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DeepSeek • reasoning Tier

DeepSeek-R1 Pricing & Cost Calculator

Simulate enterprise token spend for DeepSeek-R1. Calculate prompt caching ROI, conversation compounding across multi-turn sessions, and batch execution savings.

Baseline Rate $0.55 in / $2.19 out Per 1,000,000 Tokens
Preset Architecture:

Model Selection

Side-by-Side

1 Token ≈ standard BPE tokenizer token

Volume & Architecture Sliders

Daily Requests / Sessions25,000 / day
10 req/day750,000 req/mo500k req/day
System Prompt + RAG Context4,000 tokens
0Pinned Prefix100,000
User Input per Turn350 tokens
Model Output per Turn600 tokens
Conversation Turns per Session2 Turns (Compounding)

Multi-turn compounding re-sends conversation history each turn: cumulative context grows quadratically.

Prompt Cache Hit Rate60%
0% (No Cache)50%95% Max SLA
Batch API (24h Async Queue)50% discount on supported models (OpenAI, Anthropic, Google)
Primary Model A
DeepSeek

DeepSeek-R1

$4,171/ month
Run-Rate: $50,054/yr
Cost / 1k Reqs$5.562
Peak Context5.3k tokens
Comparison Model B
DeepSeek

DeepSeek-V3

$718.10/ month
Run-Rate: $8,617/yr
Cost / 1k Reqs$0.957
Peak Context5.3k tokens
DeepSeek-V3 is 82.8% cheaper
Net Delta: $3,453/mo ($41,437/year)
82.8% Margin Impact

Token Spend Composition (DeepSeek-R1)

Total 8.14B tokens/mo
Fresh Input
$1,592
2.90B toks (38%)
Cached Input
$607.95
4.34B toks (15%)
Model Output
$1,971
900.00M toks (47%)

FinOps Smart Routing Recommendation

Save 58%

By routing 70% of high-volume queries (simple intents, classification, and extraction) to DeepSeek-V3 while keeping 30% on DeepSeek-R1:

Monthly Savings$2,417
Annualized Run-Rate$29,006
Blended Monthly Bill$1,754
Adjust Routing Split:
70%

Volume Tier Cost Projection Table

Standard enterprise benchmark: 3k prompt tokens, 500 output tokens, 2 turns, 50% prompt cache hit.

Updated Daily
Daily Volume Monthly Requests Monthly Cost Annual Run-Rate Cost per 1k Reqs
1,000 req/day 30,000 / mo $145.40 $1,745 $4.846
10,000 req/day 300,000 / mo $1,454 $17,447 $4.846
100,000 req/day 3,000,000 / mo $14,540 $174,474 $4.846
1,000,000 req/day 30,000,000 / mo $145,395 $1,744,740 $4.846
Max Context Window 128.0k tokens

Flat unit economics across the entire context window with zero cliff surcharge.

Prompt Cache Read Discount 75% Off

Cached reads cost $0.140/1M vs $0.55/1M for standard input.

Batch API SLA Standard

Batch API discounts are currently not natively supported for this provider endpoint.

Frequently Asked Questions

What is the official token pricing for DeepSeek-R1?

DeepSeek-R1 standard pricing is $0.55 per 1 million input tokens and $2.19 per 1 million output tokens. Prompt cache reads are billed at $0.140 per 1M tokens (75% discount).

How much does DeepSeek-R1 cost per 1,000 requests?

For a typical enterprise workload (3,000 prompt tokens, 500 output tokens, 2 turns with 50% prompt cache hit), DeepSeek-R1 costs approximately $4.846 per 1,000 requests.

Does DeepSeek-R1 have a context-window cliff surcharge?

No. DeepSeek-R1 features flat, predictable unit economics up to its maximum context window of 128,000 tokens without tiered rate spikes.

What is the best budget alternative model for DeepSeek-R1?

For high-volume non-reasoning tasks or classification, the recommended budget routing alternative is deepseek-v3. Routing 70% of simpler intents to this tier typically reduces monthly invoices by over 50%.