Head-to-Head Model Comparison

Solar Pro vs Grok 2

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
Solar Pro vs Grok 2: Benchmarks, Pricing & Speed Comparison

Solar Pro dari Upstage dan Grok 2 dari xAI adalah dua model AI unggulan. Solar Pro menawarkan jendela konteks 32.8K token dengan harga $0.25/$0.25 per 1 juta token, sedangkan Grok 2 menyediakan konteks 131.1K token seharga $2.00/$10.00 per 1 juta token. Berikut perbandingan lengkap benchmark, latensi, dan biayanya.

Perbandingan Langsung (VS)

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Solar Pro

Model Unggulan Garis Depan

Solar Pro dari Upstage adalah model AI yang dirancang untuk penalaran perusahaan garis depan, pemrograman tingkat lanjut, dan produksi AI, menghadirkan jendela konteks 33K, kecepatan 100 token/detik, indeks kecerdasan 75/100, serta tarif $0

Intelligence Index75 / 100
Input Token:

$0.25 / 1M

Output Token:

$0.25 / 1M

Context Window:

32.8K tokens

SWE-bench Verified:

N/A

xAI

Grok 2

Model Unggulan Garis Depan

Grok 2 dari xAI adalah model AI yang dirancang untuk penalaran perusahaan garis depan, pemrograman tingkat lanjut, dan produksi AI, menghadirkan jendela konteks 131K, kecepatan 85 token/detik, indeks kecerdasan 45/100, serta tarif $2/$10 pe

Intelligence Index45 / 100
Input Token:

$2.00 / 1M

Output Token:

$10.00 / 1M

Context Window:

131.1K tokens

SWE-bench Verified:

36.5%

Perbedaan Utama Sekilas

  • Solar Pro is 21.2x cheaper for API usage (input + output tokens combined).
  • Grok 2 has a larger context window (131K vs 33K tokens).
  • Solar Pro is faster at 100 tok/s vs 85 tok/s.
Need definitions for token pricing, context, or benchmarks?Explore AI Glossary →
FeatureSolar ProGrok 2
Intelligence Index
Composite reasoning & knowledge score (0-100)
7545
Provider
UpstagexAI
Input Price
Cost per million input tokens
$0.25 / 1M$2.00 / 1M
Output Price
Cost per million output tokens
$0.25 / 1M$10.00 / 1M
Blended Price
Weighted 7:2:1 cache:input:output per 1M
$0.09 / 1M$2.10 / 1M
Context Window
Maximum input + output tokens
32.8K tokens~49 A4 pages of text131.1K tokens~197 A4 pages of text
Max Output Tokens
Per single request
4K8K
Throughput Speed
Tokens generated per second
100 tok/s85 tok/s
SWE-bench Verified
Real-world software engineering
N/A36.5%
GPQA Diamond
Graduate-level reasoning
N/A56%
Cached Input Price
Prompt caching discount per 1M tokens
$0.03 / 1M$1.00 / 1M

Siapa Unggul di Mana?

At-a-glance decision framework
Coding

Evaluations ongoing

Cost
Solar Pro
21.2x cheaper monthly runtime
Speed
Solar Pro
+18% faster generation
Context
Grok 2
131.1K tokens window

Skor Benchmark Terverifikasi

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

Solar ProGrok 2
SWE-bench Verified (Autonomous Coding)

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

N/Avs36.5%
GPQA Diamond (Doctorate-Level Science & Math)

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

N/Avs56%
MMLU-Pro (Multi-task Language Understanding)

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

73.5%vs74.5%
LMSYS Chatbot Arena Elo

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

1260ptsvs1295pts
Generation Speed (Throughput)

Tokens emitted per second during active generation streaming.

100 tok/s vs85 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
Solar Pro0.38s
Grok 20.48s
Est. End-to-End Response (500 tokens)TTFT + generation time
Solar Pro5.38s
Grok 26.36s

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)
Solar Pro Monthly API Bill
$0.64 / month
$0.25/1M in · $0.25/1M out
Grok 2 Monthly API Bill
$13.50 / month
$2/1M in · $10/1M out
Solar Pro saves approximately $12.86 / month (95%) under this workload.21.2x Savings

Solar Pro · Strengths & Key Advantages

  • Jendela konteks 33K dengan kapasitas output maksimum hingga 4K token (MMLU-Pro 73.5% · Arena Elo 1260)
  • Kecepatan generasi tinggi 100 token/detik dengan latensi token pertama (TTFT) hanya 380 ms
  • Skema harga API kompetitif (tarif $0.25/$0.25 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

Grok 2 · Strengths & Key Advantages

  • Jendela konteks 131K dengan kapasitas output maksimum hingga 8K token (SWE-bench Verified 36.5% · GPQA Diamond 56%)
  • Kecepatan generasi tinggi 85 token/detik dengan latensi token pertama (TTFT) hanya 480 ms
  • Skema harga API kompetitif (tarif $2/$10 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.

MetricSolar ProGrok 2
Cost per Task
Estimated USD to finish one task
$0.04$0.20
Output Tokens / Task
Tokens generated per task
10K24K
Reasoning Tokens / Task
Thinking tokens burned per task
0K0K

Spesifikasi Teknis

Architecture, release timeline, capabilities, and modalities.

FeatureSolar ProGrok 2
Official API Model ID (SDK)solar-progrok-2-latest
API ProtocolUpstage REST API (OpenAI-Compatible)xAI REST API (OpenAI-Compatible)
Release Date2024-102024-08
Knowledge CutoffJune 2024August 2024
ArchitectureDepth-Upscaled Dense Language TransformerFrontier Multimodal Mixture-of-Experts
Parameters22B (Depth-Upscaled)Confidential
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 ($0.25/1M in) across full 33K windowFlat rate ($2/1M in) across full 131K window
Prompt Cache Policy & TTLCached input at $0.025/1M tokensCached input at $1/1M 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 toolsReal-time Web & X (Twitter) Search Grounding + Code Execution
Official Fine-Tuning SupportAPI Prompt Engineering & RAG DistillationAPI Prompt Engineering & RAG Distillation
Multimodal Token BillingText BPE (~4 chars/token)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 ClassificationUpstage Production Safety & Alignment VerifiedxAI 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, vision
Output Modalitiestexttext

Solar Pro vs Grok 2: Jawaban Cepat (FAQ)

Which is more intelligent, Solar Pro or Grok 2?

Solar Pro is more intelligent. It scores 75 compared with 45 on the composite Intelligence Index.

Which model is faster?

Solar Pro is faster, generating 100 tokens per second compared with 85 tokens per second.

Which model is cheaper to run?

Solar Pro is cheaper at $0.09 per 1M tokens blended, compared with $2.10 (7:2:1 cache:input:output ratio).

Which model has lower latency?

Solar Pro has lower latency, with a time to first token of 0.38s compared with 0.48s.

Which model has a larger context window?

Grok 2 has a larger context window, supporting 131.1K tokens compared with 32.8K tokens.

Kesimpulan

Baik Solar Pro (Sangat cocok untuk penalaran perusahaan garis depan, pemrograman tingkat lanjut, dan produksi AI, sistem RAG perusahaan, dan integrasi API skala produksi.) maupun Grok 2 (Sangat cocok untuk penalaran perusahaan garis depan, pemrograman tingkat lanjut, dan produksi AI, sistem RAG perusahaan, dan integrasi API skala produksi.) sangat tangguh: Solar Pro unggul dalam penalaran dan pemrograman, Solar Pro memberikan kecepatan generasi token lebih tinggi, dan Solar Pro lebih hemat biaya untuk penggunaan API skala besar.

Pertanyaan Umum (FAQ)

Mana yang lebih baik untuk coding dan penalaran, Solar Pro atau Grok 2?+

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

Berapa perbandingan harga API Solar Pro vs Grok 2?+

Solar Pro mengenakan biaya $0.25 / $0.25 per 1M token input/output, sedangkan Grok 2 sebesar $2.00 / $10.00. Secara keseluruhan, Solar Pro lebih hemat biaya.

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

Solar Pro mendukung konteks 32.8K token dibandingkan 131.1K token pada Grok 2, sementara Solar 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.

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 Upstage & xAI serta evaluasi benchmark independen (2026).