LLM Reference

Grok-3 vs o3

Grok-3 (2025) and o3 (2025) are frontier-tier reasoning models from xAI and OpenAI. Grok-3 ships a 131k-token context window, while o3 ships a 200k-token context window. On Google-Proof Q&A, o3 leads by 3.1 pts. On pricing, Grok-3 costs $0.80/1M input tokens versus $2/1M 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 ~150% cheaper at $0.80/1M; pay for o3 only for coding workflow support.

Decision scorecard

Local evidence first
SignalGrok-3o3
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 window131k200k
Cheapest output$2.40/1M tokens$8/1M tokens
Provider routes4 tracked3 tracked
Shared benchmarks7 sharedGoogle-Proof Q&A leader

Decision tradeoffs

Choose Grok-3 when...
  • Grok-3 holds a shared-benchmark lead on AIME 2025, ahead by 4.4 points.
  • 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.
Choose o3 when...
  • o3 holds a shared-benchmark lead on Google-Proof Q&A, ahead by 3.1 points.
  • o3 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • o3 uniquely exposes Code execution in local model data.
  • Local decision data tags o3 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

Grok-3

$1,240

Cheapest tracked route/tier: Chutes AI

o3

$3,600

Cheapest tracked route/tier: OpenAI API

Estimated monthly gap: $2,360. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Grok-3 -> o3
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • o3 is $5.60/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • o3 adds Code execution in local capability data.
o3 -> Grok-3
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • Grok-3 is $5.60/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Code execution before moving production traffic.

Specs

Specification
Released2025-02-172025-04-16
Context window131k200k
Parameters
Architecture-Decoder Only
LicenseProprietaryProprietary
OpennessProprietaryProprietary
WeightsNot releasedNot released
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2025-042024-06

Pricing and availability

Pricing attributeGrok-3o3
Input price$0.80/1M tokens$2/1M tokens
Output price$2.40/1M tokens$8/1M tokens
Providers

Capabilities

CapabilityGrok-3o3
VisionYesYes
MultimodalYesYes
ReasoningYesYes
JSON / Tool useYesYes
Structured outputsYesYes
Code executionNoYes
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkGrok-3o3
Google-Proof Q&A84.687.7
AIME 202593.388.9
LiveCodeBench79.485.5
Massive Multi-discipline Multimodal Understanding78.082.9
HumanEval94.596.7
Aider Polyglot53.381.3
Chatbot Arena1405.01412.0

Continue comparing

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