Default recommended

325 Auto

Let the router pick the optimal model for every query. No configuration. 91% token savings. 0.40μs classification speed on CPU.

0.40μs

Classification

91%

Token Savings

4 Tiers

Routes Across

100%

Accuracy

How Routing Works

Your Query
"Create a navbar"

→

Classifier
0.40μs CPU

→

Best Model
325-fast

→

Response
0.3s

The classifier analyzes your prompt against domain keywords (html→fast, python→balanced, analysis→ultra) plus structural features (short prompts penalize ultra, long prompts boost it). 100% accuracy across 32 classification tests.

Code Example

# Just set model to "325-auto" — that's it
from openai import OpenAI
client = OpenAI(api_key="hm-...", base_url="https://ai.empire325marketing.com/v1")
r = client.chat.completions.create(model="325-auto", messages=[{"role":"user","content":"Write a SQL query to find top customers"}])
# Automatically routed to 325-balanced (SQL → balanced domain)

Domain Routing Map

Your Query Contains	Routes To	Why
HTML, CSS, shell, simple	325-fast	Sub-second Cerebras
Python, code, math, logic, SQL	325-balanced	DeepSeek V4 best for code
analyze, research, compare, deep	325-ultra	Cascade ensemble for depth

Ship with zero config

Set model to "325-auto" and never think about routing again.

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