Local-first AI Router — Early Access

mu|LLM

The AI router that sends queries to the cheapest capable model.
Local first. Cloud only when necessary. 99.7% token cost avoided.

Real Savings — Verified Numbers
$0
saved vs Claude Opus baseline — actual spend: $27.87  
99.7%
token cost avoided
87.5%
queries handled free
15,358
queries processed
73.4h
developer time saved
99.7%
Token Cost Avoided
$8,453 saved vs Opus baseline — $27.87 actual spend
87.5%
Queries Handled Locally
<1ms routing — zero API cost
100%
HumanEval Pass@1
164/164 problems — local model
Developer Experience

One Command. Smart Routing.

A CLI that classifies intent, routes to the right model, and executes — all in milliseconds.

mullm — terminal
Architecture

How muLLM Routes Queries

Five stages from query to response. Routing is sub-millisecond. Cloud RTT is 200–800ms — we skip it 87.5% of the time.

Query
You send a prompt via CLI, API, or chat interface
Classify
DeBERTa classifier assigns intent + complexity tier
<1ms
Route
Local model if capable. Cloud only for complex tasks.
87.5% local
Execute
Response generated by the cheapest capable model
Cache
Vector cache avoids re-running identical queries
Benchmarks

Performance, Not Just Price

muLLM matches cloud accuracy on real code benchmarks — while routing 87.5% of queries to $0 local models. View all benchmarks →

HumanEval (Python)
100%
164/164 pass@1 — local model, $0.00 cost
MultiPL-E (6 Languages)
98.3%
Cross-language code generation benchmark
C
98.3%
C++
98.3%
Go
98.3%
Java
98.3%
JS
98.3%
TS
98.3%
muLLM Composite Score
93/100
Weighted across routing accuracy, cost efficiency, and benchmark performance
200+
Browser games built
15,358
Queries processed
73.4h
Developer time saved
$0.00
Cost for 87.5% of queries

Get Early Access

muLLM is in active development. Join the waitlist and we'll reach out when it's ready for you.

No spam. No sharing. Just a heads-up when muLLM opens up.