325 Ultra Tier

Deep Analysis & Research

Cascade ensemble: Cerebras foundation (0.3s) → OpenRouter Claude Sonnet refine → DeepSeek synthesis. Multi-model consensus for the deepest answers possible. available. 0.3s response times on Cerebras hardware with automatic Groq fallback. Built for latency-sensitive production workloads.

0.3s

P50 Latency

100%

Deep Analysis Accuracy

Per Month

Technical Specifications

⚡

Latency

15–60 seconds P50 (depth over speed). Three models analyze your query simultaneously, then DeepSeek synthesizes the best answer. Contradiction detection ensures accuracy. Domain-weighted routing picks the optimal models. in the world. Automatic Groq Llama 3.3 fallback on Cerebras failure.

🧠

Models

Cerebras gpt-oss-120B — 0.3s foundation layer. Claude Sonnet 4 — Refinement pass with structured reasoning. DeepSeek V4 Pro — Final synthesis with contradiction resolution.

🎯

Strengths

Complex analysis, multi-step reasoning, OSINT research, security auditing, architecture design, competitor analysis, legal/compliance review, academic research.

🔌

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

17s

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%	Cerebras → Claude → DeepSeek Ensemble
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-ultra",
    "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-ultra",
    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-ultra",
  messages: [{role: "user", content: "Optimize this React component"}]
});
console.log(response.choices[0].message.content);

Start Building With 325 Fast

50M tokens/mo. Cascade ensemble on every request.

Start Ultra Plan Buy Credits — $100 Read the Docs