API cost decision in 10 seconds

🔥DeepSeek V4 Flash 0423 vs Solar Pro 4

Pick Solar Pro 4 for lower cost; pick DeepSeek V4 Flash 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 Solar Pro 4 for lower cost; pick DeepSeek V4 Flash 0423 only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Solar Pro 4 is estimated at $0.09 vs $0.1 for DeepSeek V4 Flash 0423, saving $0.01 (10.5% lower).

Cost-first pickSolar Pro 4
Context-first pickDeepSeek V4 Flash 0423
Sample savings$0.0110.5%
10x traffic gap$0.11

DeepSeek V4 Flash 0423 has more context, but Solar Pro 4 saves $0.01 on the standard workload. At 10x that traffic, the same price gap is about $0.11. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Cost winner changes by workload shape: input-heavy / RAG favors Solar Pro 4, balanced workload favors Solar Pro 4, and output-heavy chatbot favors DeepSeek V4 Flash 0423.

Workload shapeToken mixBetter pickDeepSeek V4 Flash 0423Solar Pro 4
Input-heavy / RAG5M input + 500K outputSolar Pro 4$0.3$0.21
Balanced workload1M input + 1M outputSolar Pro 4$0.15$0.15
Output-heavy chatbot1M input + 5M outputDeepSeek V4 Flash 0423$0.55$0.63
Cheaper input Solar Pro 4 $0.0503 vs $0.03 / 1M

Solar Pro 4 is $0.02 cheaper per 1M input tokens (40.4% lower; 1.68x difference).

Cheaper output DeepSeek V4 Flash 0423 $0.1005 vs $0.12 / 1M

DeepSeek V4 Flash 0423 is $0.02 cheaper per 1M output tokens (16.2% lower; 1.19x difference).

Larger context DeepSeek V4 Flash 0423 1.05M vs 524.29K

DeepSeek V4 Flash 0423 has 524.29K more context (2x larger).

Sample workload Solar Pro 4 $0.1 vs $0.09

Solar Pro 4 is $0.01 cheaper on the standard workload (10.5% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
DeepSeek V4 Flash 0423 Calculating… Estimated API cost
Solar Pro 4 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

Solar Pro 4 has the lower input price; DeepSeek V4 Flash 0423 has the lower output price; DeepSeek V4 Flash 0423 offers the larger context window. For the 1M input plus 500K output sample, Solar Pro 4 is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0.1 for DeepSeek V4 Flash 0423 and $0.09 for Solar Pro 4.

Best Fit

Choose DeepSeek V4 Flash 0423 when you care most about lower output-token price, and larger context window.

Choose Solar Pro 4 when you care most about lower input-token price.

Decision Notes
  • On the standard 1M input plus 500K output workload, Solar Pro 4 is estimated at $0.09 vs $0.1 for DeepSeek V4 Flash 0423, saving $0.01 (10.5% lower).
  • Solar Pro 4 is $0.01 cheaper on the standard workload (10.5% lower).
  • Solar Pro 4 is $0.02 cheaper per 1M input tokens (40.4% lower; 1.68x difference).
  • DeepSeek V4 Flash 0423 is $0.02 cheaper per 1M output tokens (16.2% lower; 1.19x difference).
  • DeepSeek V4 Flash 0423 has 524.29K more context (2x larger).
Head-to-Head Specs
Feature🔥DeepSeek V4 Flash 0423
(DeepSeek)
Solar Pro 4
(Upstage)
Input Price
prompt tokens per 1M
$0.0503$0.03
Completion Price
per 1M tokens
$0.1005$0.12
Sample Workload Cost
1M input + 500K output
$0.1$0.09
Context Window1.05M524.29K
Release Date
Popularity#5

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionSolar Pro 4On the standard 1M input plus 500K output workload, Solar Pro 4 is estimated at $0.09 vs $0.1 for DeepSeek V4 Flash 0423, saving $0.01 (10.5% lower).
High-volume input processingSolar Pro 4Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsDeepSeek V4 Flash 0423Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workDeepSeek V4 Flash 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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Upstage catalog

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DeepSeek V4 Flash 0423

DeepSeek V4 Flash is an efficiency-optimized Mixture-of-Experts model from DeepSeek with 284B total parameters and 13B activated parameters, supporting a 1M-token context window. It is designed for fast inference and...

Solar Pro 4

Solar Pro 4 is Upstage's cost-efficient large language model, featuring a 524K context window. It is built for long-horizon tasks and agentic workflows, with strong capabilities in office productivity, document-intensive...