Meter every query. Monetize every buyer.
MOS delivers intelligent access control for data products, letting you focus on flexible licensing models while protecting data value, enforcing usage terms, and enabling machine-scale distribution.
Data Monetization Infrastructure Doesn't Exist
Data businesses face a painful reality: the infrastructure to sell data at scale was never built. Licensing is manual, enforcement is reactive, and the fastest-growing buyer segment - machines - isn’t supported.
Licensing complexity kills deals
Every buyer wants different terms. Seat-based access for research teams. API calls for trading desks. Training rights for AI labs. Redistribution licenses for platforms. Your commercial team negotiates bespoke contracts while engineering manually provisions access. Deals that should be enforced in hours take months.
No infrastructure for usage-based pricing
You know your data is valuable, but you can't meter how it is consumed. Without granular usage tracking, you're stuck with flat-rate pricing that undercharges heavy users and overcharges lighter ones. The demand curve goes unmonetized.
Enforcement is an afterthought
Data is getting redistributed beyond license terms. API keys get shared across teams. Datasets licensed for research end up training commercial models. By the time you discover violations, the value has already leaked, and manual audits can't keep pace with automated consumption.
Your fastest-growing buyers aren't human
Hedge funds run automated pipelines that consume data at machine speed. AI companies ingest entire archives for model training. These buyers don't fit seat-based models, and your infrastructure wasn't built to meter, price, or bill machine-scale access.
MOS gives you infrastructure built for data at scale
Meter every query, enforce every term
MOS operates at the edge to make real-time access decisions for all traffic. Every request gets authenticated, metered, and checked against license terms before data is delivered. Usage-based billing happens automatically without manual reconciliation.
Flexible licensing without custom code
Seat-based, query-based, volume-based, time-limited, use-case-restricted — configure any licensing model through entitlement rules, not engineering tickets. When a hedge fund needs different terms than a research institution, adjust in minutes. Business logic lives in MOS, not your codebase.
Launch pricing experiments instantly
MOS equips commercial teams with intelligent tools that replace endless engineering tickets. MOS AI Copilot translates natural language into advanced pricing rules, trial structures, and usage limits, allowing you to test monetization strategies in minutes rather than months.
Real-time visibility into consumption
Track usage by customer, endpoint, and license tier in real-time. See which datasets drive the most consumption, which customers approach their limits, and where pricing leaves money on the table. Every monetization decision connects directly to business outcomes.
Built for Commercial and Engineering Teams
Traditional tools force sports teams and fan clubs to choose: either give commercial teams limited self-service capabilities with visual builders that hit complexity ceilings, or make engineering the bottleneck for every change. MOS eliminates this trade-off.
Commercial teams control monetization strategy
Product managers and commercial teams can build plans, configure limits, launch pricing experiments, and adjust tiers without engineering tickets. Pricing iteration happens at product speed, not sprint speed.
Engineering teams control the technology they use
MOS integrates with your existing development workflow rather than replacing it. You can version control decision logic in your repository and write sophisticated workflows when business complexity demands code. Your technical standards remain intact.
Price data the way buyers want to buy
Not all usage is equal. A button click isn't worth the same as an AI generation. A dashboard view isn't worth the same as an API call. MOS lets you meter at the granularity that reflects real value - and real cost.
Every buyer, every model
Research teams want seat-based annual subscriptions. Trading desks want per-query pricing. AI companies want bulk training licenses. Smaller buyers want pay-as-you-go. Serve all of them through unified infrastructure without maintaining parallel billing systems.
Redistribution and derived-data controls
License terms mean nothing without enforcement. MOS tracks redistribution rights at the entitlement level, so you can permit - or prevent - customers from resharing data or incorporating it into derived products. Terms are enforced programmatically, not contractually.
Entitlements that evolve with your business
When your licensing strategy changes, entitlement rules adapt without re-architecture. Add new pricing tiers, adjust usage limits, or introduce new license types without accumulating technical debt.
Ready for machine-scale buyers
One platform, full control
Use the same entitlement infrastructure to govern automated pipelines as you do human users. Classify consumers, enforce policies, and meter usage - whether the buyer is a research analyst or an AI training cluster.
Machines as licensed customers
The fastest-growing demand for data comes from automated systems: trading algorithms, AI training pipelines, LLM retrieval systems. MOS treats these as first-class customers with their own entitlements, usage meters, and billing. Machine access gets licensed and monetized, not just tolerated or blocked.
AI training as a license category
Model training is a distinct use case that demands distinct terms. MOS supports training-specific licenses: one-time corpus access, ongoing refresh rights, attribution requirements, output restrictions. When AI licensing frameworks mature, your infrastructure is ready.
Agent-to-agent commerce
As AI agents increasingly procure data on behalf of enterprises, MOS provides rails for machine-to-machine transactions. Agents can authenticate, check entitlements, consume data, and settle payments programmatically — no human in the loop required.
Stop value leakage before it starts
MOS enforces access policies in real-time. Shared credentials, exceeded limits, unauthorized use cases - leakages get caught at the edge before any data is delivered.
Detect anomalous consumption patterns
Identify usage that exceeds normal bounds or suggests credential sharing. Surface alerts while there's still time to intervene, not after quarterly audits.
Enforce license boundaries automatically
When a customer's usage exceeds their license terms, enforcement happens immediately. No manual review required by your team.
Audit trails for compliance
Every access event is logged with full context: who accessed what, when, under which license terms, for what stated purpose. If and when disputes arise or regulations require proof, the data is at your fingertips.
Built for Instant Lift & Collaboration
Our Docs Rock
Fast, frictionless onboarding with comprehensive docs—engineering teams get clear implementation guides, commercial teams get step-by-step pricing deployment.
Launch instantly
Dynamic paywalls, usage-based pricing, promotional discounts, trial mechanics, retention interventions - we've documented the patterns that work across different business models to help you launch instantly with effect.
Single workspace collaboration
Engineering and commercial teams work within distinct realms, with easy collaboration and clear handoffs. Technical teams build the foundation, commercial teams optimize on top - no friction, no delays.
Ready to Transform How You Monetize Data?
Deploy intelligent licensing infrastructure built for data commerce at scale. Serve every buyer segment, enforce usage terms automatically, and capture revenue from the machine economy — all through one platform.
