LLM Reference

GPT-5.5 vs Grok-3

GPT-5.5 (2026) and Grok-3 (2025) are frontier-tier reasoning models from OpenAI and xAI. GPT-5.5 ships a 1.05m-token context window, while Grok-3 ships a 131k-token context window. On MMLU PRO, GPT-5.5 leads by 8.2 pts. On pricing, GPT-5.5 ranges from $5 to $8/1M input tokens by tier; Grok-3 costs $0.80/1M input tokens. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

GPT-5.5 fits 8x more tokens; pick it for long-context work and Grok-3 for tighter calls.

Decision scorecard

Local evidence first
SignalGPT-5.5Grok-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 window1.05m131k
Cheapest output$30/1M tokens$2.40/1M tokens
Provider routes4 tracked4 tracked
Shared benchmarksMMLU PRO leader6 shared

Decision tradeoffs

Choose GPT-5.5 when...
  • GPT-5.5 holds a shared-benchmark lead on MMLU PRO, ahead by 8.2 points.
  • GPT-5.5 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • GPT-5.5 uniquely exposes Code execution in local model data.
  • Local decision data tags GPT-5.5 for Coding, RAG, and Agents.
Choose Grok-3 when...
  • Grok-3 holds a shared-benchmark lead on AIME 2025, ahead by 12.1 points.
  • 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-5.5

$11,500

Cheapest tracked route/tier: OpenAI API 0-272K input tokens

Grok-3

$1,240

Cheapest tracked route/tier: Chutes AI

Estimated monthly gap: $10,260. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GPT-5.5 -> Grok-3
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • Grok-3 is $27.60/1M 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-5.5
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • GPT-5.5 is $27.60/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • GPT-5.5 adds Code execution in local capability data.

Specs

Specification
Released2026-04-232025-02-17
Context window1.05m131k
Parameters
ArchitectureDecoder Only-
LicenseProprietaryProprietary
OpennessProprietaryProprietary
WeightsNot releasedNot released
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2025-122025-04

Pricing and availability

Pricing attributeGPT-5.5Grok-3
Input price
0-272K input tokens
$5/1M tokens
Standard GPT-5.5 token pricing before the long-context surcharge threshold.
272K+ input tokens
$8/1M tokens
Long-context surcharge applies above 272K input tokens for the full session.
$0.80/1M tokens
Output price
0-272K input tokens
$30/1M tokens
Standard GPT-5.5 token pricing before the long-context surcharge threshold.
272K+ input tokens
$36/1M tokens
Long-context surcharge applies above 272K input tokens for the full session.
$2.40/1M tokens
Providers

Capabilities

CapabilityGPT-5.5Grok-3
VisionYesYes
MultimodalYesYes
ReasoningYesYes
JSON / Tool useYesYes
Structured outputsYesYes
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkGPT-5.5Grok-3
MMLU PRO88.179.9
Google-Proof Q&A93.684.6
AIME 202581.293.3
HumanEval94.294.5
Chatbot Arena1488.01405.0
Aider Polyglot88.053.3

Continue comparing

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