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Head-to-Head Model Comparison

Sonar Pro vs Sonar Reasoning Pro

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
Sonar Pro vs Sonar Reasoning Pro: Benchmarks, Pricing & Speed Comparison

Sonar Pro dari Perplexity dan Sonar Reasoning Pro dari Perplexity adalah dua model AI unggulan. Sonar Pro menawarkan jendela konteks 200K token dengan harga $3.00/$15.00 per 1 juta token, sedangkan Sonar Reasoning Pro menyediakan konteks 128K token seharga $2.00/$8.00 per 1 juta token. Berikut perbandingan lengkap benchmark, latensi, dan biayanya.

Perbandingan Langsung (VS)

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Perplexity

Sonar Pro

Model Generasi Klasik

Sonar Pro dari Perplexity adalah model AI yang dirancang untuk asisten percakapan, peringkasan dokumen, dan beban kerja bisnis umum, menghadirkan jendela konteks 200K, kecepatan 85 token/detik, indeks kecerdasan 84/100, serta tarif $3/$15 p

Intelligence Index84 / 100
Input Token:

$3.00 / 1M

Output Token:

$15.00 / 1M

Context Window:

200K tokens

SWE-bench Verified:

N/A

Perplexity

Sonar Reasoning Pro

Mesin Penalaran Mendalam

Sonar Reasoning Pro dari Perplexity adalah model AI yang dirancang untuk penalaran logis mendalam, matematika tingkat lanjut, dan analisis ilmiah, menghadirkan jendela konteks 128K, kecepatan 75 token/detik, indeks kecerdasan 86/100, serta

Intelligence Index86 / 100
Input Token:

$2.00 / 1M

Output Token:

$8.00 / 1M

Context Window:

128K tokens

SWE-bench Verified:

N/A

Perbedaan Utama Sekilas

  • Sonar Reasoning Pro is 1.8x cheaper for API usage (input + output tokens combined).
  • Sonar Pro has a larger context window (200K vs 128K tokens).
  • Sonar Pro is faster at 85 tok/s vs 75 tok/s.
Need definitions for token pricing, context, or benchmarks?Explore AI Glossary →
FeatureSonar ProSonar Reasoning Pro
Intelligence Index
Composite reasoning & knowledge score (0-100)
8486
Provider
PerplexityPerplexity
Input Price
Cost per million input tokens
$3.00 / 1M$2.00 / 1M
Output Price
Cost per million output tokens
$15.00 / 1M$8.00 / 1M
Blended Price
Weighted 7:2:1 cache:input:output per 1M
$2.31 / 1M$1.34 / 1M
Context Window
Maximum input + output tokens
200K tokens~300 A4 pages of text128K tokens~192 A4 pages of text
Max Output Tokens
Per single request
8K16K
Throughput Speed
Tokens generated per second
85 tok/s75 tok/s
SWE-bench Verified
Real-world software engineering
N/AN/A
GPQA Diamond
Graduate-level reasoning
65%69%
Cached Input Price
Prompt caching discount per 1M tokens
$0.30 / 1M$0.20 / 1M

Siapa Unggul di Mana?

At-a-glance decision framework
Coding

Evaluations ongoing

Cost
Sonar Reasoning Pro
1.8x cheaper monthly runtime
Speed
Sonar Pro
+13% faster generation
Context
Sonar Pro
200K tokens window

Skor Benchmark Terverifikasi

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

Sonar ProSonar Reasoning Pro
GPQA Diamond (Doctorate-Level Science & Math)

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

65%vs69%
MMLU-Pro (Multi-task Language Understanding)

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

81.5%vs83%
LMSYS Chatbot Arena Elo

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

1355ptsvs1365pts
AIME (Advanced Math Competition)

American Invitational Mathematics Examination — multi-step Olympiad-level reasoning.

N/Avs78%
Generation Speed (Throughput)

Tokens emitted per second during active generation streaming.

85 tok/s vs75 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
Sonar Pro0.58s
Sonar Reasoning Pro0.72s
Est. End-to-End Response (500 tokens)TTFT + generation time
Sonar Pro6.46s
Sonar Reasoning Pro7.39s

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)
Sonar Pro Monthly API Bill
$18.45 / month
$3/1M in · $15/1M out
Sonar Reasoning Pro Monthly API Bill
$10.50 / month
$2/1M in · $8/1M out
Sonar Reasoning Pro saves approximately $7.95 / month (43%) under this workload.1.8x Savings

Sonar Pro · Strengths & Key Advantages

  • Jendela konteks 200K dengan kapasitas output maksimum hingga 8K token (GPQA Diamond 65% · MMLU-Pro 81.5%)
  • Kecepatan generasi tinggi 85 token/detik dengan latensi token pertama (TTFT) hanya 580 ms
  • Skema harga API kompetitif (tarif $3/$15 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
  • Untuk trafik produksi skala besar, disarankan mengaktifkan fitur Prompt Caching dan Batch API guna menghemat biaya

Sonar Reasoning Pro · Strengths & Key Advantages

  • Jendela konteks 128K dengan kapasitas output maksimum hingga 16K token (GPQA Diamond 69% · MMLU-Pro 83%)
  • Kecepatan generasi tinggi 75 token/detik dengan latensi token pertama (TTFT) hanya 720 ms
  • Skema harga API kompetitif (tarif $2/$8 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
  • Untuk trafik produksi skala besar, disarankan mengaktifkan fitur Prompt Caching dan Batch API guna menghemat biaya

Token Use & Task Economics

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

MetricSonar ProSonar Reasoning Pro
Cost per Task
Estimated USD to finish one task
$0.28$0.22
Output Tokens / Task
Tokens generated per task
18K22K
Reasoning Tokens / Task
Thinking tokens burned per task
4K9K

Spesifikasi Teknis

Architecture, release timeline, capabilities, and modalities.

FeatureSonar ProSonar Reasoning Pro
Official API Model ID (SDK)sonar-prosonar-reasoning-pro
API ProtocolPerplexity REST API (OpenAI-Compatible)Perplexity REST API (OpenAI-Compatible)
Release Date2024-012024-01
Knowledge CutoffReal-time (Web-grounded)Real-time (Web-grounded)
ArchitectureDeep Retrieval Multimodal Frontier TransformerDeliberate Web-Grounded Chain-of-Thought Engine
ParametersConfidential / Frontier ScaleConfidential
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 ($3/1M in) across full 200K windowFlat rate ($2/1M in) across full 128K window
Prompt Cache Policy & TTLCached input at $0.3/1M tokensCached input at $0.2/1M tokens
Computer Use / GUI AgentSupported (Screen coordinate grounding, browser & desktop GUI action loops)Supported (Screen coordinate grounding, browser & desktop GUI action loops)
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) · Vision (~258–765 tokens per image tile)Text BPE (~4 chars/token) · Vision (~258–765 tokens per image tile)
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 ClassificationPerplexity Production Safety & Alignment VerifiedPerplexity 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 Modalitiestext, visiontext, vision
Output Modalitiestexttext

Sonar Pro vs Sonar Reasoning Pro: Jawaban Cepat (FAQ)

Which is more intelligent, Sonar Pro or Sonar Reasoning Pro?

Sonar Reasoning Pro is more intelligent. It scores 86 compared with 84 on the composite Intelligence Index.

Which model is faster?

Sonar Pro is faster, generating 85 tokens per second compared with 75 tokens per second.

Which model is cheaper to run?

Sonar Reasoning Pro is cheaper at $1.34 per 1M tokens blended, compared with $2.31 (7:2:1 cache:input:output ratio).

Which model has lower latency?

Sonar Pro has lower latency, with a time to first token of 0.58s compared with 0.72s.

Which model has a larger context window?

Sonar Pro has a larger context window, supporting 200K tokens compared with 128K tokens.

Kesimpulan

Baik Sonar Pro (Sangat cocok untuk asisten percakapan, peringkasan dokumen, dan beban kerja bisnis umum, sistem RAG perusahaan, dan integrasi API skala produksi.) maupun Sonar Reasoning Pro (Sangat cocok untuk penalaran logis mendalam, matematika tingkat lanjut, dan analisis ilmiah, sistem RAG perusahaan, dan integrasi API skala produksi.) sangat tangguh: Sonar Reasoning Pro unggul dalam penalaran dan pemrograman, Sonar Pro memberikan kecepatan generasi token lebih tinggi, dan Sonar Reasoning Pro lebih hemat biaya untuk penggunaan API skala besar.

Pertanyaan Umum (FAQ)

Mana yang lebih baik untuk coding dan penalaran, Sonar Pro atau Sonar Reasoning Pro?+

Dalam indeks kecerdasan gabungan dan benchmark coding, Sonar Reasoning Pro memimpin. Lihat skor SWE-bench dan GPQA di atas untuk detailnya.

Berapa perbandingan harga API Sonar Pro vs Sonar Reasoning Pro?+

Sonar Pro mengenakan biaya $3.00 / $15.00 per 1M token input/output, sedangkan Sonar Reasoning Pro sebesar $2.00 / $8.00. Secara keseluruhan, Sonar Reasoning Pro lebih hemat biaya.

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

Sonar Pro mendukung konteks 200K token dibandingkan 128K token pada Sonar Reasoning Pro, sementara Sonar Pro 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 Perplexity & Perplexity serta evaluasi benchmark independen (2026).