Use Cases
Access Decisioning

Own, control, and understand your data

MOS delivers intelligent real-time decisioning for all human and machine traffic while giving you complete visibility into every access decision, user journey, and system integration.

Get full observability and real-time access decisioning

Intelligent Real-Time Decisioning

Every decision gets logged. Every event gets streamed. You own the data, control the logic, and understand exactly what's happening across your entire monetization infrastructure.

Edge execution for rapid decisions

The decision engine operates at CDN edge with sub-50ms latency globally. Authorization, pricing, and rate-limiting happen before content loads, preventing value leakage at the source.

Classification for every visitor type

MOS classifies every visitor as human, known crawler, unknown bot, or LLM agent. Unlicensed access gets blocked or rerouted while compliant machines follow a paid license or API path.

Native entitlements & payment rails

Entitlement management is native and payment rails are provider-agnostic. Users and agents get the right access and pay securely without leaving the flow.

Complete Observability

Real-time observability

Get real-time observability of every access decision, user journey, and system integration with per-user drill-down capabilities. The granular event stream provides comprehensive data for training internal models while enabling enterprise-grade debugging and revenue impact analysis.

Train proprietary models on decision data

Stream complete event history to your data warehouse. Build models using this data. Connect those models back to MOS for increasingly intelligent decisions.

Debug with complete context

Customer reporting access issues? View every decision made for that user, every rule evaluated, every integration called. Full context, precise timestamps.

Monitor revenue impact in real-time

Track conversion rates by offer. Analyze LTV by pricing tier. Measure churn by segment. Connect monetization decisions directly to business outcomes.

Full Data Ownership

MOS exposes open APIs and event streams so that your teams can export every decision, meter, and usage signal into their own tools and data stores, keeping full ownership.

Complete data portability

Export every event to your data warehouse. No vendor lock-in on your most valuable asset. Your decision data remains yours, fully portable, ready for any use case.

Integrate with your stack

MOS integrates with your identity, billing, and model endpoints. Clean extraction of all data and logs ensures your data and custom models remain portable.

No proprietary data format

Standard event schemas, open APIs, and documented data structures. Your team can work with MOS data using the tools they already know.

Real-Time Visibility and Control

MOS gives real-time visibility into who or what is accessing your IP, with the tools to approve, price, throttle, or block access so that value extraction always remains in your control.

Classify and route intelligently

See every visitor classified by type in real-time. Route humans to conversion flows, licensed agents to API paths, unauthorized bots to blocks. All decisions logged, all actions auditable.

Approve or block with context

Grant access based on entitlements, behavior, and payment status. Block unauthorized scraping. Throttle excessive usage. Price dynamically based on signals. Every action supported by complete decision context.

Monitor value extraction continuously

Track who accesses what content, when, and under which terms. Identify unauthorized usage patterns. Quantify value extracted by each visitor type. Adjust policies in real-time based on observed behavior.

Built for Your Workflow

Every access check, meter update, rule evaluation, and AI inference gets logged and streamed. Filter by user, time range, decision type, or any custom attribute.

Per-user drill-down

Debug individual user issues with complete decision history. See the exact rules evaluated, data sources consulted, and logic applied for every access decision.

Revenue analytics

Connect access decisions to conversion events, subscription data, and revenue outcomes. Measure the impact of every pricing test, offer variation, and access policy change.

Model training data

Stream granular event data to your warehouse for training proprietary models. Access decision outcomes, user behaviors, and revenue signals without vendor restrictions.

Edge Deployment

Install the Cloudflare Worker into your existing Cloudflare account or integrate directly with APIs. Decision logic executes at the edge with minimal latency impact on user experience.

Standard tooling

Version control your decision logic in Git. Test with your existing CI pipeline. Deploy through your standard workflow. MOS fits into the development process you already have.

Open integration

Connect to any identity provider, billing system, or data warehouse through standard APIs and webhooks. No proprietary protocols or vendor-specific requirements.

See every decision, own every outcome.

Deploy intelligent access decisioning with complete observability. Control who accesses your IP, understand exactly what's happening, and own all the data.