Olmo 3.1 32B Think vs Cogito v2.1 (Reasoning): The Ultimate Performance & Pricing Comparison

Deep dive into reasoning, benchmarks, and latency insights.

The Final Verdict in the Olmo 3.1 32B Think vs Cogito v2.1 (Reasoning) Showdown

After a comprehensive analysis, Cogito v2.1 (Reasoning) emerges as the superior choice for users prioritizing raw intelligence and reasoning. However, Olmo 3.1 32B Think remains a highly competitive option, especially for scenarios demanding faster response times and cost-efficiency. This detailed Olmo 3.1 32B Think vs Cogito v2.1 (Reasoning) 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 Think

Other

Reasoning: 8
Coding: 1
Multimodal: 1
Long Context: 2
Blended Price / 1M tokens: $0.015
P95 Latency: 1000ms
Tokens per second: 87.833tokens/sec

Cogito v2.1 (Reasoning)

Other

Reasoning: 7
Coding: 2
Multimodal: 5
Long Context: 8
Blended Price / 1M tokens: $0.001
P95 Latency: 1000ms
Tokens per second: 73.343tokens/sec

Overall Capabilities

The capability radar provides a holistic view of the Olmo 3.1 32B Think vs Cogito v2.1 (Reasoning) matchup. This chart illustrates each model's strengths and weaknesses at a glance, forming a cornerstone of our Olmo 3.1 32B Think vs Cogito v2.1 (Reasoning) analysis.

This radar chart visually maps the core capabilities (reasoning, coding, math proxy, multimodal, long context) of `Olmo 3.1 32B Think` vs `Cogito v2.1 (Reasoning)`.

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 Think vs Cogito v2.1 (Reasoning) debate, Olmo 3.1 32B Think scores 80 against Cogito v2.1 (Reasoning)'s 70. This data-driven approach is essential for any serious Olmo 3.1 32B Think vs Cogito v2.1 (Reasoning) 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 Think vs Cogito v2.1 (Reasoning) 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 Think300ms

Cogito v2.1 (Reasoning)300ms

Tokens per Second

Olmo 3.1 32B Think87.833

Cogito v2.1 (Reasoning)73.343

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The Economics of Olmo 3.1 32B Think vs Cogito v2.1 (Reasoning)

Power is only one part of the equation. This Olmo 3.1 32B Think vs Cogito v2.1 (Reasoning) 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 Think would cost $0.018, whereas Cogito v2.1 (Reasoning) would cost $0.002. This practical calculation is vital for any developer considering the Olmo 3.1 32B Think vs Cogito v2.1 (Reasoning) choice.

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Which Model Wins the Olmo 3.1 32B Think vs Cogito v2.1 (Reasoning) Battle for You?

Choose Olmo 3.1 32B Think 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 Olmo 3.1 32B Think vs Cogito v2.1 (Reasoning) decision.

Choose Cogito v2.1 (Reasoning) if...

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

Your budget is a primary consideration in the Olmo 3.1 32B Think vs Cogito v2.1 (Reasoning) choice.

You are developing at scale where operational costs are critical.

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Your Questions about the Olmo 3.1 32B Think vs Cogito v2.1 (Reasoning) Comparison

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Data source: https://artificialanalysis.ai/