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GPT-5.4 Pro vs Grok 4.20

GPT-5.4 Pro

OpenAI

92#17
vs
Grok 4.20

xAI

89#46
Signal-by-Signal Comparison
SignalGPT-5.4 ProDeltaGrok 4.20
Capabilities
100
--
100
Benchmarks
90
+4
86
Pricing
5
-92
98
Context window size
96
-4
100
Recency
96
-4
100
Output Capacity
82
-18
100
Overall Result
1 wins
of 6
4 wins
Grok 4.20 wins 4 of 6 signals

Score History

Score History (32 data points)
GPT-5.4 ProGrok 4.20
GPT-5.4 Pro

91.9

current score

Leader

GPT-5.4 Pro

right now

Grok 4.20

88.8

current score

LMMarketCap.com
Interactive Price Comparison
100Kcalls/month
1,000tokens (~1,333 chars)
500tokens (~667 chars)

GPT-5.4 Pro

OpenAI

Per request$0.120000
Daily$400.00
Monthly$12000.00
Annual$144000.00

Grok 4.20

xAI

Best Value
Per request$0.002500
Daily$8.33
Monthly$250.00
Annual$3000.00

Grok 4.20 saves you $11750.00/month

That's $141000.00/year compared to GPT-5.4 Pro at your current usage level of 100K calls/month.

98% cheaper
Choose Grok 4.20 for cost optimization

GPT-5.4 Pro pricing:
Input:$30.00/M tokens
Output:$180.00/M tokens
Grok 4.20 pricing:
Input:$1.25/M tokens
Output:$2.50/M tokens
Winner
GPT-5.4 Pro

OpenAI

92

Composite Score

Grok 4.20

xAI

89

Composite Score

Signal-by-Signal Comparison
MetricGPT-5.4 ProGrok 4.20Winner
Overall Score
92
89
GPT-5.4 Pro
Rank#17#46
GPT-5.4 Pro
Quality Rank#17#46
GPT-5.4 Pro
Adoption Rank#17#46
GPT-5.4 Pro
Parameters------
Context Window1050K2000K
Grok 4.20
Pricing$30.00/$180.00/M$1.25/$2.50/M--
Signal Scores
Capabilities
100
100
GPT-5.4 Pro
Benchmarks
90
86
GPT-5.4 Pro
Pricing
5
98
Grok 4.20
Context window size
96
100
Grok 4.20
Recency
96
100
Grok 4.20
Output Capacity
82
100
Grok 4.20
Benchmark Head-to-Head(12 benchmarks)
GPT-5.4 Pro: 10Grok 4.20: 0
GPT-5.4 Pro
Grok 4.20
Normalized 0-100%
MMLU
94%91.5%
MMLU-Pro
87%83.5%
GPQA Diamond
88.5%82%
MATH-500
95.5%95%
HumanEval
97.5%95.5%
SWE-bench Verified
80%70%
AIME 2024
-88%
IFEval
93.5%91%
BBH
92%90%
Arena Elo
14851462
LiveBench
79%73%
HLE
39%-
Benchmark Interpretation

Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.

GPT-5.4 ProElite Tier

Scores 92/100 (rank #17), placing it in the top 94% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Grok 4.20Elite Tier

Scores 89/100 (rank #46), placing it in the top 84% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

With only a 3-point gap, these models are in the same performance tier. The practical difference in output quality is minimal - your choice should depend on pricing, latency requirements, and specific feature needs.

When to Use Each Model

Choose GPT-5.4 Pro when you need:

  • Step-by-step reasoning and chain-of-thought problem solving

Choose Grok 4.20 when you need:

  • High-volume production workloads where API costs must be minimized
  • Processing long documents or large codebases (2000K token context)
  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
GPT-5.4 Pro
Input cost$30.00/M tokens
Output cost$180.00/M tokens
Cost per quality point$2.285
Est. monthly (1M tokens/day)$3150.00
Grok 4.20Best Value
Input cost$1.25/M tokens
Output cost$2.50/M tokens
Cost per quality point$0.042
Est. monthly (1M tokens/day)$56.25

Grok 4.20 offers 98% better value per quality point. At 1M tokens/day, you'd spend $56.25/month with Grok 4.20 vs $3150.00/month with GPT-5.4 Pro - a $3093.75 monthly difference.

Latency & Speed
GPT-5.4 ProFaster
Speed score0/100
Grok 4.20
Speed score0/100

Both models have comparable response speeds. For most applications, the latency difference is negligible.

When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.

Example Use Cases

Code generation & review

Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring

GPT-5.4 Pro

Customer support chatbot

Suitable for user-facing chat with competitive response times. Grok 4.20 also offers lower per-token costs for high-volume support

GPT-5.4 Pro

Long document analysis

Larger context window (2000K tokens) can process longer documents, contracts, and research papers in a single pass

Grok 4.20

Batch data extraction

Lower output pricing ($2.50/M) reduces costs when processing thousands of records daily

Grok 4.20

Creative writing & content

Higher overall composite score (92/100) correlates with better nuance, coherence, and style in long-form content

GPT-5.4 Pro

Image understanding & OCR

Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly

GPT-5.4 Pro
Which Should You Choose?
Our recommendation:
GPT-5.4 Pro

GPT-5.4 Pro has a moderate advantage with a 3.1000000000000085-point lead in composite score. It wins on more signal dimensions, but Grok 4.20 has specific strengths that could make it the better choice for certain workflows.

GPT-5.4 Pro
Recommended

by OpenAI

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Reliability - Higher uptime and faster response speeds
  • Choose for Prototyping - Stronger community support and better developer experience
  • Choose for Production - Wider enterprise adoption and proven at scale

by xAI

  • Choose for Cost - 98% lower pricing; better value at scale
Capability Comparison
CapabilityGPT-5.4 ProGrok 4.20
Vision (Image Input)
Function Calling
Streaming
JSON Mode
Reasoning
Web Search
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

GPT-5.4 Pro

OpenAI

$270.00
estimated monthly cost

Grok 4.20

xAI

Best Value
$5.25
estimated monthly cost

Grok 4.20 saves you $264.75/month

That's 98% cheaper than GPT-5.4 Pro at 1,000 tokens/request and 100 requests/day.

Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.

Parameters & Context
ParameterGPT-5.4 ProGrok 4.20
Context Window1.1M2M
Max Output Tokens128,0001,800,000
Open SourceNoNo
CreatedMar 5, 2026Mar 31, 2026
Last updated: 10m ago

相关对比

GPT-5.4 Pro vs Grok 4.20 (2026) | LM Market Cap