AI Fundamentals: Demystify the Engine
A 3-hour intensive for non-technical teams covering Modules 1 through 4. Master how LLMs calculate probabilities, eliminate hallucinations through grounding, control context budgets, and write repeatable team SOP skills.
What You Learn in Course 1
Four structured modules establishing the mathematical reality and context discipline of modern AI.
Module 01: Intro to AI & Demystifying the Black Box
Understanding the underlying mechanics without jargon
- •What AI is (and what it isn't): Simple, jargon-free mental frameworks. Why AI is not 'thinking' or 'sentient,' but an extraordinarily powerful pattern-matching algorithm.
- •The Chinese Room Metaphor: Understanding symbol manipulation to understand AI's true limitations.
- •Why AI Burns Compute & Energy: Visualizing loops, weights, and matrix calculations in plain English.
- •Search Engines vs. AI: When to Google, when to prompt, and why confusing the two leads to frustration.
- •The 'Next Word' Game: A fun, interactive group exercise showing why models hallucinate and why they never 'read' like humans.
Module 02: Probabilistic vs. Deterministic
Knowing exactly where AI belongs in your business
- •The difference between mathematical certainty (code/spreadsheets) and probabilistic generation (LLMs).
- •The Business Audit: Exactly when your team should deploy AI—and when you must NEVER use it.
- •Managing Hallucination Risk: Establishing strict evaluation rubrics for facts, numbers, and client-facing copy.
Module 03: Grounding Models & Context Economics
Mastering the token budget and context boundaries
- •The Context Window: What it is, why models forget, and how to avoid conversation drift.
- •Token Economics: Input vs. output tokens, how tokens accumulate, and how unmanaged context inflates costs and degrades output quality.
- •Optimizing Reasoning: How models reason step-by-step and how to steer their logic using clean grounding techniques.
- •Mastering the Director Mindset: Providing clean context boundaries so the AI hits the bullseye on attempt #1.
Module 04: Writing Reusable Skills & SOPs
Building standard operating procedures that scale across teams
- •Moving past ad-hoc prompting into standardized company assets.
- •Building structured instructions, system prompts, and standard operating procedures (SOPs) that produce consistent team outputs every time.
- •Creating modular prompt libraries for marketing, operations, sales, and support.
What Your Team Walks Away With
Tangible assets your team can implement starting Monday morning.
Team Prompt & Skills SOP Playbook
Standardized instructions and system prompt templates tailored to your department's core weekly deliverables.
Context & Token Budget Cheat Sheet
Quick reference card to structure prompt boundaries, prevent context drift, and minimize API / token costs.
Deterministic vs. Probabilistic Audit Matrix
Clear decision framework determining exactly which business tasks should use AI and which must remain in rules/spreadsheets.
Live Peer Prompt Critique
Instructor and cohort reviews of your team's real prompts, turning fuzzy questions into high-precision instructions.
Course 1 ROI Projection
See how quickly a $2,000 investment pays for itself across 10 team members.
Calculate Your Team's Return on Investment
Select a course track, adjust team size and compensation to project weekly recovery and annual net value.
All cohorts strictly limited to 10 for interactive review.
Typical operational / knowledge worker salary + benefits.
Conservative estimate from automating recurring workflows.
Course 2: Agents (Modules 5 & 6)
Ready to turn prompts into persistent autonomous assistants with tools and memory? Explore Course 2 ($3,500) or bundle all 3 courses for 20% off.
Get in Touch
Ready to transform your business with lightweight, fast software solutions? Let's discuss how we can help you achieve your goals.