LLM Reference

GPT-5.2 vs Grok-3

GPT-5.2 (2025) and Grok-3 (2025) are frontier-tier reasoning models from OpenAI and xAI. GPT-5.2 ships a 400k-token context window, while Grok-3 ships a 131k-token context window. On pricing, Grok-3 costs $0.80/1M input tokens versus $1.75/1M 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 ~119% cheaper at $0.80/1M; pay for GPT-5.2 only for coding workflow support.

Decision scorecard

Local evidence first
SignalGPT-5.2Grok-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$14/1M tokens$2.40/1M tokens
Provider routes3 tracked4 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose GPT-5.2 when...
  • GPT-5.2 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • GPT-5.2 uniquely exposes Code execution in local model data.
  • Local decision data tags GPT-5.2 for Coding, RAG, and Agents.
Choose Grok-3 when...
  • Grok-3 has the lower cheapest tracked output price at $2.40/1M tokens.
  • Grok-3 has broader tracked provider coverage for fallback and route flexibility.
  • 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-5.2

$4,900

Cheapest tracked route/tier: Replicate API

Grok-3

$1,240

Cheapest tracked route/tier: Chutes AI

Estimated monthly gap: $3,660. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GPT-5.2 -> Grok-3
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • Grok-3 is $11.60/1M 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-5.2
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • GPT-5.2 is $11.60/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • GPT-5.2 adds Code execution in local capability data.

Specs

Specification
Released2025-12-112025-02-17
Context window400k131k
Parameters
ArchitectureDecoder Only-
LicenseProprietaryProprietary
OpennessProprietaryProprietary
WeightsNot releasedNot released
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2025-082025-04

Pricing and availability

Pricing attributeGPT-5.2Grok-3
Input price$1.75/1M tokens$0.80/1M tokens
Output price$14/1M tokens$2.40/1M tokens
Providers

Capabilities

CapabilityGPT-5.2Grok-3
VisionYesYes
MultimodalYesYes
ReasoningYesYes
JSON / Tool useYesYes
Structured outputsYesYes
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

Continue comparing

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