Comparisons

DeepSeek R1 0528 NVFP4 vs Claude Opus 4.8

On provider list prices, DeepSeek R1 0528 NVFP4 costs $3 per million input tokens against $5 for Claude Opus 4.8: 1.7x apart. Output is $7 against $25 (3.6x). On Allocate both bill at list plus the 7% transaction fee.

DeepSeek R1 0528 NVFP4 Claude Opus 4.8
LabDeepseekAnthropic
AccessOpen weightsAPI only
Context window160K tokens200K tokens
List price, input$3 / M tokens$5 / M tokens
List price, output$7 / M tokens$25 / M tokens
Cached inputn/an/a
LicenseMITProprietary API
Fine-tunableYesNo

Specifications and provider list prices from the Allocate catalog, checked 2026-07-08. Billed price is list plus the 7% transaction fee.

What the numbers say

Take 1,000,000 requests a month at 1,200 input and 350 output tokens each. That workload costs $6,050 a month on DeepSeek R1 0528 NVFP4 and $14,750 on Claude Opus 4.8 at list: a gap of $8,700, or 2.4x.

Claude Opus 4.8 reads 200K tokens per request against 160K for DeepSeek R1 0528 NVFP4, 1.2x the window. That decides which one can take whole documents without splitting them.

DeepSeek R1 0528 NVFP4$3$7
Claude Opus 4.8$5$25
InputOutput

Choose DeepSeek R1 0528 NVFP4 for

  • The lower list price ($3 in / $7 out per M tokens)
  • Open weights you can fine-tune and own
  • Fine-tuning under a permissive license (MIT)
DeepSeek R1 0528 NVFP4 details

Choose Claude Opus 4.8 for

  • Hardest reasoning problems
  • High-stakes analysis
  • Escalation tier for agents
Claude Opus 4.8 details

Common questions

Which is cheaper, DeepSeek R1 0528 NVFP4 or Claude Opus 4.8?

DeepSeek R1 0528 NVFP4, on this workload shape. At list prices it is $3/$7 per million tokens in and out against $5/$25 for Claude Opus 4.8. Billed on Allocate: $3.21/$7.49 against $5.35/$26.75, list plus 7%.

Which has the bigger context window?

Claude Opus 4.8: 200,000 tokens (200K) against 163,840 (160K) for DeepSeek R1 0528 NVFP4.

Can I fine-tune DeepSeek R1 0528 NVFP4 or Claude Opus 4.8?

DeepSeek R1 0528 NVFP4 publishes open weights (MIT) and can be fine-tuned on your own data. Claude Opus 4.8 is a closed model served over API; its weights are not available.

Related comparisons

Run the numbers on your workload

Or don’t choose. On Allocate a route name is the contract: point yours at one model today, swap to the other tomorrow, and compare them on your live traffic with per-token metering.