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SAAF AI Connector Acceptance Package
Use this acceptance package to evaluate AI connectors before production use. It helps your security team assess data handling, privacy compliance, phishing risks, and model behavior—ensuring safe, ethical, and auditable deployment across enterprise systems.
3 min read


90 Days in the AI Accelerator: What to Expect
The AI Accelerator is a 3-month guided program that helps organizations advance one critical stage of AI adoption. Through structured sessions, personalized strategy support, and peer learning, your team will move from assessment to action—building sustainable systems for responsible, scalable AI use.
9 min read


Go Further with AI
Whether you're just getting started with AI or already seeing impact, we have three powerful ways to help you go further—and share what...
3 min read


SAAF Ethical Oversight Logs
AI use doesn’t stop at launch. As usage grows, so do risks. This log helps your team monitor and respond to concerns around bias, fairness, transparency, and accountability, while creating an auditable record for internal governance or external review.
2 min read


SAAF Consumption-Based Pricing Planner
AI costs can quickly escalate if usage isn't carefully managed. This tool provides structured guidance to estimate expected expenses accurately, proactively track actual usage, and implement controls to prevent overspending.
2 min read


SAAF Model Performance Tracker
After AI solutions go live, drift, degradation, or misuse can occur silently. This tracker provides a structured, recurring format for monitoring real-world outcomes and triggering governance or retraining workflows when needed.
2 min read


SAAF Model Drift Monitoring Dashboard
AI models (and agents) don’t break—they drift. Over time, outputs may become less accurate, relevant, or aligned with expectations due to changing data, usage patterns, or business context. This dashboard helps you stay ahead of performance decline, mitigate risk, and maintain trust.
2 min read


SAAF Production Readiness Checklist
Even successful pilots can fail in production if infrastructure, support, or governance aren’t in place. This checklist helps prevent surprises by validating readiness across technical, operational, and organizational dimensions.
2 min read


SAAF Ethical Go/No-Go Gate
Even if an AI pilot delivered business value, it should not scale if it introduces unacceptable bias, privacy risk, lack of oversight, or ethical ambiguity. This Go/No-Go Gate brings stakeholders together to assess those risks and establish clear accountability.
2 min read


SAAF AI Security Template
Even robust AI models can become security liabilities without proper safeguards. This template helps prevent breaches by systematically addressing potential security vulnerabilities in AI deployments.
2 min read


SAAF AI Business Value Scorecard
Evaluate the strategic impact of AI initiatives with the SAAF AI Business Value Scorecard—measuring alignment, efficiency gains, cost savings, and user value.
2 min read


SAAF Bias Audit Checklist
AI outputs can reflect harmful assumptions, biased language, or one-sided perspectives—even when generated from neutral prompts. This checklist helps teams spot those issues early, document them, and build trust through responsible review.
2 min read


SAAF AI Governance Template
Even successful pilots can fail in production if governance, ethical standards, compliance, or operational readiness aren’t in place. This governance template helps prevent surprises by ensuring comprehensive readiness across ethical, regulatory, and organizational dimensions.
2 min read


SAAF AI Agile Sprint Backlog
AI work is different from traditional software: results are probabilistic, outputs need interpretation, and risks are nuanced. This backlog template helps product, data, and engineering teams work transparently and iteratively with AI—including prompt refinement, bias audits, and human-in-the-loop review.
2 min read


SAAF AI Maturity Index
Before investing in AI, organizations need to understand where they stand. This index helps evaluate your team or department's current AI maturity level—not just in tools and data, but in skills, ethics, and alignment. It forms the foundation for responsible, scalable AI planning.
2 min read


SAAF Use Case Scoring Card
AI can be applied in many areas—but not all use cases are created equal. This scoring model helps you identify where AI will deliver the greatest value with the least risk, so you can confidently select pilot projects and build alignment across business and technical teams.
2 min read


SAAF AI Proof of Concept Template
The purpose of this Proof of Concept is to evaluate the effectiveness, usability, and risks of integrating an AI tool into core business processes. This evaluation will guide whether the tool aligns with strategic goals and operational needs, including opportunities for efficiency, automation, improved decision-making, and ethical AI use.
2 min read


SAAF Pitch Deck for Product Partners
Whether you’re drafting content, resolving support tickets, or navigating complex documentation, today’s AI tools can help you work faster, make better decisions, and reduce manual effort—without disrupting your workflows.
3 min read


SAAF AI Adoption Charter
Define the vision, scope, governance, and guiding principles for AI adoption across your organization or department. Serves as a foundational agreement for responsible and strategic implementation.
2 min read


SAAF Ethical Risk Pre-Assessment
Even well-meaning AI projects can lead to unintended harm. This assessment helps you pause before launch, ask the right questions, and put safeguards in place. It ensures AI, custom agents, or any AI solution aligns with your organization’s values and legal obligations.
2 min read
Get to Know Make AI Work
Skip the hype—Make AI Work gives you the frameworks, use cases, and worksheets you need to adopt AI with clarity and confidence. Whether you're leading a team or just getting started, this book brings the Unified AI Adoption Model (PAAF + SAAF) to life in an 8-hour narrative packed with real-world examples and practical tools.
Available in paperback, e-reader and audiobook formats, it's your field guide to turning AI from buzzword into business value.
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