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GPT-5.1 (batch) vs Grok 4.20 Multi-Agent

Signal-by-Signal Comparison
SignalGPT-5.1 (batch)DeltaGrok 4.20 Multi-Agent
Capabilities
100
+17
83
Benchmarks
88
+2
86
Pricing
95
-2
98
Context window size
89
-11
100
Recency
86
-14
100
Output Capacity
85
+65
20
Overall Result
3 wins
of 6
3 wins
It's a tie - both models win 3 signals each

Score History

Score History (18 data points)
GPT-5.1 (batch)Grok 4.20 Multi-Agent
GPT-5.1 (batch)

87.8

current score

Leader

Grok 4.20 Multi-Agent

right now

Grok 4.20 Multi-Agent

87.9

current score

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

GPT-5.1 (batch)

OpenAI

Per request$0.003125
Daily$10.42
Monthly$312.50
Annual$3750.00

Grok 4.20 Multi-Agent

xAI

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

Grok 4.20 Multi-Agent saves you $62.50/month

That's $750.00/year compared to GPT-5.1 (batch) at your current usage level of 100K calls/month.

20% cheaper
Choose Grok 4.20 Multi-Agent for cost optimization

GPT-5.1 (batch) pricing:
Input:$0.63/M tokens
Output:$5.00/M tokens
Grok 4.20 Multi-Agent pricing:
Input:$1.25/M tokens
Output:$2.50/M tokens
GPT-5.1 (batch)

OpenAI

88

Composite Score

Winner
Grok 4.20 Multi-Agent

xAI

88

Composite Score

Signal-by-Signal Comparison
MetricGPT-5.1 (batch)Grok 4.20 Multi-AgentWinner
Overall Score
88
88
Grok 4.20 Multi-Agent
Rank#49#48
Grok 4.20 Multi-Agent
Quality Rank#49#48
Grok 4.20 Multi-Agent
Adoption Rank#49#48
Grok 4.20 Multi-Agent
Parameters------
Context Window400K2000K
Grok 4.20 Multi-Agent
Pricing$0.63/$5.00/M$1.25/$2.50/M--
Signal Scores
Capabilities
100
83
GPT-5.1 (batch)
Benchmarks
88
86
GPT-5.1 (batch)
Pricing
95
98
Grok 4.20 Multi-Agent
Context window size
89
100
Grok 4.20 Multi-Agent
Recency
86
100
Grok 4.20 Multi-Agent
Output Capacity
85
20
GPT-5.1 (batch)
Benchmark Head-to-Head(12 benchmarks)
GPT-5.1 (batch): 9Grok 4.20: 1
GPT-5.1 (batch)
Grok 4.20
Normalized 0-100%
MMLU
93.2%91.5%
MMLU-Pro
85%83.5%
GPQA Diamond
86.5%82%
MATH-500
93.5%95%
HumanEval
96.8%95.5%
SWE-bench Verified
76.5%70%
AIME 2024
-88%
IFEval
92.5%91%
BBH
91%90%
Arena Elo
14751462
LiveBench
74%73%
HLE
23.68%-
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-5.1 (batch)Elite Tier

Scores 88/100 (rank #49), placing it in the top 83% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Grok 4.20 Multi-AgentElite Tier

Scores 88/100 (rank #48), placing it in the top 84% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

With only a 0-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-5.1 (batch) when you need:

  • Agentic applications using tool/function calling
  • Step-by-step reasoning and chain-of-thought problem solving

Choose Grok 4.20 Multi-Agent 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-5.1 (batch)
Input cost$0.63/M tokens
Output cost$5.00/M tokens
Cost per quality point$0.064
Est. monthly (1M tokens/day)$84.38
Grok 4.20 Multi-AgentBest Value
Input cost$1.25/M tokens
Output cost$2.50/M tokens
Cost per quality point$0.043
Est. monthly (1M tokens/day)$56.25

Grok 4.20 Multi-Agent offers 33% better value per quality point. At 1M tokens/day, you'd spend $56.25/month with Grok 4.20 Multi-Agent vs $84.38/month with GPT-5.1 (batch) - a $28.13 monthly difference.

Latency & Speed
GPT-5.1 (batch)Faster
Speed score0/100
Grok 4.20 Multi-Agent
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-5.1 (batch)

Customer support chatbot

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

GPT-5.1 (batch)

Long document analysis

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

Grok 4.20 Multi-Agent

Batch data extraction

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

Grok 4.20 Multi-Agent

Creative writing & content

Higher overall composite score (88/100) correlates with better nuance, coherence, and style in long-form content

Grok 4.20 Multi-Agent

Image understanding & OCR

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

GPT-5.1 (batch)
Which Should You Choose?
Our recommendation:
Grok 4.20 Multi-Agent

GPT-5.1 (batch) and Grok 4.20 Multi-Agent are extremely close in overall performance (only 0.10000000000000853 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.

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 - 33% lower pricing; better value at scale
Capability Comparison
CapabilityGPT-5.1 (batch)Grok 4.20 Multi-Agent
Vision (Image Input)
Function Callingdiffers
Streaming
JSON Mode
Reasoning
Web Search
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

GPT-5.1 (batch)

OpenAI

$7.13
estimated monthly cost

Grok 4.20 Multi-Agent

xAI

Best Value
$5.25
estimated monthly cost

Grok 4.20 Multi-Agent saves you $1.88/month

That's 26% cheaper than GPT-5.1 (batch) 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-5.1 (batch)Grok 4.20 Multi-Agent
Context Window400K2M
Max Output Tokens128,000--
Open SourceNoNo
CreatedNov 13, 2025Mar 31, 2026
Last updated: 39m ago

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