Without muLLM
$8,476
per month, cloud-only routing
- Every query hits expensive cloud API
- Simple questions cost same as hard ones
- Latency: 400–800ms round-trip minimum
- No local privacy — all data leaves system
- Scale = exponential cost
Local-first AI routing
mμLLM
Cloud quality. 99.7% token cost avoided. Route queries to the cheapest capable model — automatically, nearly instantly.
<1ms routing
87.5% free local
99.7% token cost avoided
100% HumanEval
The problem
Cloud AI is bankrupting your workflow
Every query routed to Claude Opus or GPT-4 at commercial rates adds up fast. Most queries don't need it — they need a fast, capable local model that costs $0.
With muLLM
$27.87
actual spend, same workload
- 87.5% of queries handled locally for $0
- Intent classifier picks cheapest capable tier
- <1ms routing — faster than a DNS lookup
- Local queries never leave your machine
- Scale = near-zero marginal cost
Cost savings achieved
99% savings — $8,449 real dollars kept
How it works
Classify once. Route smart. Never overpay.
Every query flows through a sub-millisecond DeBERTa classifier. It reads intent, assigns a tier, and dispatches to the cheapest model that can handle it correctly.
Query
any prompt
DeBERTa Classifier
intent + tier
<1ms
Tier Router
82.4% accuracy
local_multi
$0.00
qwen3:30b on RTX 5090. Handles code, Q&A, summarization, analysis. 87.5% of all traffic.
cloud_cheap
~$0.001
Gemini Flash, GPT-4o-mini, Haiku. Edge cases that need cloud quality without Opus pricing.
cloud_full
~$0.015
Claude Sonnet / Opus, GPT-4o. Reserved for genuinely complex reasoning, 1-3% of queries.
Benchmark results
Same results. Zero cloud spend.
muLLM routes coding tasks locally and matches — or exceeds — cloud-only baselines on every standard benchmark.
0%
HumanEval
164/164 pass@1
0%
MultiPL-E
6 languages
0
Composite µScore
routing + quality
MultiPL-E Language Breakdown
Live dashboard
Real-time savings, visible at a glance
Every query is logged, priced, and visualized. The muLLM dashboard shows exactly how much you've saved, what it actually cost, and where queries went.
mμLLM
Money saved
Total saved
$8,449
99.7% of cloud cost
Cloud cost (no cache)
$8,477
est. at Sonnet rates
Actual cost
$27.87
real API spend
Cache hit rate
27.1%
ChromaDB vector cache
Savings
99%
saved
Local
87.5%
local
µScore
79
/100
Tier distribution
cache
27.1%
local
60.4%
cloud cheap
9.1%
cloud full
3.4%
Command line power
Route from anywhere, including your terminal
The muLLM CLI wraps the full routing pipeline. Simple queries go local, complex ones escalate automatically. No configuration needed.
muLLM
A game studio built entirely on muLLM
muLLM orchestrates code generation, asset pipelines, and QA for every game. 200+ browser games shipped. Zero cloud bills for the routine work.
0
browser games built using muLLM orchestration
Heard!
Gravity Golf
Rampartillery
Pixel Tower
Steampunk FPS
Royal Ravine
Iron Dominion
Sword Dojo
Power Grid
Moron Test
Sandbox
+190 more
Get early access
Stop paying cloud prices for local-quality questions
muLLM is in active development. Join the waitlist to be first when it ships.