FOR NEOCLOUDs

The revenue infrastructure for scaling Neoclouds.

You start with GPUs, then expand into inference, models, tokens, apps, and partner ecosystems. Monetize360 is the only platform engineered to bill all five layers, so you grow from a single BMaaS contract to a complete commercial stack without replatforming.

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The real problem

The billing systems built for where you started can't support where you're going.

GPU billing gets you to first revenue. It doesn't get you to managed services, partner ecosystems, or enterprise contracts. These are five places where the seams show as you scale.

Can't handle hybrid pricing simultaneously

A single tenant might need prepaid, subscription, and outcome-based pricing in one contract and no legacy billing tool handles that without custom engineering.

No native partner & marketplace rev-share engine

Billing the end customer, paying partner margin, and retaining your platform fee across one transaction requires three tools and a reconciliation layer that breaks at scale

Billing is disconnected from compute events

Your billing platform sits downstream of your orchestrator, receiving batch summaries instead of live signals, so you're reconciling logs after the fact rather than capturing revenue as it's created.

No cross-layer revenue visibility

When a single tenant touches chip reservations, hourly infrastructure, token calls, and app subscriptions in the same month, siloed systems mean you can't see total customer value or defend margin across the stack.

SLA governance is manual and retroactive

Credits calculated in spreadsheets and applied by hand don't just create operational drag they signal to enterprise buyers that your commercial operations aren't ready for production workloads and directly costs you renewal conversations.

The 5-layer monetization stack

Revenue infrastructure that
grows with your roadmap.

You don't need all five layers on day one. But when you're ready for each one, Monetize360 is already there, no replatform, no custom build, no seams.

06 Marketplace

Partner storefronts, rev-share engine & commercial governance, built in

04 TOKENS

Per-token billing across input, output & cached, per model per tenant

02 Infrastructure

Compute, containers, storage & networking, orchestrator-native

05 Applications

Marketplace apps, outcome-based fees & SaaS tiers, simultaneously

03 Model

Model hosting, fine-tuning & managed inference subscriptions

01 chips

BMaaS reservation, allocation & per-SKU pricing

01 Chips

BMaaS reservation, allocation & per-SKU pricing

02 Infrastructure

Compute, containers, storage & networking, orchestrator-native

03 Models

Model hosting, fine-tuning & managed inference subscriptions

04 Tokens

Per-token billing across input, output & cached, per model per tenant

05 Applications

Marketplace apps, outcome-based fees & SaaS tiers, simultaneously

06 Marketplace

Partner storefronts, rev-share engine & commercial governance, built in

Layer

What Monetize360 Bills

Why This Layer Matters

The Monetize360 Advantage

Applications

AI app marketplace transactions, partner rev-share splits, outcome-based fees (per inference, per output, per result), and SaaS-style subscriptions on a single invoice.

The commercial model matures here. Revenue shifts from pure compute to software margins as partners build and enterprises subscribe to managed services.

Mbrix enables partners to build and deploy AI apps while Monetize360 automatically captures platform fees, processes RevShare, and bills end customers without a separate marketplace engineering team.

Tokens

Token consumption metering across input, output, and cached tokens per model, tenant, and workload type. Supports custom and OpenAI-compatible schemas.

Tokens are the atomic unit of AI value delivery. Without token-level billing, you are selling wholesale and pricing retail becomes impossible.

Built-in real-time token draw-down from prepaid credits, automated overage enforcement, and per-tenant budgets. Zero engineering required.

Models

Model hosting tiers, per-model access pricing, fine-tuning job billing, and managed inference subscriptions with distinct rate cards based on model size, provider, and performance SLA.

Models introduce the first software margin to a Neocloud P&L. Nebius charges inference premiums of 30 to 70 percent over raw compute. This layer captures that exact margin.

Bundle model access into subscription tiers, charge per-model-call, and run pricing experiments without touching the infrastructure stack.

Infrastructure

Bare metal, containers, VMs, and storage billed at exact orchestrator resolution. Slurm, Kubernetes, and RunAI integrations fire billing events at job boundaries, not hourly.

The foundation for growth. Orchestrator-native, real-time, prepaid-capable billing ensures every higher layer has accurate cost and revenue data from day one.

Prepaid wallet draw-down, real-time overage alerts, and multi-tenant workspaces are native platform capabilities, never bolt-ons.

Chips

BMaaS pricing including reservation fees, per-SKU rate cards differentiated by chip generation (H100, H200, B200), allocation commitments, and spot versus reserved tiers.

The starting point for Neocloud margins. Distinct pricing across chip generations and accurate spot versus reserved economics dictate profitability.

Run distinct rate cards per chip model, reservation type, and commitment length. Simulate margin impact before any rate change goes live.

HOW IT WORKS

From prototype to production without the six-month integration.

Moving AI from a sandbox to production is an engineering nightmare. Mbrix delivers three architectural layers that work together to squash the deployment risk.

How Ownership Works

The Neocloud Owns

Marketplace infrastructure: Listing, discovery, checkout, and billing rails.

Revenue settlement engine: Platform fee capture and partner RevShare on every transaction.

Tenant identity and entitlements: Control over who buys what, at what tier, with what wallet balance.

Cross-layer billing: Compute, model, and app charges consolidated on one invoice and one contract.

The Partner Owns

Storefront and listings: Branded pages, pricing, and product descriptions.

Pricing model: Complete control over subscription, usage-based, or one-time pricing.

Support and SLA: Direct ownership of customer relationships.

Revenue: Partner margin paid out automatically by Monetize360.

Four Revenue Streams Unlocked

AI Models & Apps

GPU Capacity Exchange

Managed Services & Tooling

Bundled Solution Tiers

The Mechanism

Partners list fine-tuned, proprietary, or open-source AI models and apps for direct tenant deployment.

Tenants list underutilized reserved compute. Others buy at spot or negotiated rates. Zero Neocloud intervention required.

Partners list orchestration tools, MLOps frameworks, observability dashboards, and managed inference services.

Neocloud packages compute, models, and tooling into named enterprise subscription tiers.

How Revenue Flows

Neocloud sets the platform fee. Partners set the price. Monetize360 splits and settles every transaction automatically.

Neocloud earns a platform fee per trade. Idle cost converts instantly to revenue.

Monetize360 handles subscriptions, usage, and one-time purchases natively. Partners own pricing. Neocloud takes the platform cut.

Cross-layer bundles bill as a single subscription. Component overages meter and invoice automatically. Zero manual calculations.

Four Revenue Streams Unlocked

AI Models & Apps

The Mechanism

Partners list fine-tuned, proprietary, or open-source AI models and apps for direct tenant deployment.

How Revenue Flows

Partners list fine-tuned, proprietary, or open-source AI models and apps for direct tenant deployment.

GPU Capacity Exchange

The Mechanism

Tenants list underutilized reserved compute. Others buy at spot or negotiated rates. Zero Neocloud intervention required.

How Revenue Flows

Neocloud earns a platform fee per trade. Idle cost converts instantly to revenue.

Managed Services & Tooling

The Mechanism

Partners list orchestration tools, MLOps frameworks, observability dashboards, and managed inference services.

How Revenue Flows

Monetize360 handles subscriptions, usage, and one-time purchases natively. Partners own pricing. Neocloud takes the platform cut.

Bundled Solution Tiers

The Mechanism

Neocloud packages compute, models, and tooling into named enterprise subscription tiers.

How Revenue Flows

Cross-layer bundles bill as a single subscription. Component overages meter and invoice automatically. Zero manual calculations.

HOW MONETIZE360 IS ENGINEERED DIFFERENTLY

Six architectural decisions that only make sense for Neoclouds.

These are not feature choices. They are structural commitments we made because the Neocloud commercial model demanded them. General-purpose billing platforms weren't going to get there.

Chips and Bmaas

Rate cards live at the chip SKU level because pricing H100s and B200s identically destroys margin.

Infrastructure

Direct integrations with Slurm, Kubernetes, and RunAI bill at the exact job boundary to eliminate downstream revenue leaks.

Models

Model access operates as a first class billing object because fine tuning Llama-3-70B and inferencing a lightweight classifier are entirely different economic events.

Tokens

Native token draw-down at the wallet layer depletes prepaid credits in real time to enforce overages before the bill arrives.

Applications

A single invoice handles RevShare, outcome billing, and SaaS subscriptions to eliminate the reconciliation overhead of splitting fees across multiple tools.