Tech & SaaS Resources
AI Data Requirements Checklist
Comprehensive AI data requirements checklist for evaluating data readiness before model development. Covers data identification and inventory, quality assessment (completeness, accuracy, consistency, timeliness), privacy and compliance requirements (PII, GDPR, HIPAA), AI-specific requirements (representativeness, bias identification, training/test splits, labeling quality), and security controls. Structured assessment template with sign-off workflow for data owners, privacy, and AI governance...
AI Ethics Guidelines - Tech & SaaS Edition
Comprehensive AI ethics framework for technology companies building responsible AI at platform scale. Covers ethical principles for platform AI, content moderation ethics (balancing free expression with user safety), recommendation system ethics (engagement vs. wellbeing), generative AI ethics (authenticity, misinformation, creative rights), and data ethics. Includes ethics review framework, responsible AI practices, training program, and real-world case studies.
AI Security Blueprint - Tech & SaaS Edition
Enterprise AI security architecture for tech and SaaS companies operating at platform scale. Comprehensive framework covering model security, data protection, API security, LLM and generative AI security, infrastructure hardening, and incident response. Addresses platform-specific threats including adversarial attacks, model theft, data poisoning, and prompt injection. Includes security controls for recommendation systems, content moderation AI, and customer-facing AI features at scale.
AI Risk Assessment Matrix - Tech & SaaS Edition
Comprehensive AI risk assessment framework built for tech and SaaS companies operating AI at platform scale. Addresses unique risks of content moderation AI, recommendation systems, user safety, platform integrity, and regulatory compliance across global operations. Includes risk scoring methodology, mitigation strategies, risk register templates, and monitoring frameworks designed for systems making billions of decisions daily. Built for AI leaders managing platform-scale risk and responsibi...
AI Governance Framework - Tech & SaaS Edition
Comprehensive AI governance framework for technology and SaaS companies operating at platform scale. Addresses unique tech challenges including massive-scale operations, AI products used by millions, content moderation governance, and global regulatory navigation (EU AI Act, DSA, GDPR). Covers the 5 governance pillars adapted for tech, organizational structure, platform-specific governance, API and product AI governance, and maturity model. Built for CTOs, CPOs, and technology CAIOs.