Head-to-Head Model Comparison

Solar Pro vs Grok 2

Benchmarks, API Token Pricing, Context Window & Speed Comparison

Revisado pela equipe de pesquisa do GetInfoUsÚltima revisão: October 2026Política editorial
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Related topics (12)
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 da Upstage e Grok 2 da xAI são dois modelos de IA de destaque. O Solar Pro oferece uma janela de contexto de 32.8K tokens a $0.25/$0.25 por milhão de tokens, enquanto o Grok 2 oferece 131.1K tokens de contexto a $2.00/$10.00 por milhão de tokens. Veja abaixo a comparação completa de benchmarks, latência e custos.

Comparação Direta (VS)

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Upstage

Solar Pro

Modelo Principal de Fronteira

O Solar Pro da Upstage é um modelo de IA projetado para raciocínio corporativo de fronteira, programação avançada e cargas de produção, oferecendo janela de contexto de 33K, velocidade de 100 tokens/s, índice de inteligência de 75/100 e tar

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

Modelo Principal de Fronteira

O Grok 2 da xAI é um modelo de IA projetado para raciocínio corporativo de fronteira, programação avançada e cargas de produção, oferecendo janela de contexto de 131K, velocidade de 85 tokens/s, índice de inteligência de 45/100 e tarifa de

Intelligence Index45 / 100
Input Token:

$2.00 / 1M

Output Token:

$10.00 / 1M

Context Window:

131.1K tokens

SWE-bench Verified:

36.5%

Principais Diferenças em Resumo

  • 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

Quem vence em cada categoria?

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

Pontuações de Benchmarks Verificadas

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

Latência e Tempo de Resposta

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

Simulador Interativo de Custo de Tokens

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

  • Janela de contexto de 33K com limite máximo de saída de 4K tokens (MMLU-Pro 73.5% · Arena Elo 1260)
  • Taxa de transferência rápida de 100 tokens/segundo com latência inicial (TTFT) de 380 ms
  • Economia de API competitiva ($0.25/$0.25 por 1M de tokens) com suporte a cache de prompts e saídas JSON estruturadas
Considerations & Trade-offs
  • Modelo proprietário em nuvem; não permite download dos pesos para execução local offline
  • Em derivações científicas extremas, modelos pesados dedicados exclusivamente ao raciocínio oferecem maior profundidade

Grok 2 · Strengths & Key Advantages

  • Janela de contexto de 131K com limite máximo de saída de 8K tokens (SWE-bench Verified 36.5% · GPQA Diamond 56%)
  • Taxa de transferência rápida de 85 tokens/segundo com latência inicial (TTFT) de 480 ms
  • Economia de API competitiva ($2/$10 por 1M de tokens) com suporte a cache de prompts e saídas JSON estruturadas
Considerations & Trade-offs
  • Modelo proprietário em nuvem; não permite download dos pesos para execução local offline
  • Para alto volume de requisições, recomenda-se ativar o cache de prompts e a Batch API para reduzir custos

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

Especificações Técnicas

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: Respostas Rápidas (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.

Veredito

Tanto Solar Pro (Indicado para raciocínio corporativo de fronteira, programação avançada e cargas de produção, arquiteturas RAG corporativas e integração escalável via API.) quanto Grok 2 (Indicado para raciocínio corporativo de fronteira, programação avançada e cargas de produção, arquiteturas RAG corporativas e integração escalável via API.) entregam excelente desempenho: Solar Pro lidera em inteligência geral e programação, Solar Pro oferece geração mais rápida e Solar Pro apresenta o melhor custo-benefício em produção.

Perguntas Frequentes (FAQ)

Qual é melhor para programação e raciocínio, Solar Pro ou Grok 2?+

Nas avaliações de inteligência e código, Solar Pro leva vantagem. Confira os gráficos SWE-bench e GPQA acima para detalhes.

Qual modelo tem a API mais barata, Solar Pro ou Grok 2?+

O Solar Pro custa $0.25 / $0.25 por 1M de tokens (entrada/saída) e o Grok 2 custa $2.00 / $10.00. No custo combinado, Solar Pro é mais econômico.

Qual modelo possui maior janela de contexto e velocidade?+

O Solar Pro suporta 32.8K tokens de contexto contra 131.1K tokens do Grok 2, enquanto Solar Pro entrega maior velocidade de geração.

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.

Fontes oficiais: Documentação oficial de API da Upstage e xAI e benchmarks independentes (2026).