AI & Usage-Based Platforms

Monetize intelligence. Bill by value. Adapt in real time.

AI-native products don’t sell static plans. They sell usage, outcomes, and intelligence — often at high velocity and unpredictable scale.

Azotte provides the control layer AI and usage-based platforms need to meter consumption, price dynamically, and protect revenue, without rebuilding billing logic for every model, channel, or region.

Graphic suggestion:
Hero illustration showing an AI platform emitting usage events (tokens, API calls, compute) flowing into Azotte, then branching into pricing, analytics, notifications, and billing.

Built for AI-Native Business Models

Whether your product bills by tokens, API calls, credits, compute time, or outcomes, Azotte adapts to your business model — not the other way around.

With Azotte you can:

  • Meter usage in real time or asynchronously
  • Convert usage into charges, credits, or entitlements
  • Combine subscriptions with usage-based billing
  • Enforce limits, thresholds, and fair-use policies
  • Keep pricing transparent and predictable for customers

Graphic suggestion:
Diagram showing different usage units (tokens, requests, minutes) normalized into a unified usage layer.

Usage as a First-Class Signal

Usage isn’t just an input for billing — it’s a decision signal.

Azotte treats every usage event as structured data that can drive:

  • Pricing decisions
  • Campaign triggers
  • Trial eligibility rules
  • Upgrade and downgrade flows
  • Retention and churn prevention

Your platform doesn’t just charge for usage — it learns from it.

Graphic suggestion:
Flow diagram: Usage Events → Decision Engine → Pricing, Campaigns, Notifications.

Flexible Metering Across Any Dimension

Define usage in the language of your product.

Azotte supports metering by:

  • Tokens, messages, requests, executions, or minutes
  • AI model or capability (e.g. basic vs advanced models)
  • Feature-level usage via entitlements
  • Customer, team, or organization aggregation
  • Region- or channel-specific rules

You define what “value” means — Azotte enforces it.

Graphic suggestion:
Matrix-style illustration mapping usage dimensions (user, feature, model, region) to billing outcomes.

Hybrid Pricing Without Operational Complexity

AI platforms rarely fit into a single pricing model. Azotte supports hybrid monetization by design.

Common patterns include:

  • Flat subscriptions with included usage
  • Pay-as-you-go overages
  • Credit or wallet-based billing
  • Tiered or volume-based pricing
  • Time-based or outcome-based charges

All managed under the same subscription lifecycle and analytics stack.

Internal link:
Learn more in Pricing & Plans

Graphic suggestion:
Pricing stack diagram showing base subscription + usage layer + overage logic.

Revenue Safety for High-Velocity Usage

Usage spikes are normal in AI platforms — revenue leakage shouldn’t be.

Azotte protects you with:

  • Real-time and delayed usage evaluation
  • Soft and hard spending limits
  • Automated threshold notifications
  • Usage-based suspensions or downgrades
  • Full, auditable usage history

No surprises — for you or your customers.

Internal link:
See how alerts work in Notifications & Messaging

Graphic suggestion:
Alert timeline showing usage approaching limits and triggering notifications before cutoff.

AI-Ready Analytics & Forecasting

Usage data becomes revenue intelligence.

Azotte analytics help you:

  • Track consumption vs. revenue efficiency
  • Detect under-priced or over-used features
  • Forecast growth based on real behavior
  • Segment customers by usage patterns
  • Align Product, Growth, and Finance views

Built for teams that iterate pricing continuously.

Internal link:
Explore dashboards in Analytics & Reporting

Graphic suggestion:
Dashboard mockup with usage curves, revenue overlays, and cohort segmentation.

Multi-Channel, Multi-Storefront by Default

Sell your AI platform everywhere — without duplicating logic.

Azotte supports:

  • Web, API, in-app, and partner channels
  • Different pricing per storefront or region
  • Shared usage logic with localized commercial rules
  • A unified customer and subscription view

One usage brain. Multiple business fronts.

Internal link:
Learn how this works in Multi-Storefront

Graphic suggestion:
One-to-many diagram: single usage engine feeding multiple storefronts and channels.

Designed for Scale, Not Experiments

Azotte is built for platforms that expect:

  • High-volume event ingestion
  • Tenant-aware isolation
  • Auditable billing decisions
  • Regulatory-ready data trails
  • Continuous pricing evolution

From early AI products to enterprise-grade platforms — without re-architecture.

Graphic suggestion:
Architecture-style illustration emphasizing scalability, isolation, and audit trails.

How This Fits Into Azotte

AI & Usage-Based Platforms connects directly with:

This isn’t a feature. It’s a business operating model for AI products.

Graphic suggestion:
Hub-and-spoke visual with “Usage Intelligence” at the center connecting to core Azotte modules.