API cost decision in 10 seconds

🔥DeepSeek V4 Pro 0423 vs Laguna XS.2

Pick Laguna XS.2 for lower cost; pick DeepSeek V4 Pro 0423 only if the larger context window matters more.

Page updated:  Data confirmed:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Laguna XS.2 for lower cost; pick DeepSeek V4 Pro 0423 only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Laguna XS.2 is estimated at $0.2 vs $0.79 for DeepSeek V4 Pro 0423, saving $0.59 (74.8% lower).

Cost-first pickLaguna XS.2
Context-first pickDeepSeek V4 Pro 0423
Sample savings$0.5974.8%
10x traffic gap$5.94

DeepSeek V4 Pro 0423 has more context, but Laguna XS.2 saves $0.59 on the standard workload. At 10x that traffic, the same price gap is about $5.94. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Laguna XS.2 stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickDeepSeek V4 Pro 0423Laguna XS.2
Input-heavy / RAG5M input + 500K outputLaguna XS.2$2.38$0.6
Balanced workload1M input + 1M outputLaguna XS.2$1.19$0.3
Output-heavy chatbot1M input + 5M outputLaguna XS.2$4.37$1.1
Cheaper input Laguna XS.2 $0.3969 vs $0.1 / 1M

Laguna XS.2 is $0.3 cheaper per 1M input tokens (74.8% lower; 3.97x difference).

Cheaper output Laguna XS.2 $0.7938 vs $0.2 / 1M

Laguna XS.2 is $0.59 cheaper per 1M output tokens (74.8% lower; 3.97x difference).

Larger context DeepSeek V4 Pro 0423 1.05M vs 262.14K

DeepSeek V4 Pro 0423 has 786.43K more context (4x larger).

Sample workload Laguna XS.2 $0.79 vs $0.2

Laguna XS.2 is $0.59 cheaper on the standard workload (74.8% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
DeepSeek V4 Pro 0423 Calculating… Estimated API cost
Laguna XS.2 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

Laguna XS.2 has the lower input price; Laguna XS.2 has the lower output price; DeepSeek V4 Pro 0423 offers the larger context window. For the 1M input plus 500K output sample, Laguna XS.2 is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0.79 for DeepSeek V4 Pro 0423 and $0.2 for Laguna XS.2.

Best Fit

Choose DeepSeek V4 Pro 0423 when you care most about larger context window.

Choose Laguna XS.2 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, Laguna XS.2 is estimated at $0.2 vs $0.79 for DeepSeek V4 Pro 0423, saving $0.59 (74.8% lower).
  • Laguna XS.2 is $0.59 cheaper on the standard workload (74.8% lower).
  • Laguna XS.2 is $0.3 cheaper per 1M input tokens (74.8% lower; 3.97x difference).
  • Laguna XS.2 is $0.59 cheaper per 1M output tokens (74.8% lower; 3.97x difference).
  • DeepSeek V4 Pro 0423 has 786.43K more context (4x larger).
Head-to-Head Specs
Feature🔥DeepSeek V4 Pro 0423
(DeepSeek)
Laguna XS.2
(Poolside)
Input Price
prompt tokens per 1M
$0.3969$0.1
Completion Price
per 1M tokens
$0.7938$0.2
Sample Workload Cost
1M input + 500K output
$0.79$0.2
Context Window1.05M262.14K
Release Date
Popularity#10

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionLaguna XS.2On the standard 1M input plus 500K output workload, Laguna XS.2 is estimated at $0.2 vs $0.79 for DeepSeek V4 Pro 0423, saving $0.59 (74.8% lower).
High-volume input processingLaguna XS.2Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsLaguna XS.2Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workDeepSeek V4 Pro 0423A larger context window leaves more room for retrieved passages, conversation history, or source files.

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Provider catalogs

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DeepSeek catalog

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Poolside catalog

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

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DeepSeek V4 Pro 0423

DeepSeek V4 Pro is a large-scale Mixture-of-Experts model from DeepSeek with 1.6T total parameters and 49B activated parameters, supporting a 1M-token context window. It is designed for advanced reasoning, coding,...

Laguna XS.2

Laguna XS.2 is the second-generation model in the XS size class from [Poolside](https://poolside.ai/), their efficient coding agent series. It combines tool calling and reasoning capabilities with a compact footprint, offering...