DeepSeek V4 Pro

API Model ID:deepseek-v4-pro

Frontier deliberative reasoning model rivaling western flagships at 1/10th the cost.

#Reasoning#Math#Competitive Coding#MoE#High ROI

Deploy with Gruvo All Models

Context Window500K tokens500,000 tokens

Max Output64K tokens64,000 tokens

Input Price$0.45per 1M input tokens

Output Price$1.80per 1M output tokens

Latency / Speed~140ms130 tokens/sec

Overview & Architecture

DeepSeek V4 Pro combines extensive reinforcement learning on formal proofs, competition math, and programming with DeepSeek's optimized Multi-Head Latent Attention architecture. It delivers analytical reasoning and code synthesis comparable to top frontier flagships at a fraction of the cost.

ArchitectureMassive MoE with Reinforcement Learning from Symbolic Feedback

Knowledge IndexCurrent (Continuously Indexed)

Benchmark Highlights

MATH-50095.6%

Formal competition mathematics

SWE-bench Lite62.4%

Automated software engineering

AIME 202487.5%

American Invitational Mathematics Exam

MMLU-Pro89.9%

Advanced academic reasoning

Supported Capabilities

Function Calling / Tools

Supported

Vision & Image Inputs

Audio & Voice Inputs

Structured JSON Mode

Supported

System Prompts

Supported

Streaming Completions

Supported

Prompt Caching

Supported

Engineering Strengths

Unrivaled price-to-reasoning quotient for complex symbolic logic
Deep step-by-step deliberative reasoning trace generation
Superior code generation in Python, C++, Go, and systems languages
Native support for deep chain-of-thought exploration

Recommended Production Workloads

Algorithmic research, quantitative finance, and backtesting
Massive automated code refactoring and bug detection clusters
Complex technical reasoning tasks with high-volume usage requirements

Execute via Gruvo

Unified Endpoint

Connect through Gruvo with OpenAI-compatible client libraries. Gruvo translates requests, manages provider streaming, and applies caching automatically.

import OpenAI from "openai";

// Configure client with Gruvo's unified AI gateway
const gruvo = new OpenAI({
  baseURL: "https://api.gruvo.ai/v1",
  apiKey: process.env.GRUVO_API_KEY,
  defaultHeaders: {
    "X-Gruvo-Provider": "deepseek",
  },
});

const completion = await gruvo.chat.completions.create({
  model: "deepseek-v4-pro",
  messages: [
    { role: "system", content: "You are a production reasoning assistant." },
    { role: "user", content: "Analyze the architecture of our service." },
  ],
  temperature: 0.2,
});

console.log(completion.choices[0].message.content);