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GPT-5.6 Terra Pro vs o4 Mini (batch)

vs
o4 Mini (batch)

OpenAI

81#80
Signal-by-Signal Comparison
SignalGPT-5.6 Terra ProDeltao4 Mini (batch)
Capabilities
100
--
100
Benchmarks
88
+3
85
Pricing
94
-4
98
Context window size
96
+12
84
Recency
100
+54
46
Output Capacity
85
+2
83
Overall Result
4 wins
of 6
1 wins
GPT-5.6 Terra Pro wins 4 of 6 signals

Score History

Score History (5 data points)
GPT-5.6 Terra Proo4 Mini (batch)
GPT-5.6 Terra Pro

89

current score

Leader

GPT-5.6 Terra Pro

right now

o4 Mini (batch)

81.4

current score

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

GPT-5.6 Terra Pro

OpenAI

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

o4 Mini (batch)

OpenAI

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

o4 Mini (batch) saves you $235.00/month

That's $2820.00/year compared to GPT-5.6 Terra Pro at your current usage level of 100K calls/month.

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

GPT-5.6 Terra Pro pricing:
Input:$1.00/M tokens
Output:$6.00/M tokens
o4 Mini (batch) pricing:
Input:$0.55/M tokens
Output:$2.20/M tokens
Winner
GPT-5.6 Terra Pro

OpenAI

89

Composite Score

o4 Mini (batch)

OpenAI

81

Composite Score

Signal-by-Signal Comparison
MetricGPT-5.6 Terra Proo4 Mini (batch)Winner
Overall Score
89
81
GPT-5.6 Terra Pro
Rank#36#80
GPT-5.6 Terra Pro
Quality Rank#36#80
GPT-5.6 Terra Pro
Adoption Rank#36#80
GPT-5.6 Terra Pro
Parameters------
Context Window1050K200K
GPT-5.6 Terra Pro
Pricing$1.00/$6.00/M$0.55/$2.20/M--
Signal Scores
Capabilities
100
100
GPT-5.6 Terra Pro
Benchmarks
88
85
GPT-5.6 Terra Pro
Pricing
94
98
o4 Mini (batch)
Context window size
96
84
GPT-5.6 Terra Pro
Recency
100
46
GPT-5.6 Terra Pro
Output Capacity
85
83
GPT-5.6 Terra Pro
Benchmark Head-to-Head(12 benchmarks)
GPT-5.6 Terra: 81 tieso4 Mini: 1
GPT-5.6 Terra
o4 Mini
Normalized 0-100%
MMLU
93%-
MMLU-Pro
84.5%83%
GPQA Diamond
85%81.4%
MATH-500
92.5%97.3%
HumanEval
96.5%95%
SWE-bench Verified
75%68.1%
AIME 2024
-93.4%
IFEval
92%90%
BBH
90.5%90.5%
Arena Elo
14651380
LiveBench
76%72%
HLE
35%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.

GPT-5.6 Terra ProElite Tier

Scores 89/100 (rank #36), placing it in the top 88% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
o4 Mini (batch)Strong Performer

Scores 81/100 (rank #80), placing it in the top 73% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

GPT-5.6 Terra Pro has a 8-point advantage, which typically translates to noticeably better performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose GPT-5.6 Terra Pro when you need:

  • Processing long documents or large codebases (1050K token context)
  • Step-by-step reasoning and chain-of-thought problem solving

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
Cost-Performance Analysis
GPT-5.6 Terra Pro
Input cost$1.00/M tokens
Output cost$6.00/M tokens
Cost per quality point$0.079
Est. monthly (1M tokens/day)$105.00
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

o4 Mini (batch) offers 61% better value per quality point. At 1M tokens/day, you'd spend $41.25/month with o4 Mini (batch) vs $105.00/month with GPT-5.6 Terra Pro - a $63.75 monthly difference.

Latency & Speed
GPT-5.6 Terra ProFaster
Speed score0/100
o4 Mini (batch)
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-5.6 Terra Pro

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

GPT-5.6 Terra Pro

Long document analysis

Larger context window (1050K tokens) can process longer documents, contracts, and research papers in a single pass

GPT-5.6 Terra Pro

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

GPT-5.6 Terra Pro

Image understanding & OCR

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

GPT-5.6 Terra Pro
Which Should You Choose?
Our recommendation:
GPT-5.6 Terra Pro

GPT-5.6 Terra Pro has a moderate advantage with a 7.599999999999994-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 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 OpenAI

  • Choose for Cost - 61% lower pricing; better value at scale
Capability Comparison
CapabilityGPT-5.6 Terra Proo4 Mini (batch)
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-5.6 Terra Pro

OpenAI

$9.00
estimated monthly cost

o4 Mini (batch)

OpenAI

Best Value
$3.63
estimated monthly cost

o4 Mini (batch) saves you $5.37/month

That's 60% cheaper than GPT-5.6 Terra 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-5.6 Terra Proo4 Mini (batch)
Context Window1.1M200K
Max Output Tokens128,000100,000
Open SourceNoNo
CreatedJul 9, 2026Apr 16, 2025
Last updated: 34m ago

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GPT-5.6 Terra Pro vs o4 Mini (batch) (2026) | LM Market Cap