Focus Area: License management and compliance for AI agents
This ontology provides citation-quality definitions for foundational terms, backed by authoritative sources from standards bodies (IETF, W3C, IEEE) and peer-reviewed research.
Technical Glossary
Subscription-based software delivery for AI agent platforms providing centralized infrastructure, multi-tenant architecture, and managed services. Pricing based on usage metrics (API calls, agent runtime hours, data processing volume) with tiered plans from Starter to Enterprise. Includes automatic updates, security patches, compliance certifications (SOC 2, GDPR, HIPAA), and technical support SLAs.
Contractual guarantees for agent platform uptime, performance, and support response times. Typical enterprise SLAs guarantee 99.9% uptime, <100ms API latency for 95th percentile requests, and response times (1-hour P1 incidents, 4-hour P2, next-business-day P3). Include credits for downtime exceeding thresholds and escalation procedures for critical failures.
Billing model charging customers based on actual consumption metrics rather than fixed subscriptions. Common metrics: API request volume, compute hours for agent execution, token consumption for LLM calls, data storage, and bandwidth. Provides cost predictability for variable workloads while aligning vendor revenue with customer value realization.
Infrastructure design isolating customer data and workloads within shared platform resources. Supports tenant-specific configurations, data residency requirements, and resource quotas while maintaining operational efficiency. Critical for SaaS economics by amortizing infrastructure costs across customer base while preserving security boundaries.
Third-party attestations verifying adherence to regulatory and security standards. SOC 2 Type II for security controls, ISO 27001 for information security management, GDPR for EU data protection, HIPAA for healthcare data, PCI-DSS for payment processing. Required for enterprise procurement and regulated industry deployment.
Architectural patterns and contractual provisions reducing switching costs between agent platforms. Export APIs for agent configurations, portability of training data, support for standard protocols (MCP, AGENTS.md), and data migration services. Critical for enterprise adoption risk management and regulatory compliance in some jurisdictions.
Mechanisms controlling request volume per customer to ensure fair resource allocation and prevent abuse. Implements token bucket or sliding window algorithms with tiered limits based on subscription level. Returns HTTP 429 status when limits exceeded with retry-after headers. Essential for multi-tenant stability and cost management.
Premium support services for large deployments including dedicated technical account managers, architecture review, custom integration assistance, and priority bug fixes. Typical offerings: 24/7 phone support, <15 minute P1 response times, quarterly business reviews, and direct engineering escalation paths.
Legal and regulatory mandates requiring customer data storage within specific geographic boundaries. GDPR Article 45 for EU data transfers, Chinese Cybersecurity Law for China operations, Russian Federal Law 152-FZ for localization. Requires multi-region infrastructure deployment and region-specific data routing.
Maximum request limits allocated per subscription tier preventing platform overload. Examples: 1,000 requests/hour for free tier, 100,000 for professional, unlimited for enterprise with fair-use policies. Enforced at API gateway layer with quota tracking, burst allowances, and overage pricing options.
Dual licensing strategy offering OSS (Apache 2.0/MIT) for community adoption and commercial licenses for enterprise features, support, and indemnification. Examples: MongoDB (SSPL), Elastic (dual Apache 2.0/proprietary), Confluent (Community/Enterprise split). Balances ecosystem growth with sustainable business models.
Immutable records of agent actions, API calls, data access, and administrative changes required for compliance and security forensics. Retention periods vary by regulation: GDPR allows 1 year, HIPAA requires 6 years, SOC 2 varies by control. Includes user identity, timestamp, action type, and data accessed.
Declarative configuration management for agent deployment using Terraform, Pulumi, or CloudFormation. Enables version-controlled infrastructure, reproducible deployments across environments, and disaster recovery. Critical for enterprise DevOps workflows and compliance audit trails.
Real-time usage tracking and invoicing based on consumption metrics. Implements event streaming to billing systems, usage aggregation, proration for mid-cycle changes, and detailed invoice line items. Supports committed use discounts, volume tiers, and overage charges for predictable budgeting.
Structured process for routing incidents by severity and expertise requirements. Priority 1 (production down): immediate response, all-hands mobilization. P2 (major functionality impaired): 1-hour response, dedicated engineering. P3 (minor issues): next business day. P4 (questions): 48-hour response via ticketing system.