AI Pilot → Production
AI Scaling Readiness Diagnostic
20 questions across 5 dimensions. Find your gaps, get a prioritized initiative roadmap, and see where you stand vs. peers.
78%
have AI pilots
14%
reach production
89%
of scaling failures traced to 5 root causes
Reference Architecture
AI Production Stack — Layer by Layer
Click any layer to explore components, red flags, maturity stages, and recommended tooling. This is a reference framework — adapt it to your context.
⚠️ Reference framework only. Architecture decisions depend on your organization's size, regulatory environment, existing stack, and risk tolerance. Use this as a starting point for conversation with your engineering and security teams.
Reference Calculators
Token Cost · ROI · TCO
Estimate what your AI initiative costs, what it returns, and whether the math works. Adjust inputs to model different scenarios.
📌 These are reference estimates only — not financial advice. Actual costs vary significantly by vendor, volume, architecture, and negotiated contracts. Use these figures to frame conversations, not to set budgets.
Security Stress Test
AI Attack Surface Assessment
Powerful models can break systems — from both directions. Assess your defenses against attacks on your AI, and your readiness for AI being weaponized against you.
⚠️ Important context: State-of-the-art models (GPT-4+, Claude 3+, Gemini Ultra) have demonstrated capability to autonomously discover vulnerabilities, write functional exploit code, and conduct sophisticated social engineering. This isn't theoretical — it's happening now. The assessment below helps you gauge readiness.