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o4 Mini (batch) vs Grok 4.7

o4 Mini (batch)

OpenAI

81#78
vs
Grok 4.7

xAI

89#42
Signal-by-Signal Comparison
Signalo4 Mini (batch)DeltaGrok 4.7
Capabilities
100
--
100
Benchmarks
85
-2
86
Pricing
98
+3
95
Context window size
84
-6
90
Recency
38
-62
100
Output Capacity
80
-10
90
Overall Result
1 wins
of 6
4 wins
Grok 4.7 wins 4 of 6 signals

Score History

Score History (7 data points)
o4 Mini (batch)Grok 4.7
o4 Mini (batch)

81.4

current score

Leader

Grok 4.7

right now

Grok 4.7

88.8

current score

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

o4 Mini (batch)

OpenAI

Best Value
Per request$0.001650
Daily$5.50
Monthly$165.00
Annual$1980.00

Grok 4.7

xAI

Per request$0.004000
Daily$13.33
Monthly$400.00
Annual$4800.00

o4 Mini (batch) saves you $235.00/month

That's $2820.00/year compared to Grok 4.7 at your current usage level of 100K calls/month.

59% cheaper
Choose o4 Mini (batch) for cost optimization

o4 Mini (batch) pricing:
Input:$0.55/M tokens
Output:$2.20/M tokens
Grok 4.7 pricing:
Input:$1.60/M tokens
Output:$4.80/M tokens
o4 Mini (batch)

OpenAI

81

Composite Score

Winner
Grok 4.7

xAI

89

Composite Score

Signal-by-Signal Comparison
Metrico4 Mini (batch)Grok 4.7Winner
Overall Score
81
89
Grok 4.7
Rank#78#42
Grok 4.7
Quality Rank#78#42
Grok 4.7
Adoption Rank#78#42
Grok 4.7
Parameters------
Context Window200K500K
Grok 4.7
Pricing$0.55/$2.20/M$1.60/$4.80/M--
Signal Scores
Capabilities
100
100
o4 Mini (batch)
Benchmarks
85
86
Grok 4.7
Pricing
98
95
o4 Mini (batch)
Context window size
84
90
Grok 4.7
Recency
38
100
Grok 4.7
Output Capacity
80
90
Grok 4.7
Benchmark Head-to-Head(12 benchmarks)
o4 Mini: 3Grok 4.7: 7
o4 Mini
Grok 4.7
Normalized 0-100%
MMLU
-91.5%
MMLU-Pro
83%83.5%
GPQA Diamond
81.4%82%
MATH-500
97.3%95%
HumanEval
95%95.5%
SWE-bench Verified
68.1%70%
AIME 2024
93.4%88%
IFEval
90%91%
BBH
90.5%90%
Arena Elo
13801462
LiveBench
72%73%
HLE
18.08%-
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.

o4 Mini (batch)Strong Performer

Scores 81/100 (rank #78), placing it in the top 73% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Grok 4.7Elite Tier

Scores 89/100 (rank #42), placing it in the top 86% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

Grok 4.7 has a 7-point advantage, which typically translates to noticeably better performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose o4 Mini (batch) when you need:

  • High-volume production workloads where API costs must be minimized
  • Step-by-step reasoning and chain-of-thought problem solving

Choose Grok 4.7 when you need:

  • Processing long documents or large codebases (500K token context)
  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
o4 Mini (batch)Best Value
Input cost$0.55/M tokens
Output cost$2.20/M tokens
Cost per quality point$0.034
Est. monthly (1M tokens/day)$41.25
Grok 4.7
Input cost$1.60/M tokens
Output cost$4.80/M tokens
Cost per quality point$0.072
Est. monthly (1M tokens/day)$96.00

o4 Mini (batch) offers 57% better value per quality point. At 1M tokens/day, you'd spend $41.25/month with o4 Mini (batch) vs $96.00/month with Grok 4.7 - a $54.75 monthly difference.

Latency & Speed
o4 Mini (batch)Faster
Speed score0/100
Grok 4.7
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

o4 Mini (batch)

Customer support chatbot

Suitable for user-facing chat with competitive response times. o4 Mini (batch) also offers lower per-token costs for high-volume support

o4 Mini (batch)

Long document analysis

Larger context window (500K tokens) can process longer documents, contracts, and research papers in a single pass

Grok 4.7

Batch data extraction

Lower output pricing ($2.20/M) reduces costs when processing thousands of records daily

o4 Mini (batch)

Creative writing & content

Higher overall composite score (89/100) correlates with better nuance, coherence, and style in long-form content

Grok 4.7

Image understanding & OCR

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

o4 Mini (batch)
Which Should You Choose?
Our recommendation:
Grok 4.7

Grok 4.7 has a moderate advantage with a 7.3999999999999915-point lead in composite score. It wins on more signal dimensions, but o4 Mini (batch) has specific strengths that could make it the better choice for certain workflows.

by OpenAI

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 57% lower pricing; better value at scale
  • 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
Grok 4.7
Recommended

by xAI

Consider for specialized use cases.

Capability Comparison
Capabilityo4 Mini (batch)Grok 4.7
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)

o4 Mini (batch)

OpenAI

Best Value
$3.63
estimated monthly cost

Grok 4.7

xAI

$8.64
estimated monthly cost

o4 Mini (batch) saves you $5.01/month

That's 58% cheaper than Grok 4.7 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
Parametero4 Mini (batch)Grok 4.7
Context Window200K500K
Max Output Tokens100,000450,000
Open SourceNoNo
CreatedApr 16, 2025Sep 21, 2026
Last updated: 9m ago

相关对比

o4 Mini (batch) vs Grok 4.7 (2026) | LM Market Cap