LLM Reference

GPT-5.5 vs Grok 4

GPT-5.5 (2026) and Grok 4 (2025) are frontier-tier reasoning models from OpenAI and xAI. GPT-5.5 ships a 1.05m-token context window, while Grok 4 ships a 256k-token context window. On MMLU PRO, GPT-5.5 leads by 1.1 pts. On pricing, GPT-5.5 ranges from $5 to $8/1M input tokens by tier; Grok 4 costs $1.25/1M 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 4x more tokens; pick it for long-context work and Grok 4 for tighter calls.

Decision scorecard

Local evidence first
SignalGPT-5.5Grok 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 window1.05m256k
Cheapest output$30/1M tokens$2.50/1M tokens
Provider routes4 tracked4 tracked
Shared benchmarksMMLU PRO leader7 shared

Decision tradeoffs

Choose GPT-5.5 when...
  • GPT-5.5 holds a shared-benchmark lead on MMLU PRO, ahead by 1.1 points.
  • GPT-5.5 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Local decision data tags GPT-5.5 for Coding, RAG, and Agents.
Choose Grok 4 when...
  • Grok 4 holds a shared-benchmark lead on AIME 2025, ahead by 10.5 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-5.5

$11,500

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

Grok 4

$1,625

Cheapest tracked route/tier: xAI Console

Estimated monthly gap: $9,875. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GPT-5.5 -> Grok 4
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • Grok 4 is $27.50/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
Grok 4 -> GPT-5.5
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • GPT-5.5 is $27.50/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.

Specs

Specification
Released2026-04-232025-07-09
Context window1.05m256k
Parameters
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryProprietary
OpennessProprietaryProprietary
WeightsNot releasedNot released
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2025-12-

Pricing and availability

Pricing attributeGPT-5.5Grok 4
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.
$1.25/1M 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.
$2.50/1M tokens
Providers

Capabilities

CapabilityGPT-5.5Grok 4
VisionYesYes
MultimodalYesYes
ReasoningYesYes
JSON / Tool useYesYes
Structured outputsYesYes
Code executionYesYes
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkGPT-5.5Grok 4
MMLU PRO88.187.0
SWE-bench Verified82.676.7
Google-Proof Q&A93.687.5
AIME 202581.291.7
Humanity's Last Exam41.425.4
ARC-AGI-285.015.9
Aider Polyglot88.079.6

Continue comparing

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