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GPT-5.6 Luna Pro vs Grok 4.20

How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for GPT-5.6 Luna Pro and Grok 4.20.

OpenAI

GPT-5.6 Luna Pro

GPT-5.6 Luna Pro is the same underlying model as [GPT-5.6 Luna](https://openrouter.ai/openai/gpt-5.6-luna), served with `reasoning.mode` set to `pro` for higher-quality responses on complex tasks. Learn more in OpenAI's docs: https://developers.openai.com/api/docs/guides/reasoning#reasoning-mode

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xAI

Grok 4.20

Grok 4.20 is xAI's most advanced reasoning model, combining powerful analytical capabilities with unique real-time integration to the X (formerly Twitter) platform data stream. This live data access allows Grok 4.20 to answer queries with up-to-the-minute context, making it invaluable for financial analysis, current events research, and real-time market monitoring. Exceptionally strong in physics, advanced mathematics, and code synthesis, it operates with a 2-million-token context window and is priced at $1.25/MTok for input โ€” delivering frontier-tier reasoning at a highly competitive cost for developers building intelligent agents and analytical tools.

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Technical Specifications

SpecificationGPT-5.6 Luna ProGrok 4.20
ProviderOpenAIxAI
Context Window1,050,000 tokens2,000,000 tokens
Agent SuitabilityN/A90/100
Time to First Token (TTFT)N/A350 ms
Deployment Modelmanaged apimanaged api
Production Stabilitybetastable
API AvailableYesYes
Released Date2026-07-092026-05-05

API Pricing Comparison

Input Price per Million Tokens

GPT-5.6 Luna Pro

$1.00

Grok 4.20

$1.25

Output Price per Million Tokens

GPT-5.6 Luna Pro

$6.00

Grok 4.20

$2.50

Want to test both models live?

Run side-by-side prompt prompts in our dynamic Sandbox. Check execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.

MMLUGeneral knowledge & multi-task understanding
N/Avs9470.0%
GPT-5.6 Luna Pro
Grok 4.20
HumanEvalPython coding & logic synthesis
N/Avs9700.0%
GPT-5.6 Luna Pro
Grok 4.20
MATHComplex mathematical problem solving
N/Avs9380.0%
GPT-5.6 Luna Pro
Grok 4.20
GPQAGraduate-level expert reasoning
N/Avs8490.0%
GPT-5.6 Luna Pro
Grok 4.20
HellaSwagCommonsense reasoning and inference
N/Avs9880.0%
GPT-5.6 Luna Pro
Grok 4.20
MT-BenchMulti-turn conversation flow quality
N/Avs970.0%
GPT-5.6 Luna Pro
Grok 4.20

GPT-5.6 Luna Pro Quirks & Gotchas

No developer gotchas reported.

Grok 4.20 Quirks & Gotchas

  • โ–ธReal-time X data access โ€” unparalleled for current events / financial analysis
  • โ–ธTool calling API is still maturing โ€” test thoroughly for production agentic use