Billama 3.0 Live:Intelligent AI Dual-Router & 82% Supplier Share

The Decentralized GPU Marketplace & AI Token Utility Grid

Cut AI inference costs by 60–80% with adaptive multi-tier model cascading and low-latency edge routing. Monetize idle consumer GPUs (RTX 4090/5090, Apple Silicon) and enterprise racks with the guaranteed Zero-Idle Waterfall.

Connect GPU & Earn Start Inferencing (API)Calculate Savings & Yield

$curl -sSL https://billama.net/install.sh | sh

14,820+Connected GPUsRTX 4090, H100, Mac M3/M4

60–80%Cost Savingsvs. AWS, Azure & OpenAI

82%Supplier Net RevenueAutomated Stripe & USDC Payouts

99.98%Grid Uptime SLADynamic Smart Auto-Reroute

billama-grid-client

# Billama 3.0: Intelligent Model Cascading & Low-Latency AI Router
from openai import OpenAI

client = OpenAI(
    base_url="https://api.billama.net/v1",  # Billama 3.0 High-Speed Gateway
    api_key="blm_live_79f3b190c4e7..."     # Real-time metered API Key
)

# Intelligently selects optimal model tier with sub-100µs edge transport
response = client.chat.completions.create(
    model="llama3.3:70b",  # or "auto" for dynamic model cascading
    messages=[{"role": "user", "content": "Explain zero-idle GPU yields."}],
    stream=True
)

for chunk in response:
    if chunk.choices[0].delta.content:
        print(chunk.choices[0].delta.content, end="")

The Zero-Idle Waterfall™

Why Billama GPUs Never Earn $0

Traditional cloud providers suffer from 65% idle time. Billama’s proprietary 3-tier cascade switches workloads dynamically in sub-100ms, ensuring 100% hardware efficiency and continuous provider payouts.

Tier 1: Token Engine

Live Ollama & OpenAI API Inferences

Priority 1

High DemandLatency < 35ms$0.45 – $1.40/hr

▼ On inference lull (< 500ms) ▼

Tier 2: RenderGrid & Batch

Blender 3D Tiles, Vector Embeddings

Priority 2

Asynchronous QueueChunked 10s-5m$0.30 – $0.75/hr

▼ On empty batch queue ▼

Tier 3: Baseline Yield Guarantee

ZK Proofs, Distributed Verification

Always-On

Zero-Idle BaselinePreemptible < 100ms$0.15 – $0.35/hr

Highest Yield ($0.45 – $1.40 / hr)Auto-Preemptible < 100ms

Tier 1: Real-Time LLM Token Engine

Incoming live user prompts and API completions are routed instantly to geographically nearest nodes with warm model weights in VRAM. Real-time streaming over WebStreams with per-token metering.

Target WorkloadOllama, vLLM, TGI, OpenAI Drop-in

Latency Profile & Response< 35ms Time-to-First-Token (TTFT)

Key Verification & Billing Mechanics

Pre-flight PostgreSQL atomic balance validation
Sub-second WebSocket/HTTP streaming to client
Tokens evaluated counted directly from Ollama response
Immediate auto-fallback if node disconnects

Anti-Cheating Assurance: 2% randomized canary audits duplicate prompts to spot-check outputs. Malicious nodes forfeit staked reputation.

Interactive Economics Simulator

Calculate Your Savings or Yield

Whether you run high-throughput LLM applications or have idle GPUs under your desk, simulate real transparent economics.

Select Target LLM Model

Estimated Monthly Volume25 Million Tokens

1M Tokens50M Tokens100M Tokens150M Tokens

No commitments or monthly minimums. Real-time token streaming with atomic PostgreSQL balance checks.

Projected Monthly Cost

$10.00/ month on Billama

Hyperscaler (AWS/Azure):$60.00

Monthly Savings:$50.00 (83%)

Get API Key & Start

Dual-Sided Architecture

Built for High-Throughput AI Teams,
Powered by Global Hardware

Billama connects decentralized computing capacity to production AI applications with enterprise-grade latency, cryptographic verification, and strict token metering.

For AI Developers & Studios

Drop-in API with 60–80% Margin Improvement

Eliminate extortionate cloud API bills without modifying your application logic. Point your existing OpenAI or Ollama SDK client to Billama and start saving immediately.

Intelligent Multi-Tier Dual-Router
Intelligent model cascading routes simple queries to lightweight models (llama3.2:3b) and escalates complex reasoning to frontier models (llama3.3:70b), backed by sub-100µs edge transport.
100% OpenAI & Ollama Wire Protocol
Full support for /v1/chat/completions, /api/chat, /v1/embeddings, and streaming tool calls.
Real-time WebStreams Metering
Zero latency overhead. Custom TransformStream intercepts token chunks in-flight and atomically updates balance ledgers.
Enterprise LDAP & FreeIPA Integration
Native Active Directory and FreeIPA integration with role-based access control, departmental budget caps, and audit logs.
Deterministic 2% Canary Audits
Automatic verification replicates 2% of inferences against consensus nodes to eliminate corrupted, hallucinated, or poisoned models.

Explore API Documentation & SDKs

For Hardware Owners & Data Centers

Turn Idle VRAM into Continuous Passive Income

Connect your consumer RTX 3080/4090/5090, Apple Silicon Macs, or enterprise clusters. Enjoy an 82% supplier revenue share backed by the Zero-Idle Waterfall guarantee.

1-Command Lightweight Node Agent
Run curl -sSL https://billama.net/install.sh | sh. Auto-probes CUDA, ROCm, or Apple Metal thermals and VRAM automatically.
Zero-Idle Waterfall Guarantee
Instant automated cascade from real-time LLM inference to 3D RenderGrid tiles and cryptographic proof yield. Your hardware never sits at $0.
RenderGrid 3D Blender Worker
Headless frame partitioning renders 3D animation scenes with cryptographic tile hash verification for maximum compute utilization.
Multi-Rail Automated Payouts
Withdraw net 82% earnings directly via Stripe ACH bank deposit, USDC stablecoins (Solana/Polygon), or 0%-fee Billama compute credits.

Read Node Setup Guide

Intelligent Dual-Router

v3.0

Intelligent model cascading routes simple queries to efficient models and escalates reasoning to frontier models, with sub-100µs edge transport.

Zero-Idle Waterfall™

Automated 3-tier cascade switches workloads in sub-100ms from LLM tokens to 3D RenderGrid and ZK-proofs so hardware never sits at $0.

RenderGrid 3D Dispatch

Headless Blender and universal batch compute dispatches complex 3D rendering jobs across distributed consumer GPUs with tile hash verification.

Enterprise LDAP & FreeIPA

Hierarchical team governance with subordinate user limits, monthly budget caps, and native Active Directory/FreeIPA LDAP sync.

Consensus Canary Audits

Randomized 2% canary audits duplicate inference prompts against consensus validators to eliminate poisoning, cheating, and hallucinations.

82% Share & Multi-Rail Payouts

Transparent 18% take rate. Hardware providers withdraw 82% net earnings via Stripe ACH, USDC stablecoins, or 0%-fee compute credits.

Under The Hood

Production-Grade Grid Architecture

Designed for high concurrency, zero latency overhead, atomic financial settlement, and decentralized hardware resilience.

STEP 01

1. Global Edge Gateway

Auth, Ledger & Pre-flight Balance

STEP 02

2. Intelligent AI Dual-Router

Intelligent Model Cascade & <100µs Transport

STEP 03

3. Decentralized Node Execution

CUDA / ROCm / Metal Worker Daemons

STEP 04

4. Token Settlement & Revenue Share

82% Supplier Net Credit & Payout Rail

1. Global Edge Gateway: Auth, Ledger & Pre-flight Balance

Client initiates OpenAI/Ollama request with API key. The edge gateway validates key identity, binds to PostgreSQL atomic credit ledger, and pre-verifies adequate balance before proxying to the grid.

// Network Topology Flowchart

                      ┌──────────────────────────────────────────────┐
                      │    AI Developer Application (OpenAI/Ollama)  │
                      └──────────────────────┬───────────────────────┘
                                             │ HTTP/2 WebStream
                                             ▼
                      ┌──────────────────────────────────────────────┐
                      │        Billama 3.0 Global Edge Gateway       │
                      │  • Auth Token Check     • PostgreSQL Ledger  │
                      │  • FreeIPA LDAP Sync    • Pre-Flight Balance │
                      └──────────────────────┬───────────────────────┘
                                             │
                                             ▼
                      ┌──────────────────────────────────────────────┐
                      │    Intelligent Model Cascading Engine        │
                      │  • Task Complexity Scan • Cascade / Tiering  │
                      │  • Dynamic Model Choice • Cost-Optimization  │
                      └──────────────────────┬───────────────────────┘
                                             │
                                             ▼
                      ┌──────────────────────────────────────────────┐
                      │     High-Speed Distributed Edge Gateway      │
                      │  • Adaptive Load Balancer• Health Checks     │
                      │  • Cluster Mesh Routing  • Guardrails/PII    │
                      └──────────────────────┬───────────────────────┘
                                             │
             ┌───────────────────────────────┼───────────────────────────────┐
             ▼                               ▼                               ▼
  ┌───────────────────────┐       ┌───────────────────────┐       ┌───────────────────────┐
  │  Tier 1: Token Engine │       │   Tier 2: RenderGrid  │       │  Tier 3: Idle Fallback│
  │  • Ollama / vLLM      │       │  • Blender 3D Tiles   │       │  • ZK Proofs          │
  │  • Sub-second stream  │       │  • Batch Embeddings   │       │  • Network Keeping    │
  └──────────┬────────────┘       └──────────┬────────────┘       └──────────┬────────────┘
             │                               │                               │
             └───────────────────────────────┼───────────────────────────────┘
                                             ▼
                      ┌──────────────────────────────────────────────┐
                      │          Billama Decentralized Node Grid     │
                      │   [NVIDIA RTX 4090/5090] [Apple M-Silicon]   │
                      │   [Enterprise H100/A100 Racks (Kubernetes)]  │
                      └──────────────────────────────────────────────┘

Developer & Operator Manual

Integration Quickstart Guides

Deploy in seconds. Complete working examples for TypeScript/JavaScript, Python, Shell, Kubernetes Helm, and Enterprise LDAP.

Official TypeScript SDK (@billama/sdk)

Install the official SDK with pnpm add @billama/sdk (or npm/yarn). Provides native dual-routing streaming chat, wallet balance verification, micro-metered job execution (RenderGrid, stem separation), Next.js route guards, and React hooks (useBillamaBalance, useBillamaChat).

// pnpm add @billama/sdk
import { Billama } from "@billama/sdk";

const billama = new Billama({
  apiKey: process.env.BILLAMA_API_KEY,
});

// 1. Streaming AI Inference with telemetry
const stream = await billama.chat.stream({
  model: "llama3.3:70b",
  messages: [{ role: "user", content: "Design a high-throughput microservice architecture." }],
});

for await (const chunk of stream) {
  process.stdout.write(chunk.content);
}
console.log(`Tokens: ${stream.usage?.totalTokens}, Latency: ${stream.latencyMs}ms`);

// 2. Universal App Subscription Billing
const checkout = await billama.billing.createCheckoutSession({
  planId: "pro_monthly",
  customerEmail: "user@domain.com",
  successUrl: "https://myapp.com/dashboard?session_id={CHECKOUT_SESSION_ID}",
  cancelUrl: "https://myapp.com/pricing",
});

Billama Integration

Decentralized Vision Inference (Llama 3.2 Vision) & Micro-Metered Alerts

•Real-time Frigate NVR & ZoneMinder RTSP camera frame streaming
•Decentralized vision inference detecting hawks, foxes, raccoons, & coyotes
•Zero-Idle GPU routing for continuous offload of coop alarm snapshots
•Interactive bounding-box incident review & model fine-tuning dataset export

Integrated via@billama/sdk

Building your own application on Billama?

Install the official public SDK: pnpm add @billama/sdk and integrate AI streaming and billing in minutes.

View SDK Documentation

How Does Billama Compare?

See how the Billama decentralized utility grid delivers better margins, higher flexibility, and guaranteed provider yield compared to existing alternatives.

Capability	🦙 Billama Grid	AWS Bedrock / Azure	API Aggregators	Raw DePIN VMs
Cost per 1M Tokens (Llama 3.3 70B)	$0.40	$2.40 – $3.00	$0.90 – $1.20	$0.70 (unmetered VM)
Intelligent Multi-Tier Dual-Router	Dual-Engine (<100µs)	Locked / Manual	Basic Round-Robin
Drop-in OpenAI SDK Compatibility
Drop-in Ollama CLI & API Native
Zero-Idle Waterfall Guarantee for Hardware
2% Canary Consensus Anti-Cheating Audits		N/A (Centralized)	N/A (Centralized)
Universal 3D RenderGrid (Blender)				Manual Setup
Enterprise LDAP / FreeIPA & Budget Caps		Complex IAM
Supplier Revenue Share	82% Net	0% (Proprietary)	0% (Proprietary)	70–80%
Multi-Rail Payouts (Bank ACH + USDC)				Crypto-Only

Got Questions?

Frequently Asked Questions

Everything you need to know about the Billama utility grid, token billing, and provider yields.

How does Billama's Intelligent Dual-Router save 60–80% on inference costs?

Billama's dual-engine routing architecture pairs an intelligent model cascading engine with an ultra-fast edge transport layer. The routing engine evaluates prompt complexity and quality feedback to dynamically select the optimal model tier—routing simple queries to lightweight models and escalating complex reasoning to frontier 70B models. This dynamic cascading cuts token expenditures by 40–70%. Meanwhile, the low-latency transport layer provides sub-100µs proxying, real-time health telemetry, and adaptive load balancing across warm GPU nodes.

What makes Billama different from centralized AI clouds like AWS Bedrock or OpenAI?

Billama is a two-sided decentralized GPU grid. Instead of paying 75%+ enterprise markups to hyperscalers for datacenter overhead, requests are dynamically routed to verified nodes running Ollama or vLLM. You get 100% drop-in OpenAI API compatibility at 60–80% lower cost, while hardware providers earn an honest 82% net revenue share.

How does the Zero-Idle Waterfall guarantee my GPU never earns $0?

Consumer hardware on standard compute networks often suffers from low utilization when user chat traffic dips. Billama solves this with a 3-tier waterfall: Tier 1 executes live streaming LLM tokens. When chat volume pauses, nodes immediately pull Tier 2 batch jobs (Blender 3D tile rendering and vector embeddings). If both queues are calm, Tier 3 cryptographic proof validation engages as a baseline income floor.

How does Billama prevent rogue nodes from forging tokens or returning garbage output?

Billama uses a multi-layered verification system. 2% of live inference prompts are duplicated randomly across consensus canary nodes to verify token logits and output validity. In addition, 3D Blender render jobs require cryptographic tile hash validation. Malicious or modified nodes are penalized and forfeited from the dispatch pool.

What hardware can I connect as a compute provider?

Billama supports any NVIDIA GPU with CUDA (RTX 3080, 3090, 4080, 4090, 5090, A100, H100), AMD GPUs with ROCm, and Apple Silicon Macs (M1/M2/M3/M4 Max and Ultra) with Unified Memory. Minimum recommended VRAM is 12GB for smaller models or 24GB+ for 70B quantized models.

How do teams manage API keys, organization budgets, and quotas?

Billama includes enterprise LDAP / FreeIPA directory synchronization and multi-tenant organization management. Administrators can provision subordinate users, define strict monthly token or dollar budget caps, inspect live per-key usage analytics, and restrict model access across engineering departments.

What payout methods are supported and how frequently are providers paid?

Hardware providers can withdraw earnings weekly. Supported payment rails include direct bank transfers via Stripe Connect ACH (supporting 40+ countries), stablecoins (USDC on Solana or Polygon) for instant global settlement, or 0%-fee Billama credits to spend on inference.

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Ready to Cut Your AI Cloud Bill or Monetize Your GPUs?

Join over 14,000 active nodes worldwide on the fastest growing decentralized utility grid. Start streaming tokens or generating passive income today.

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