The most comprehensive AI course available
22 sections3 electives10h 15mFinal exam

The most comprehensive AI course there is, and the one that changes what you get paid for.

Ten hours that cover the whole territory: how these systems work, what they physically run on, how to get real output from them, what the law now requires, how to buy and roll them out, and how to turn all of it into three habits your team can see by next month.

One-time payment · lifetime accessTeam licenses from $10/seat
The program
22Core sections, three role electives
236Pages: one idea each, 2–3 min
10h 15mFull program · 3h 50m essentials
25Gated checkpoints, one per section
01Written 30-day capstone plan
"The first course I've sent to an entire department without apologizing for it."

What you will be able to do

By the end of module E
Describe what you are buying
Tell rules, statistical models and language models apart, and say which one a vendor is actually selling you.
Answer the hardware questions
Why Nvidia, why the good model costs more, where your data physically sits, and what to say when someone asks about the water.
Get real work out of it
Prompting with structure, persistent context, documents, multimodal input, and automation you did not have to code.
Stay on the right side of the line
Verification habits, the traffic-light data rule, copyright, the EU AI Act, hiring law, and where a human must decide.
Structure

Five modules, cumulative but not rigid.

Later sections assume the vocabulary of earlier ones. Modules C and D are readable out of order by a compliance or management reader who skips the hands-on middle.

Sections 02 and 03 are the depth pair: how a model works inside, and what it physically runs on. Both are skippable if you are short of time.

A
Foundations
What the thing is, what it runs on, what to open
01–052h 00m
B
Using it well
Getting real work out of it
06–133h 15m
C
Judgment & governance
Not damaging yourself or the company
14–182h 00m
D
Decisions & rollout
Buying it and leading people through it
19–2045m
E
Closing
Where it is going, and what you will actually do
21–2250m
X
Electives
Marketing and engineering tracks
X1–X31h 25m
The curriculum

Every section, every page.

Open a section to see its pages
Module A · FoundationsWhat the thing is, what it runs on, what to open
Module B · Using it wellGetting real work out of it
Module C · Judgment & governanceNot damaging yourself or the company
Module D · Decisions & rolloutBuying it and leading people through it
Module E · ClosingWhere it is going, and what you will actually do
Module X · ElectivesMarketing and engineering tracks

One idea per page.

Every section is built from the same six page types, so you never have to learn the course itself.
Frame pageMechanism pagesExample pagesExercise pagesCallout pagesCheckpoint page
Every section closes on a checkpoint: three questions, at least one a scenario rather than recall. The next section stays locked until you pass it.
Learning paths

Take the whole thing, or the part your job needs.

Nobody has ten hours in their first week. Pick a path and the course hides what you do not need. You can always come back for the rest.

3h 50m
Essentials
A company-wide baseline for people who will never have a spare afternoon.
What AI is and how it behaves
Prompting, persistent context, daily habits
Verification and the data rules
Your 30-day plan
10 sections · skips the depth, law and rollout material
6h 25m
Everyday practitioner
You will use this most days and want the full working toolkit.
All of Foundations and Using it well
Documents, multimodal, automation, agents
Verification and data policy
Your 30-day plan
17 sections · skips procurement and rollout
5h 05m
Manager / sponsor
You own the budget, the rollout and the awkward questions in the room.
The mental model and the hardware questions
What to standardize on
Risk, law, buying and leading adoption
Where the field is going
13 sections · skips the hands-on prompting middle
3h 30m
HR & compliance
You own the risk but not the tooling.
Enough mechanics to ask good questions
Verification, privacy and copyright
The regulatory landscape
AI in hiring, in depth
9 sections · the governance spine only
Add an elective to any path
Answer Engine Optimization
Marketing, comms and content roles
How to be the source AI assistants cite when people ask about your category. Elective because it is role-specific — but for marketing teams it is the section with the clearest commercial payoff.
Engineering With AI
Technical roles
Opens with the adoption ladder — 0 not using AI, 1 chat, 2 IDE copilot, 3 IDE codegen, 4 agentic. The argument: what kind of oversight you need changes as you climb it. At stages 2–3 your own eyeballs are the guardrail. At stage 4 that stops being physically possible, so something else has to do that job.
Evals: Testing Systems You Build
Technical roles
Section 19 applied the evidence discipline to products you buy; this applies it to systems you build. An eval suite is the only thing that tells you whether last week’s prompt change helped or quietly broke three cases.
How it compares

The whole territory, for less than a month of a subscription.

The large platforms teach AI in pieces: a prompting short course here, a specialization on machine-learning theory there, a governance module sold separately to enterprise. This is one program that covers the mechanics, the hardware, the daily practice, the law, the buying decision and the rollout, with a checkpoint at the end of every section.

Indicative list prices, checked 9 September 2026 · platform catalogs change frequentlySwipe to compare all four
 
Yet Another AI Course
One program
edX / university
Course or MicroBachelors
Google (Coursera)
Certificate track
Corporate workshop
Instructor-led day
Price per learner
$39.99 once, lifetime
$100–$1,500+ per course or track
Subscription, ~$49–$59/month while enrolled
$400–$2,000 per head, per day
Time to finish
10h 15m, self-paced
Weeks to months, cohort-paced
Weeks to months at a few hours a week
One day, then nothing
Covers model mechanics
Yes: sections 01–02
Often, and usually with maths
Partly, at a high level
Rarely
Covers hardware, cost and energy
Yes: section 03, 13 pages
Rarely outside engineering tracks
No
No
Covers law, IP and hiring rules
Yes: sections 16–18, quarterly legal review
Separate course, usually extra
No
Sometimes, as a slide
Covers buying, evals and rollout
Yes: sections 19–20 plus the evals elective
No
No
Sometimes, vendor-shaped
Assessment
Gated checkpoint every section + 25-question exam
Graded assignments, cohort deadlines
Quizzes and a capstone
None
Leaves you with a plan
Yes: written 30-day capstone plan
No
A portfolio project
Notes
Team rollout
Volume licenses to 75% off, paths per team, completion tracking
Per-seat enterprise contract
Per-seat subscription
Priced per session
One program, not six purchases
Mechanics, hardware, daily practice, law, procurement and rollout in a single syllabus: the pieces the platforms sell as separate courses, in an order that builds.
Written for the job, not the transcript
Every section ends in something you can use on Monday: a checklist, a rule, a rewritten prompt, a review gate, a vendor question list.
Measured by what changes
The deliverable is a 30-day plan with three tasks, a verification step each, and day 7 / 14 / 30 checkpoints, so you can tell whether it worked.
Comparison drawn from each provider's public catalog on the date above. Course names, prices and syllabuses on the large platforms change often. If you find a figure out of date, tell us and we will correct it. Trademarks belong to their owners; no affiliation or endorsement is implied.
Maintenance

Content that ages is dated in front of you.

Three kinds of content age at different speeds, so they are authored and reviewed separately. Pages carrying figures show "current as of"; legal pages carry a named reviewer.

Durable concepts
How models work, prompting, verification habits: sections 01–02, 04, 06–07, 10–11, 14.
Annual
Landscape and figures
Product names, chip generations, energy data, pricing, UI: sections 03, 05, 08, 09, 12, 19, 21.
Quarterly
Legal and regulatory
Sections 16–18, quarterly with named legal review and a visible "last verified" date in-product.
Quarterly + review
Day-one users
You have heard the words and used none of the tools.
Daily users
You are getting mediocre output and do not know why.
Managers
You need a shared baseline and a defensible rollout.
HR, legal, compliance
You own the risk but not the tooling.
Technical staff
Electives for moving from copilot to agentic work, and for evals.
Author portrait
Course author
Who wrote it

Dr. Miriam Vance

Eleven years building and governing machine-learning systems inside regulated industries: insurance pricing, clinical triage, and financial crime. She has sat on both sides of the table: shipping the models, and later signing off on other people's.

This course is the briefing she used to give every new director in their first week: the one that made the difference between people who could ask a useful question and people who could only ask for a demo.

11y
Building and governing models in regulated industries.
03
Sectors: insurance pricing, clinical triage, financial crime.
02
Sides of the table: shipping models, then approving them.

What it changed

"I stopped nodding along in vendor meetings somewhere around section five. Now I ask for their evaluation set."
Priya Raman
Head of Operations, Calder Health
"We put HR on the compliance path and operations on the practitioner path. Same course, two different weeks."
Tom Ellery
L&D Director, Meridian Group
"The hardware section is the one I did not expect to need and now quote monthly."
Daniel Osei
Senior Engineer, Vestra

Pricing

Full program
$39.99one time
Core course plus all three electives. Lifetime access, including revisions.
22 core sections, 202 pages, 8h 50m
Three electives: AEO, engineering with AI, evals
Written material with video on every taught page
Exercises on your own work, with rubrics
Gated checkpoints and a 25-question final exam
Capstone 30-day plan · verifiable certificate · lifetime access
Buying for others?
Volume licenses scale down to 75% off.
Assign seats by email or SSO domain, set a learning path per team, track completion, and export certificates for your records. Self-serve up to 1,000 seats.

Questions

How is this different from an edX or Google certificate?
Breadth and finish. Those are excellent at one slice each: theory, or tooling, or a portfolio project. This is one 236-page program covering mechanics, hardware and cost, daily practice, the law, procurement and rollout, for a single payment rather than a monthly subscription you have to outrun.
Do I need to be technical?
No. No code and no maths anywhere in the core. Sections 02 and 03 go deeper into how models work and what they run on, and both are marked skippable.
What do I need to start?
Access to at least one mainstream AI assistant. Several exercises are done in-product on your own material.
How is it gated?
Every section ends in a checkpoint of three questions. The next section unlocks when you pass, so nobody finishes by scrolling.
What is the final exam?
Twenty-five questions drawn at random from the bank, weighted toward scenarios, plus submission of your three-task capstone plan. Twenty correct passes, and you can retake it.
How do you keep the legal content current?
Regulatory sections are reviewed quarterly by a named reviewer, and every page carrying a figure or a date shows "current as of" in-product.
Can we buy for a whole organization?
Yes: self-serve up to 1,000 seats with volume discounts to 75%, and a learning path assignable per team. Above that, or if you need invoicing, SSO and a DPA, talk to us.
Enroll today

Ten hours now, or another year of guessing.

One payment, lifetime access, checkpoints that mean something, and a 30-day plan you actually leave with.