API cost decision in 10 seconds

Olmo 3 32B Think vs Cogito v2.1 671B

Pick Olmo 3 32B Think for lower cost; pick Cogito v2.1 671B only if the larger context window matters more.

Pricing data updated: 2026-05-26T11:08:00Z Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Olmo 3 32B Think for lower cost; pick Cogito v2.1 671B only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Olmo 3 32B Think is estimated at $0.4 vs $1.88 for Cogito v2.1 671B, saving $1.48 (78.7% lower).

Cost-first pickOlmo 3 32B Think

Context-first pickCogito v2.1 671B

Sample savings$1.4878.7%

10x traffic gap$14.75

Cogito v2.1 671B has more context, but Olmo 3 32B Think saves $1.48 on the standard workload. At 10x that traffic, the same price gap is about $14.75. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Olmo 3 32B Think stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shape	Token mix	Better pick	Olmo 3 32B Think	Cogito v2.1 671B
Input-heavy / RAG	5M input + 500K output	Olmo 3 32B Think	$1	$6.88
Balanced workload	1M input + 1M output	Olmo 3 32B Think	$0.65	$2.5
Output-heavy chatbot	1M input + 5M output	Olmo 3 32B Think	$2.65	$7.5

Cheaper input Olmo 3 32B Think $0.15 vs $1.25 / 1M

Olmo 3 32B Think is $1.1 cheaper per 1M input tokens (88% lower; 8.33x difference).

Cheaper output Olmo 3 32B Think $0.5 vs $1.25 / 1M

Olmo 3 32B Think is $0.75 cheaper per 1M output tokens (60% lower; 2.5x difference).

Larger context Cogito v2.1 671B 65.54K vs 128K

Cogito v2.1 671B has 62.46K more context (1.95x larger).

Sample workload Olmo 3 32B Think $0.4 vs $1.88

Olmo 3 32B Think is $1.48 cheaper on the standard workload (78.7% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.

Monthly input tokens Monthly output tokens

Olmo 3 32B Think Calculating… Estimated API cost

Cogito v2.1 671B Calculating… Estimated API cost

Cheaper for this workload Calculating… Difference: calculating…

This estimate uses normalized public API pricing per 1M tokens. It is a planning aid, not a billing quote. Verify provider pricing, limits, and terms before production use.

Quick Decision

Verdict

Olmo 3 32B Think has the lower input price; Olmo 3 32B Think has the lower output price; Cogito v2.1 671B offers the larger context window. For the 1M input plus 500K output sample, Olmo 3 32B Think is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0.4 for Olmo 3 32B Think and $1.88 for Cogito v2.1 671B.

Best Fit

Choose Olmo 3 32B Think when you care most about lower input-token price, and lower output-token price.

Choose Cogito v2.1 671B when you care most about larger context window.

Decision Notes

On the standard 1M input plus 500K output workload, Olmo 3 32B Think is estimated at $0.4 vs $1.88 for Cogito v2.1 671B, saving $1.48 (78.7% lower).
Olmo 3 32B Think is $1.48 cheaper on the standard workload (78.7% lower).
Olmo 3 32B Think is $1.1 cheaper per 1M input tokens (88% lower; 8.33x difference).
Olmo 3 32B Think is $0.75 cheaper per 1M output tokens (60% lower; 2.5x difference).
Cogito v2.1 671B has 62.46K more context (1.95x larger).

Head-to-Head Specs

Feature	Olmo 3 32B Think (AllenAI)	Cogito v2.1 671B (Deep Cogito)
Input Price prompt tokens per 1M	$0.15	$1.25
Completion Price per 1M tokens	$0.5	$1.25
Sample Workload Cost 1M input + 500K output	$0.4	$1.88
Context Window	65.54K	128K
Release Date	2025-11-21	2025-11-13

Use-Case Decision Matrix

Use case	Better pick	Why
Budget-constrained production	Olmo 3 32B Think	On the standard 1M input plus 500K output workload, Olmo 3 32B Think is estimated at $0.4 vs $1.88 for Cogito v2.1 671B, saving $1.48 (78.7% lower).
High-volume input processing	Olmo 3 32B Think	Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbots	Olmo 3 32B Think	Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document work	Cogito v2.1 671B	A larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps

No lower-cost same-provider swap is currently tracked for this pair.

Larger context near this budget

Llama 4 Scout offers 10M context with $0.23 sample workload cost.
Owl Alpha offers 1.05M context with $0 sample workload cost.
Gemini 3.1 Flash Lite offers 1.05M context with $1 sample workload cost.
DeepSeek V4 Pro offers 1.05M context with $0.87 sample workload cost.

Popular competitors

No popular competitor is currently available.

Cheaper alternatives

Review low-cost models sorted by a standard 1M input plus 500K output workload.

Open cheapest models

Larger context alternatives

Find models with larger context windows for RAG, long documents, and codebase review.

Open largest context models

Provider catalogs

Compare models within provider hubs before choosing a final API vendor.

Open provider hubs

AllenAI catalog

Review all tracked AllenAI models before deciding whether this matchup is the right shortlist.

Open AllenAI models

Deep Cogito catalog

Check other Deep Cogito models with comparable pricing, context, or release timing.

Open Deep Cogito models

Olmo 3 32B Think

Olmo 3 32B Think is a large-scale, 32-billion-parameter model purpose-built for deep reasoning, complex logic chains and advanced instruction-following scenarios. Its capacity enables strong performance on demanding evaluation tasks and...

Cogito v2.1 671B

Cogito v2.1 671B MoE represents one of the strongest open models globally, matching performance of frontier closed and open models. This model is trained using self play with reinforcement learning...