API cost decision in 10 seconds

DeepSeek V3.2 Speciale vs Sonar Pro Search

Pick DeepSeek V3.2 Speciale for lower cost; pick Sonar Pro Search 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 DeepSeek V3.2 Speciale for lower cost; pick Sonar Pro Search only if the larger context window matters more.

On the standard 1M input plus 500K output workload, DeepSeek V3.2 Speciale is estimated at $0.5 vs $10.5 for Sonar Pro Search, saving $10 (95.2% lower).

Cost-first pickDeepSeek V3.2 Speciale
Context-first pickSonar Pro Search
Sample savings$1095.2%
10x traffic gap$99.98

Sonar Pro Search has more context, but DeepSeek V3.2 Speciale saves $10 on the standard workload. At 10x that traffic, the same price gap is about $99.98. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

DeepSeek V3.2 Speciale stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickDeepSeek V3.2 SpecialeSonar Pro Search
Input-heavy / RAG5M input + 500K outputDeepSeek V3.2 Speciale$1.65$22.5
Balanced workload1M input + 1M outputDeepSeek V3.2 Speciale$0.72$18
Output-heavy chatbot1M input + 5M outputDeepSeek V3.2 Speciale$2.44$78
Cheaper input DeepSeek V3.2 Speciale $0.287 vs $3 / 1M

DeepSeek V3.2 Speciale is $2.71 cheaper per 1M input tokens (90.4% lower; 10.5x difference).

Cheaper output DeepSeek V3.2 Speciale $0.431 vs $15 / 1M

DeepSeek V3.2 Speciale is $14.57 cheaper per 1M output tokens (97.1% lower; 34.8x difference).

Larger context Sonar Pro Search 163.84K vs 200K

Sonar Pro Search has 36.16K more context (1.22x larger).

Sample workload DeepSeek V3.2 Speciale $0.5 vs $10.5

DeepSeek V3.2 Speciale is $10 cheaper on the standard workload (95.2% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
DeepSeek V3.2 Speciale Calculating… Estimated API cost
Sonar Pro Search 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

DeepSeek V3.2 Speciale has the lower input price; DeepSeek V3.2 Speciale has the lower output price; Sonar Pro Search offers the larger context window. For the 1M input plus 500K output sample, DeepSeek V3.2 Speciale is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0.5 for DeepSeek V3.2 Speciale and $10.5 for Sonar Pro Search.

Best Fit

Choose DeepSeek V3.2 Speciale when you care most about lower input-token price, and lower output-token price.

Choose Sonar Pro Search when you care most about larger context window.

Decision Notes
  • On the standard 1M input plus 500K output workload, DeepSeek V3.2 Speciale is estimated at $0.5 vs $10.5 for Sonar Pro Search, saving $10 (95.2% lower).
  • DeepSeek V3.2 Speciale is $10 cheaper on the standard workload (95.2% lower).
  • DeepSeek V3.2 Speciale is $2.71 cheaper per 1M input tokens (90.4% lower; 10.5x difference).
  • DeepSeek V3.2 Speciale is $14.57 cheaper per 1M output tokens (97.1% lower; 34.8x difference).
  • Sonar Pro Search has 36.16K more context (1.22x larger).
Head-to-Head Specs
FeatureDeepSeek V3.2 Speciale
(DeepSeek)
Sonar Pro Search
(Perplexity)
Input Price
prompt tokens per 1M
$0.287$3
Completion Price
per 1M tokens
$0.431$15
Sample Workload Cost
1M input + 500K output
$0.5$10.5
Context Window163.84K200K
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionDeepSeek V3.2 SpecialeOn the standard 1M input plus 500K output workload, DeepSeek V3.2 Speciale is estimated at $0.5 vs $10.5 for Sonar Pro Search, saving $10 (95.2% lower).
High-volume input processingDeepSeek V3.2 SpecialeLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsDeepSeek V3.2 SpecialeLower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workSonar Pro SearchA larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • DeepSeek V4 Flash (free) can replace DeepSeek V3.2 Speciale when lower sample workload cost matters most: $0.
  • DeepSeek V4 Flash can replace DeepSeek V3.2 Speciale when lower sample workload cost matters most: $0.2.
  • R1 Distill Qwen 32B can replace DeepSeek V3.2 Speciale when lower sample workload cost matters most: $0.43.
  • DeepSeek V3.2 can replace DeepSeek V3.2 Speciale when lower sample workload cost matters most: $0.44.
Larger context near this budget
  • Llama 4 Scout offers 10M context with $0.23 sample workload cost.
  • Grok 4.20 Multi-Agent offers 2M context with $5 sample workload cost.
  • Grok 4.20 offers 2M context with $2.5 sample workload cost.
  • GPT-5.4 offers 1.05M context with $10 sample workload cost.

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.

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DeepSeek catalog

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

Open DeepSeek models

Perplexity catalog

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

Open Perplexity models
DeepSeek V3.2 Speciale

DeepSeek-V3.2-Speciale is a high-compute variant of DeepSeek-V3.2 optimized for maximum reasoning and agentic performance. It builds on DeepSeek Sparse Attention (DSA) for efficient long-context processing, then scales post-training reinforcement learning...

Sonar Pro Search

Exclusively available on the OpenRouter API, Sonar Pro's new Pro Search mode is Perplexity's most advanced agentic search system. It is designed for deeper reasoning and analysis. Pricing is based...