GPT-5.1 Codex (high) vs Olmo 3.1 32B Instruct: The Ultimate Performance & Pricing Comparison

Deep dive into reasoning, benchmarks, and latency insights.

The Final Verdict in the GPT-5.1 Codex (high) vs Olmo 3.1 32B Instruct Showdown

After a comprehensive analysis, GPT-5.1 Codex (high) emerges as the superior choice for users prioritizing raw intelligence and reasoning. However, Olmo 3.1 32B Instruct remains a highly competitive option, especially for scenarios demanding faster response times and cost-efficiency. This detailed GPT-5.1 Codex (high) vs Olmo 3.1 32B Instruct comparison will break down every critical metric to help you make the best decision.

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Model Snapshot

Key decision metrics at a glance.

GPT-5.1 Codex (high)

OpenAI

Reasoning: 10
Coding: 4
Multimodal: 4
Long Context: 5
Blended Price / 1M tokens: $0.003
P95 Latency: 1000ms
Tokens per second: 254.585tokens/sec

Olmo 3.1 32B Instruct

Other

Reasoning: 6
Coding: 1
Multimodal: 1
Long Context: 2
Blended Price / 1M tokens: $0.000
P95 Latency: 1000ms
Tokens per second: 45.558tokens/sec

Overall Capabilities

The capability radar provides a holistic view of the GPT-5.1 Codex (high) vs Olmo 3.1 32B Instruct matchup. This chart illustrates each model's strengths and weaknesses at a glance, forming a cornerstone of our GPT-5.1 Codex (high) vs Olmo 3.1 32B Instruct analysis.

This radar chart visually maps the core capabilities (reasoning, coding, math proxy, multimodal, long context) of `GPT-5.1 Codex (high)` vs `Olmo 3.1 32B Instruct`.

Benchmark Breakdown

For a granular look, this chart directly compares scores across standardized benchmarks. In the critical MMLU Pro test, a key part of the GPT-5.1 Codex (high) vs Olmo 3.1 32B Instruct debate, GPT-5.1 Codex (high) scores 100 against Olmo 3.1 32B Instruct's 60. This data-driven approach is essential for any serious GPT-5.1 Codex (high) vs Olmo 3.1 32B Instruct comparison.

This grouped bar chart provides a side-by-side comparison for each benchmark metric.

Speed & Latency

Speed is a crucial factor in the GPT-5.1 Codex (high) vs Olmo 3.1 32B Instruct decision for interactive applications. The metrics below highlight the trade-offs you should weigh before shipping to production.

Time to First Token

GPT-5.1 Codex (high)300ms

Olmo 3.1 32B Instruct300ms

Tokens per Second

GPT-5.1 Codex (high)254.585

Olmo 3.1 32B Instruct45.558

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The Economics of GPT-5.1 Codex (high) vs Olmo 3.1 32B Instruct

Power is only one part of the equation. This GPT-5.1 Codex (high) vs Olmo 3.1 32B Instruct pricing analysis gives you a true sense of value.

Pricing Breakdown

Compare input and output pricing at a glance.

Real-World Cost Scenario

To process 1M input tokens and generate 250k output tokens, GPT-5.1 Codex (high) would cost $0.004, whereas Olmo 3.1 32B Instruct would cost $0.000. This practical calculation is vital for any developer considering the GPT-5.1 Codex (high) vs Olmo 3.1 32B Instruct choice.

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Which Model Wins the GPT-5.1 Codex (high) vs Olmo 3.1 32B Instruct Battle for You?

Choose GPT-5.1 Codex (high) if...

Your top priority is raw performance and capability.

You are working in a technical or scientific field requiring the highest accuracy.

Cost is a secondary concern to power in your GPT-5.1 Codex (high) vs Olmo 3.1 32B Instruct decision.

Choose Olmo 3.1 32B Instruct if...

You need a highly responsive model for user-facing applications.

Your budget is a primary consideration in the GPT-5.1 Codex (high) vs Olmo 3.1 32B Instruct choice.

You are developing at scale where operational costs are critical.

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Your Questions about the GPT-5.1 Codex (high) vs Olmo 3.1 32B Instruct Comparison

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Data source: https://artificialanalysis.ai/