LLM Reference

DeepSeek V4 Pro vs Llama 4 Maverick 17B Instruct FP8

DeepSeek V4 Pro (2026) and Llama 4 Maverick 17B Instruct FP8 (2025) are frontier reasoning models from DeepSeek and AI at Meta. DeepSeek V4 Pro ships a 1m-token context window, while Llama 4 Maverick 17B Instruct FP8 ships a 1m-token context window. On MMLU PRO, DeepSeek V4 Pro leads by 7 pts. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

Llama 4 Maverick 17B Instruct FP8 is ~190% cheaper at $0.15/1M; pay for DeepSeek V4 Pro only for reasoning depth.

Decision scorecard

Local evidence first
SignalDeepSeek V4 ProLlama 4 Maverick 17B Instruct FP8
Best forreasoning-heavy apps, tool-calling agents, and long-context analysismultimodal apps, long-context analysis, and provider-routed production
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window1m1m
Cheapest output$0.87/1M tokens$0.60/1M tokens
Provider routes5 tracked11 tracked
Shared benchmarksMMLU PRO leader5 shared

Decision tradeoffs

Choose DeepSeek V4 Pro when...
  • DeepSeek V4 Pro holds a shared-benchmark lead on MMLU PRO, ahead by 7 points.
  • DeepSeek V4 Pro uniquely exposes Reasoning and JSON / Tool use in local model data.
  • Local decision data tags DeepSeek V4 Pro for Coding, RAG, and Agents.
Choose Llama 4 Maverick 17B Instruct FP8 when...
  • Llama 4 Maverick 17B Instruct FP8 holds a shared-benchmark lead on HumanEval, ahead by 0.6 points.
  • Llama 4 Maverick 17B Instruct FP8 has the lower cheapest tracked output price at $0.60/1M tokens.
  • Llama 4 Maverick 17B Instruct FP8 has broader tracked provider coverage for fallback and route flexibility.
  • Llama 4 Maverick 17B Instruct FP8 uniquely exposes Vision and Multimodal in local model data.
  • Local decision data tags Llama 4 Maverick 17B Instruct FP8 for Coding, RAG, and Agents.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output route or tier on this page.

Lower estimate Llama 4 Maverick 17B Instruct FP8

DeepSeek V4 Pro

$566

Cheapest tracked route/tier: DeepSeek Platform

Llama 4 Maverick 17B Instruct FP8

$270

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $296. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

DeepSeek V4 Pro -> Llama 4 Maverick 17B Instruct FP8
  • Provider overlap exists on OpenRouter, Fireworks AI, and Vercel AI Gateway; start route-level A/B tests there.
  • Llama 4 Maverick 17B Instruct FP8 is $0.27/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Reasoning and JSON / JSON / Tool use before moving production traffic.
  • Llama 4 Maverick 17B Instruct FP8 adds Vision and Multimodal in local capability data.
Llama 4 Maverick 17B Instruct FP8 -> DeepSeek V4 Pro
  • Provider overlap exists on Fireworks AI, OpenRouter, and Vercel AI Gateway; start route-level A/B tests there.
  • DeepSeek V4 Pro is $0.27/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for Vision and Multimodal before moving production traffic.
  • DeepSeek V4 Pro adds Reasoning and JSON / JSON / Tool use in local capability data.

Specs

Specification
Released2026-04-242025-04-05
Context window1m1m
Parameters1.6T400B (17B active)
ArchitectureMixture of ExpertsMixture of Experts
LicenseMITOSI-approvedLlama 4 Community
OpennessOpen sourceOpen weights
WeightsAvailableUnknown
CodeUnknownUnknown
Commercial useCommercial use: permittedCommercial use: conditional
Knowledge cutoff-2024-08

Pricing and availability

Pricing attributeDeepSeek V4 ProLlama 4 Maverick 17B Instruct FP8
Input price$0.43/1M tokens$0.15/1M tokens
Output price$0.87/1M tokens$0.60/1M tokens
Providers

Capabilities

CapabilityDeepSeek V4 ProLlama 4 Maverick 17B Instruct FP8
VisionNoYes
MultimodalNoYes
ReasoningYesNo
JSON / Tool useYesNo
Structured outputsYesYes
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkDeepSeek V4 ProLlama 4 Maverick 17B Instruct FP8
MMLU PRO87.580.5
Google-Proof Q&A90.167.1
LiveCodeBench93.543.4
HumanEval76.877.4
Chatbot Arena1456.01365.0

Continue comparing

Last reviewed: 2026-07-09. Data sourced from public model cards and provider documentation.