-Coder-Air V2.5
Intelligence Index
Composite reasoning & knowledge score (0-100)
8577
Provider
KwaipilotKwaipilot
Input Price
Cost per million input tokens
$0.50 / 1M$0.10 / 1M
Output Price
Cost per million output tokens
$2.00 / 1M$0.40 / 1M
Blended Price
Weighted 7:2:1 cache:input:output per 1M
$0.34 / 1M$0.07 / 1M
Context Window
Maximum input + output tokens
256K tokens~384 A4 pages of text256K tokens~384 A4 pages of text
Max Output Tokens
Per single request
16K8K
Throughput Speed
Tokens generated per second
80 tok/s145 tok/s
SWE-bench Verified
Real-world software engineering
58%N/A
GPQA Diamond
Graduate-level reasoning
67%N/A
Cached Input Price
Prompt caching discount per 1M tokens
$0.05 / 1M$0.01 / 1M

Siapa Unggul di Mana?

At-a-glance decision framework
Coding

Evaluations ongoing

Cost
KAT-Coder-Air V2.5
5.0x cheaper monthly runtime
Speed
KAT-Coder-Air V2.5
+81% faster generation
Context
Tied
256K tokens window

Skor Benchmark Terverifikasi

Official evaluation metrics verified by independent third-party research labs.

KAT-Coder-Pro V2.5KAT-Coder-Air V2.5
SWE-bench Verified (Autonomous Coding)

Industry benchmark evaluating real-world GitHub issue resolution and multi-file debugging.

58%vsN/A
GPQA Diamond (Doctorate-Level Science & Math)

Challenging questions created by domain experts to test complex PhD-level reasoning.

67%vsN/A
MMLU-Pro (Multi-task Language Understanding)

Hardened reasoning and academic knowledge benchmark with reduced lucky-guess probability.

81%vs74%
LMSYS Chatbot Arena Elo

Crowdsourced human preference evaluation based on blind, head-to-head model battles.

1360ptsvs1285pts
Generation Speed (Throughput)

Tokens emitted per second during active generation streaming.

80 tok/s vs145 tok/s

Latensi & Waktu Respons

Time to first token (TTFT) and estimated end-to-end response time for a typical 500-token response.

Time to First Token (TTFT)Lower is better
KAT-Coder-Pro V2.50.51s
KAT-Coder-Air V2.50.29s
Est. End-to-End Response (500 tokens)TTFT + generation time
KAT-Coder-Pro V2.56.76s
KAT-Coder-Air V2.53.74s

Simulator Biaya Token Interaktif

Adjust sliders to calculate projected monthly cloud API spending with prompt caching discounts.

100K / day
10K500K1M
30K / day
5K150K300K
50% cached
0% (Cold)50%90% (Warm)
KAT-Coder-Pro V2.5 Monthly API Bill
$2.63 / month
$0.5/1M in · $2/1M out
KAT-Coder-Air V2.5 Monthly API Bill
$0.53 / month
$0.1/1M in · $0.4/1M out
KAT-Coder-Air V2.5 saves approximately $2.10 / month (80%) under this workload.5.0x Savings

KAT-Coder-Pro V2.5 · Strengths & Key Advantages

  • Jendela konteks 256K dengan kapasitas output maksimum hingga 16K token (SWE-bench Verified 58% · GPQA Diamond 67%)
  • Kecepatan generasi tinggi 80 token/detik dengan latensi token pertama (TTFT) hanya 510 ms
  • Skema harga API kompetitif (tarif $0.5/$2 per 1M token) dengan dukungan cache prompt dan output JSON terstruktur
Considerations & Trade-offs
  • Model cloud proprietari tertutup; bobot model tidak dapat diunduh untuk penggunaan lokal offline
  • Pada tugas pembuktian ilmiah tingkat ekstrem, model penalaran berat kelas atas memberikan kedalaman lebih tinggi

KAT-Coder-Air V2.5 · Strengths & Key Advantages

  • Jendela konteks 256K dengan kapasitas output maksimum hingga 8K token (MMLU-Pro 74% · Arena Elo 1285)
  • Kecepatan generasi tinggi 145 token/detik dengan latensi token pertama (TTFT) hanya 290 ms
  • Skema harga API kompetitif (tarif $0.1/$0.4 per 1M token) dengan dukungan cache prompt dan output JSON terstruktur
Considerations & Trade-offs
  • Model cloud proprietari tertutup; bobot model tidak dapat diunduh untuk penggunaan lokal offline
  • Pada tugas pembuktian ilmiah tingkat ekstrem, model penalaran berat kelas atas memberikan kedalaman lebih tinggi

Token Use & Task Economics

Estimated cost and token consumption to complete one representative agentic task.

MetricKAT-Coder-Pro V2.5KAT-Coder-Air V2.5
Cost per Task
Estimated USD to finish one task
$0.18$0.03
Output Tokens / Task
Tokens generated per task
22K14K
Reasoning Tokens / Task
Thinking tokens burned per task
7K1K

Spesifikasi Teknis

Architecture, release timeline, capabilities, and modalities.

FeatureKAT-Coder-Pro V2.5KAT-Coder-Air V2.5
Official API Model ID (SDK)kat-coder-pro-v2-5kat-coder-air-v2-5
API ProtocolKwaipilot REST API (OpenAI-Compatible)Kwaipilot REST API (OpenAI-Compatible)
Release Date2026-072026-07
Knowledge CutoffApril 2026April 2026
ArchitectureAgentic Code-Specialized TransformerLightweight Code-Generation Transformer
ParametersConfidentialConfidential
Enterprise Rate Limits (RPM / TPM)5,000 – 15,000 RPM (Production Tier) · 800,000 – 2,000,000 TPM5,000 – 15,000 RPM (Production Tier) · 800,000 – 2,000,000 TPM
Long-Context Tier (>128K/200K)Flat rate ($0.5/1M in) across full 256K windowFlat rate ($0.1/1M in) across full 256K window
Prompt Cache Policy & TTLCached input at $0.05/1M tokensCached input at $0.01/1M tokens
Computer Use / GUI AgentAPI / CLI Tool-Use & DOM Agent ready (no raw pixel desktop click loop)API / CLI Tool-Use & DOM Agent ready (no raw pixel desktop click loop)
MCP & Parallel Tool CallingNative MCP Client/Server ready · Parallel function calling · 100% Strict JSON SchemaNative MCP Client/Server ready · Parallel function calling · 100% Strict JSON Schema
Web Search Grounding & SandboxSupported via external Tavily/Exa Search & E2B/Docker Sandbox toolsSupported via external Tavily/Exa Search & E2B/Docker Sandbox tools
Official Fine-Tuning SupportAPI Prompt Engineering & RAG DistillationAPI Prompt Engineering & RAG Distillation
Multimodal Token BillingText BPE (~4 chars/token)Text BPE (~4 chars/token)
Quantization & Min GPU VRAMCloud-Hosted Proprietary (FP8 / BF16 Tensor Core Cluster) · Zero Local VRAM Required (100% Serverless Cloud API)Cloud-Hosted Proprietary (FP8 / BF16 Tensor Core Cluster) · Zero Local VRAM Required (100% Serverless Cloud API)
Safety & Frontier ClassificationKwaipilot Production Safety & Alignment VerifiedKwaipilot Production Safety & Alignment Verified
Enterprise Compliance (ZDR/HIPAA/SOC2)SOC2 Type II · GDPR · Zero Data Retention (ZDR) & HIPAA BAA Available on Enterprise TierSOC2 Type II · GDPR · Zero Data Retention (ZDR) & HIPAA BAA Available on Enterprise Tier
Input Modalitiestexttext
Output Modalitiestexttext

KAT-Coder-Pro V2.5 vs KAT-Coder-Air V2.5: Jawaban Cepat (FAQ)

Which is more intelligent, KAT-Coder-Pro V2.5 or KAT-Coder-Air V2.5?

KAT-Coder-Pro V2.5 is more intelligent. It scores 85 compared with 77 on the composite Intelligence Index.

Which model is faster?

KAT-Coder-Air V2.5 is faster, generating 145 tokens per second compared with 80 tokens per second.

Which model is cheaper to run?

KAT-Coder-Air V2.5 is cheaper at $0.07 per 1M tokens blended, compared with $0.34 (7:2:1 cache:input:output ratio).

Which model has lower latency?

KAT-Coder-Air V2.5 has lower latency, with a time to first token of 0.29s compared with 0.51s.

Kesimpulan

Baik KAT-Coder-Pro V2.5 (Sangat cocok untuk rekayasa perangkat lunak otonom, refactoring multi-file, dan debugging mendalam, sistem RAG perusahaan, dan integrasi API skala produksi.) maupun KAT-Coder-Air V2.5 (Sangat cocok untuk efisiensi biaya API maksimal per token dan throughput produksi yang ringan, sistem RAG perusahaan, dan integrasi API skala produksi.) sangat tangguh: KAT-Coder-Pro V2.5 unggul dalam penalaran dan pemrograman, KAT-Coder-Air V2.5 memberikan kecepatan generasi token lebih tinggi, dan KAT-Coder-Air V2.5 lebih hemat biaya untuk penggunaan API skala besar.

Pertanyaan Umum (FAQ)

Mana yang lebih baik untuk coding dan penalaran, KAT-Coder-Pro V2.5 atau KAT-Coder-Air V2.5?+

Dalam indeks kecerdasan gabungan dan benchmark coding, KAT-Coder-Pro V2.5 memimpin. Lihat skor SWE-bench dan GPQA di atas untuk detailnya.

Berapa perbandingan harga API KAT-Coder-Pro V2.5 vs KAT-Coder-Air V2.5?+

KAT-Coder-Pro V2.5 mengenakan biaya $0.50 / $2.00 per 1M token input/output, sedangkan KAT-Coder-Air V2.5 sebesar $0.10 / $0.40. Secara keseluruhan, KAT-Coder-Air V2.5 lebih hemat biaya.

Model mana yang memiliki jendela konteks lebih besar dan kecepatan lebih tinggi?+

KAT-Coder-Pro V2.5 mendukung konteks 256K token dibandingkan 256K token pada KAT-Coder-Air V2.5, sementara KAT-Coder-Air V2.5 unggul dalam kecepatan output token per detik.

AI Terminology & Guide
Explore Glossary →

Understand key metrics like context window, token pricing, reasoning mode, and SWE-bench scores in our comprehensive AI glossary.

Tokens & PricingContext WindowAI BenchmarksReasoning ModelsTool CallingModel Context Protocol (MCP)

Related reading

Benchmark scores, token prices, and rate limits evolve rapidly as AI labs release model updates. Always verify current specifications and pricing on the official provider documentation.

Sumber resmi: Dokumentasi API resmi Kwaipilot & Kwaipilot serta evaluasi benchmark independen (2026).