LLM Reference

GPT-5 vs Grok 4

GPT-5 (2025) and Grok 4 (2025) are frontier-tier reasoning models from OpenAI and xAI. GPT-5 ships a 400k-token context window, while Grok 4 ships a 256k-token context window. On SWE-bench Verified, Grok 4 leads by 1.8 pts. On pricing, both list $1.25/1M input tokens on the cheapest tracked route. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

GPT-5 is safer overall; choose Grok 4 when coding workflow support matters.

Decision scorecard

Local evidence first
SignalGPT-5Grok 4
Best forreasoning-heavy apps, multimodal apps, and tool-calling agentsreasoning-heavy apps, multimodal apps, and tool-calling agents
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window400k256k
Cheapest output$10/1M tokens$2.50/1M tokens
Provider routes4 tracked4 tracked
Shared benchmarks4 sharedSWE-bench Verified leader

Decision tradeoffs

Choose GPT-5 when...
  • GPT-5 holds a shared-benchmark lead on Google-Proof Q&A, ahead by 0.9 points.
  • GPT-5 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Local decision data tags GPT-5 for Coding, RAG, and Agents.
Choose Grok 4 when...
  • Grok 4 holds a shared-benchmark lead on SWE-bench Verified, ahead by 1.8 points.
  • Grok 4 has the lower cheapest tracked output price at $2.50/1M tokens.
  • Local decision data tags Grok 4 for Coding, RAG, and Agents.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output route or tier on this page.

Lower estimate Grok 4

GPT-5

$3,500

Cheapest tracked route/tier: Replicate API

Grok 4

$1,625

Cheapest tracked route/tier: xAI Console

Estimated monthly gap: $1,875. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GPT-5 -> Grok 4
  • Provider overlap exists on OpenRouter and Replicate API; start route-level A/B tests there.
  • Grok 4 is $7.50/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
Grok 4 -> GPT-5
  • Provider overlap exists on Replicate API and OpenRouter; start route-level A/B tests there.
  • GPT-5 is $7.50/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.

Specs

Specification
Released2025-08-072025-07-09
Context window400k256k
Parameters
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryProprietary
OpennessProprietaryProprietary
WeightsNot releasedNot released
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2024-09-

Pricing and availability

Pricing attributeGPT-5Grok 4
Input price$1.25/1M tokens$1.25/1M tokens
Output price$10/1M tokens$2.50/1M tokens
Providers

Capabilities

CapabilityGPT-5Grok 4
VisionYesYes
MultimodalYesYes
ReasoningYesYes
JSON / Tool useYesYes
Structured outputsYesYes
Code executionYesYes
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkGPT-5Grok 4
SWE-bench Verified74.976.7
Google-Proof Q&A88.487.5
AIME 202594.691.7
Aider Polyglot88.079.6

Continue comparing

Last reviewed: 2026-07-10. Data sourced from public model cards and provider documentation.