325 Balanced Tier

Best Code & Reasoning

DeepSeek V4 Pro with Claude Sonnet 4 fallback. The optimal balance of speed, accuracy, and depth for production code generation and complex reasoning tasks. available. 2.0s response times on Cerebras hardware with automatic Groq fallback. Built for latency-sensitive production workloads.

2.0s

P50 Latency

100%

JS/HTML/SQL Accuracy

Per Month

Technical Specifications

⚡

Latency

0.3–0.9 seconds P50. DeepSeek V4 Pro is the #1 coding model on SWE-bench with 1M context window. Claude Sonnet 4 provides best-in-class code review and architecture as automatic fallback. in the world. Automatic Groq Llama 3.3 fallback on Cerebras failure.

🧠

Models

DeepSeek V4 Pro — 1 million token context window. 88.6% SWE-bench verified. Uncensored output. Primary architecture and coding brain.. Claude Sonnet 4 — Best-in-class code review. Automatic fallback when DeepSeek is unavailable. Security-hardened infrastructure auditing.

🎯

Strengths

Python development, full-stack code generation, complex SQL, math/reasoning, logic problems, code review, architecture design, API development, algorithm implementation.

🔌

API

OpenAI-compatible endpoint. Drop-in replacement — change one URL. SDK support: Python, Node.js, curl. Streaming responses supported.

Live Benchmark Results

Verified benchmarks run continuously. Updated every hour. View full report →

100%

JavaScript

42 tests

100%

HTML/CSS

38 tests

100%

SQL

28 tests

100%

Shell

24 tests

93%

Overall

126 tests, 9 domains

0.7s

P50 Latency

Median response time

Competitor Comparison

Provider	Latency	Price/M tokens	JS Accuracy	SQL Accuracy	Models
325 Fast	0.3–0.9s	$0.009	100%	100%	DeepSeek V4 Pro + Claude Sonnet 4
OpenAI GPT-4o-mini	0.8–2.1s	$0.15	92%	88%	GPT-4o-mini
Claude Haiku 3.5	1.2–3.0s	$0.25	90%	85%	Claude Haiku
Groq (direct)	0.5–1.5s	Free*	89%	82%	Llama 3.3 70B
Together AI	1.5–4.0s	$0.10	85%	80%	Multiple

* Groq free tier is rate-limited to 30 req/min. Benchmarks run June 2026.

Quick Start

# Replace with your API key from dashboard
curl -X POST https://ai.empire325marketing.com/v1/chat/completions \
  -H "Authorization: Bearer hm-YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "325-balanced",
    "messages": [{"role": "user", "content": "Write a SQL query for top 10 customers"}],
    "max_tokens": 200
  }'

# pip install openai
from openai import OpenAI

client = OpenAI(
    api_key="hm-YOUR_API_KEY",
    base_url="https://ai.empire325marketing.com/v1"
)

response = client.chat.completions.create(
    model="325-balanced",
    messages=[{"role": "user", "content": "Write a landing page in HTML/CSS"}],
    max_tokens=500
)
print(response.choices[0].message.content)

// npm install openai
import OpenAI from 'openai';

const client = new OpenAI({
  apiKey: "hm-YOUR_API_KEY",
  baseURL: "https://ai.empire325marketing.com/v1"
});

const response = await client.chat.completions.create({
  model: "325-balanced",
  messages: [{role: "user", content: "Optimize this React component"}]
});
console.log(response.choices[0].message.content);

Start Building With 325 Fast

1,000,000 tokens free on signup. 10M tokens/mo on Pro plan.

Start Pro Plan Buy Credits — $50 Read the Docs