API cost decision in 10 seconds

Relace Search vs Olmo 3 32B Think

Pick Olmo 3 32B Think for lower cost; pick Relace Search only if the larger context window matters more.

Page updated: 2026-05-26T10:03:26Z Data confirmed: 2026-05-26T12:43:06Z Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Olmo 3 32B Think for lower cost; pick Relace Search 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 $2.5 for Relace Search, saving $2.1 (84% lower).

Cost-first pickOlmo 3 32B Think

Context-first pickRelace Search

Sample savings$2.184%

10x traffic gap$21

Relace Search has more context, but Olmo 3 32B Think saves $2.1 on the standard workload. At 10x that traffic, the same price gap is about $21. 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	Relace Search	Olmo 3 32B Think
Input-heavy / RAG	5M input + 500K output	Olmo 3 32B Think	$6.5	$1
Balanced workload	1M input + 1M output	Olmo 3 32B Think	$4	$0.65
Output-heavy chatbot	1M input + 5M output	Olmo 3 32B Think	$16	$2.65

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

Olmo 3 32B Think is $0.85 cheaper per 1M input tokens (85% lower; 6.67x difference).

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

Olmo 3 32B Think is $2.5 cheaper per 1M output tokens (83.3% lower; 6x difference).

Larger context Relace Search 256K vs 65.54K

Relace Search has 190.46K more context (3.91x larger).

Sample workload Olmo 3 32B Think $2.5 vs $0.4

Olmo 3 32B Think is $2.1 cheaper on the standard workload (84% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.

Monthly input tokens Monthly output tokens

Relace Search Calculating… Estimated API cost

Olmo 3 32B Think 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; Relace Search 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 $2.5 for Relace Search and $0.4 for Olmo 3 32B Think.

Best Fit

Choose Relace Search when you care most about larger context window.

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

Decision Notes

On the standard 1M input plus 500K output workload, Olmo 3 32B Think is estimated at $0.4 vs $2.5 for Relace Search, saving $2.1 (84% lower).
Olmo 3 32B Think is $2.1 cheaper on the standard workload (84% lower).
Olmo 3 32B Think is $0.85 cheaper per 1M input tokens (85% lower; 6.67x difference).
Olmo 3 32B Think is $2.5 cheaper per 1M output tokens (83.3% lower; 6x difference).
Relace Search has 190.46K more context (3.91x larger).

Head-to-Head Specs

Feature	Relace Search (Relace)	Olmo 3 32B Think (AllenAI)
Input Price prompt tokens per 1M	$1	$0.15
Completion Price per 1M tokens	$3	$0.5
Sample Workload Cost 1M input + 500K output	$2.5	$0.4
Context Window	256K	65.54K
Release Date	2025-12-08	2025-11-21

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 $2.5 for Relace Search, saving $2.1 (84% 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	Relace Search	A larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps

Relace Apply 3 can replace Relace Search when lower sample workload cost matters most: $1.48.

Larger context near this budget

Llama 4 Scout offers 10M context with $0.23 sample workload cost.
Grok 4.20 offers 2M context with $2.5 sample workload cost.
Owl Alpha offers 1.05M context with $0 sample workload cost.
DeepSeek V4 Flash offers 1.05M context with $0.2 sample workload cost.

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Provider catalogs

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Relace catalog

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AllenAI catalog

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