Olmo 3.1 32B Instruct vs Ling-1T: The Ultimate Performance & Pricing Comparison

Deep dive into reasoning, benchmarks, and latency insights.

The Final Verdict in the Olmo 3.1 32B Instruct vs Ling-1T Showdown

After a comprehensive analysis, Ling-1T 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 Olmo 3.1 32B Instruct vs Ling-1T 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.

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

Ling-1T

Other

Reasoning: 7
Coding: 2
Multimodal: 2
Long Context: 2
Blended Price / 1M tokens: $0.015
P95 Latency: 1000ms
Tokens per second: —

Overall Capabilities

The capability radar provides a holistic view of the Olmo 3.1 32B Instruct vs Ling-1T matchup. This chart illustrates each model's strengths and weaknesses at a glance, forming a cornerstone of our Olmo 3.1 32B Instruct vs Ling-1T analysis.

This radar chart visually maps the core capabilities (reasoning, coding, math proxy, multimodal, long context) of `Olmo 3.1 32B Instruct` vs `Ling-1T`.

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 Olmo 3.1 32B Instruct vs Ling-1T debate, Olmo 3.1 32B Instruct scores 60 against Ling-1T's 70. This data-driven approach is essential for any serious Olmo 3.1 32B Instruct vs Ling-1T comparison.

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

Speed & Latency

Speed is a crucial factor in the Olmo 3.1 32B Instruct vs Ling-1T decision for interactive applications. The metrics below highlight the trade-offs you should weigh before shipping to production.

Time to First Token

Olmo 3.1 32B Instruct300ms

Ling-1T300ms

Tokens per Second

Olmo 3.1 32B Instruct45.558

Ling-1T49

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The Economics of Olmo 3.1 32B Instruct vs Ling-1T

Power is only one part of the equation. This Olmo 3.1 32B Instruct vs Ling-1T 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, Olmo 3.1 32B Instruct would cost $0.000, whereas Ling-1T would cost $0.018. This practical calculation is vital for any developer considering the Olmo 3.1 32B Instruct vs Ling-1T choice.

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