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.
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.
Hero Graphic
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:
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
Usage Normalization Diagram
Diagram showing different usage units (tokens, API requests, compute minutes) normalized into a unified usage layer with consistent billing treatment.
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:
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.
Decision Flow Diagram
Flow diagram: Usage Events → Decision Engine → Pricing, Campaigns, Notifications showing intelligence layer processing usage signals.
Flexible Metering Across Any Dimension
Define usage in the language of your product.
Azotte supports metering by:
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.
Metering Dimensions Matrix
Matrix-style illustration mapping usage dimensions (user, feature, AI model, region) to billing outcomes with cross-dimensional aggregation.
Hybrid Pricing Without Operational Complexity
AI platforms rarely fit into a single pricing model.
Azotte supports hybrid monetization by design.
Common patterns include:
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.
Learn more in Pricing & Plans.
Learn more in Pricing & Plans.
Hybrid Pricing Stack
Pricing stack diagram showing base subscription layer + usage metering layer + overage logic, all unified under one billing engine.
Revenue Safety for High-Velocity Usage
Usage spikes are normal in AI platforms — revenue leakage shouldn’t be.
Azotte protects you with:
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.
See how alerts work in Notifications & Messaging.
See how alerts work in Notifications & Messaging.
Usage Alert Timeline
Alert timeline showing usage approaching limits (50%, 80%, 95%) and triggering progressive notifications before hard cutoff.
AI-Ready Analytics & Forecasting
Usage data becomes revenue intelligence.
Azotte analytics help you:
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.
Explore dashboards in Analytics & Reporting.
Explore dashboards in Analytics & Reporting.
Usage Analytics Dashboard
Dashboard mockup with usage curves, revenue overlays, cohort segmentation, and efficiency metrics showing consumption vs. monetization analysis.
Multi-Channel, Multi-Storefront by Default
Sell your AI platform everywhere — without duplicating logic.
Azotte supports:
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.
Learn how this works in Multi-Storefront.
Learn how this works in Multi-Storefront.
Multi-Channel Architecture
One-to-many diagram: single usage metering engine at center feeding multiple storefronts and channels (Web, API, Mobile, Partners) with localized rules.
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.
Enterprise Architecture
Architecture-style illustration emphasizing high-volume event ingestion, scalability, tenant isolation, and complete audit trails for AI platforms.
A Business Operating Model for AI Products
AI & Usage-Based Platforms connects directly with Pricing & Plans, Analytics & Reporting, Campaigns & Offers, Trial Eligibility, and Notifications & Messaging.
This isn’t a feature.
It’s a business operating model for AI products.
This isn’t a feature.
It’s a business operating model for AI products.