LLM Reference

GPT-5 vs Grok-3

GPT-5 (2025) and Grok-3 (2025) are frontier-tier reasoning models from OpenAI and xAI. GPT-5 ships a 400k-token context window, while Grok-3 ships a 131k-token context window. On Google-Proof Q&A, GPT-5 leads by 3.8 pts. On pricing, Grok-3 costs $0.80/1M input tokens versus $1.25/1M for the alternative. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

Grok-3 is ~56% cheaper at $0.80/1M; pay for GPT-5 only for coding workflow support.

Decision scorecard

Local evidence first
SignalGPT-5Grok-3
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 window400k131k
Cheapest output$10/1M tokens$2.40/1M tokens
Provider routes4 tracked4 tracked
Shared benchmarksGoogle-Proof Q&A leader3 rows

Decision tradeoffs

Choose GPT-5 when...
  • GPT-5 holds a shared-benchmark lead on Google-Proof Q&A, ahead by 3.8 points.
  • GPT-5 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • GPT-5 uniquely exposes Code execution in local model data.
  • Local decision data tags GPT-5 for Coding, RAG, and Agents.
Choose Grok-3 when...
  • Grok-3 has the lower cheapest tracked output price at $2.40/1M tokens.
  • Local decision data tags Grok-3 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-3

GPT-5

$3,500

Cheapest tracked route/tier: Replicate API

Grok-3

$1,240

Cheapest tracked route/tier: Chutes AI

Estimated monthly gap: $2,260. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GPT-5 -> Grok-3
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • Grok-3 is $7.60/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Code execution before moving production traffic.
Grok-3 -> GPT-5
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • GPT-5 is $7.60/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • GPT-5 adds Code execution in local capability data.

Specs

Specification
Released2025-08-072025-02-17
Context window400k131k
Parameters
Architecturedecoder only-
LicenseProprietaryProprietary
OpennessProprietaryProprietary
Commercial useCommercial use with conditionsCommercial use with conditions
Knowledge cutoff2024-092025-04

Pricing and availability

Pricing attributeGPT-5Grok-3
Input price$1.25/1M tokens$0.80/1M tokens
Output price$10/1M tokens$2.40/1M tokens
Providers

Capabilities

CapabilityGPT-5Grok-3
VisionYesYes
MultimodalYesYes
ReasoningYesYes
Function callingYesYes
Tool useYesYes
Structured outputsYesYes
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkGPT-5Grok-3
Google-Proof Q&A88.484.6
AIME 202594.693.3
Aider Polyglot88.053.3

Deep dive

On shared benchmark coverage, Google-Proof Q&A has GPT-5 at 88.4 and Grok-3 at 84.6, with GPT-5 ahead by 3.8 points; AIME 2025 has GPT-5 at 94.6 and Grok-3 at 93.3, with GPT-5 ahead by 1.3 points; Aider Polyglot has GPT-5 at 88 and Grok-3 at 53.3, with GPT-5 ahead by 34.7 points. The largest visible gap is 34.7 points on Aider Polyglot, which matters most when that benchmark mirrors your workload. Treat isolated benchmark wins as directional, because provider routing, prompt style, and tool access can move real application results.

The capability footprint differs most on code execution: GPT-5. Both models share vision, multimodal input, reasoning mode, and function calling, so the practical split is not just feature count. Use those differences to decide whether the page is about raw model quality, agentic coding support, multimodal ingestion, or predictable structured API behavior.

For cost, GPT-5 lists $1.25/1M input and $10/1M output tokens on the cheapest tracked provider, while Grok-3 lists $0.80/1M input and $2.40/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts Grok-3 lower by about $2.60 per million blended tokens. Availability is 4 providers versus 4, so concentration risk also matters.

Choose GPT-5 when coding workflow support and larger context windows are central to the workload. Choose Grok-3 when vision-heavy evaluation and lower input-token cost are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship.

FAQ

Which has a larger context window, GPT-5 or Grok-3?

GPT-5 supports 400k tokens, while Grok-3 supports 131k tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible. Use this as a quick comparison signal, then confirm the provider-specific limits before committing to production.

Which is cheaper, GPT-5 or Grok-3?

Grok-3 is cheaper on tracked token pricing. GPT-5 costs $1.25/1M input and $10/1M output tokens. Grok-3 costs $0.80/1M input and $2.40/1M output tokens. Provider discounts or batch pricing can still change the final bill.

Is GPT-5 or Grok-3 open source?

GPT-5 is listed under Proprietary. Grok-3 is listed under Proprietary. License labels affect whether you can self-host, redistribute weights, or rely only on hosted APIs, so confirm the upstream license before deployment.

Which is better for vision, GPT-5 or Grok-3?

Both GPT-5 and Grok-3 expose vision. The better choice depends on benchmark fit, context budget, pricing, and whether your provider route exposes the same capability surface. Use this as a quick comparison signal, then confirm the provider-specific limits before committing to production.

Which is better for multimodal input, GPT-5 or Grok-3?

Both GPT-5 and Grok-3 expose multimodal input. The better choice depends on benchmark fit, context budget, pricing, and whether your provider route exposes the same capability surface. Use this as a quick comparison signal, then confirm the provider-specific limits before committing to production.

Where can I run GPT-5 and Grok-3?

GPT-5 is available on Replicate API, OpenRouter, OpenAI API, and Vercel AI Gateway. Grok-3 is available on OpenRouter, xAI Console, Chutes AI, and Microsoft Foundry. Provider coverage can affect latency, region availability, compliance posture, and fallback options.

Continue comparing

Last reviewed: 2026-05-22. Data sourced from public model cards and provider documentation.