AI Editions

Notes on Working with AI
One idea, eight readers.
A field guide for whoever you are — beginners, everyday users, students, small businesses, skeptics, professionals, educators, and advanced builders. Pick the one written for you.
The editions
Eight ways in.

Each one leads with who it’s for. Choose the card that sounds like you — it opens that edition as a PDF.

Edition 01
Written for
Beginners
New to all of it
The edition
Meet the Machine
Read the edition (PDF) →
Edition 02
Written for
Everyday Life
Busy & non-technical
The edition
Make the Machine Work for You
Read the edition (PDF) →
Edition 03
Written for
Students
Learning with AI
The edition
Think with the Machine
Read the edition (PDF) →
Edition 04
Written for
Small Business
Owners & solos
The edition
Build with the Machine
Read the edition (PDF) →
Edition 05
Written for
Skeptics
Not yet convinced
The edition
Doubting the Machine
Read the edition (PDF) →
Edition 06
Written for
Professionals
Deciding & deploying
The edition
Directing the Machine
Read the edition (PDF) →
Edition 07
Written for
Educators
Teaching with AI
The edition
Teaching Through the Machine
Read the edition (PDF) →
Edition 08
Written for
Practitioners
Building with AI
The edition
Inside the Machine
Read the edition (PDF) →
The project
Why write the same thing eight different ways.

Because the truth about AI doesn’t change with the reader — but what they need from it does.

Most AI guidance is written for one imagined reader — usually a technical one — and everyone else is left to translate. The result is a literacy gap that runs exactly along the lines of who already felt comfortable with technology. The premise here is the opposite: take one carefully sourced body of knowledge about how these tools actually work, and rebuild it, in full, for each audience that has to live with them.

Every edition is re-themed, not reshuffled. A beginner meets the idea defined from zero; a skeptic meets it as a claim to be tested; an executive meets it as a decision with a cost and a risk. The underlying facts are identical and identically sourced. What changes is the register, the examples, the depth, and the question each reader actually arrived with — so the right version reaches the right person without dumbing anything down or puffing anything up.

The aim is plain: make AI literacy practical, accessible, and genuinely useful — for the people most guides forget. Each edition is short enough to finish in one sitting, honest about what these tools can’t do, and cited so you can check the work rather than take it on faith.

8
editions, one for each audience
~160
pages total, ~20 per edition
15+
primary sources, hyperlinked
40
original diagrams & frameworks
Free
to read, share, and teach from
One series, one standard
Different readers. The same discipline underneath.

Whatever edition you pick up, the anatomy and the editorial standard are identical. That consistency is the point.

Inside every edition
A letter — why this edition exists, written to that reader.
Five chapters — one core idea each, with an insight-led title.
An original diagram per chapter — no clip-art, no stock metaphors.
A “put it to work” box — three concrete actions sized to that reader’s day.
A sources page — every claim linked to where it came from.
The standard it holds to
Re-themed, not reshuffled
Each edition is rewritten for its reader, not lightly edited from a master copy.
Insight-led, never topic-led
Every chapter states a finding or a payoff — not a subject heading.
Sourced and hyperlinked
Numbers trace to primary research; dated figures are flagged as snapshots.
Honest about the limits
Where the tools fail, or the evidence is thin, the text says so plainly.
Built to age well
Timeless principles first, current examples second.
One visual system, eight colors

Warm ivory and ink charcoal, a high-contrast serif paired with a humanist sans, and a signature motif of overlapping arcs — the orbits of learning — on every cover. Only the accent color shifts from edition to edition. That shift is the fingerprint.

Beginners
Everyday Life
Students
Small Business
Skeptics
Industry
Educators
Advanced
How they compare
Same spine. Different reach.

What stays constant across the series, and what each edition changes for its reader.

What’s identical · the spine
  • The underlying facts and the primary sources behind them
  • The design system — type, layout, the arc motif
  • The structure — letter, five chapters, diagrams, action boxes, sources
  • The standard — sourced, honest, insight-led, built to age
What changes · the reach
  • The reader, and the question they arrived with
  • The register — from define-everything to cut-all-hand-holding
  • The depth, examples, and which facts move to the foreground
  • The accent color that signals the edition at a glance
#
Edition
Best for
The question it answers
Register
Depth
01
Meet the Machine
Newcomers
What is this, and how do I begin without fear?
Calm, define-all
●●●
02
Make the Machine Work for You
Busy non-tech users
How do I save time on everyday tasks?
Zero-jargon, scenario
●●●
03
Think with the Machine
Students
How do I learn with it, honestly?
Direct, career-aware
●●●●
04
Build with the Machine
Owners & solos
How do I do a team’s work alone?
Scrappy, ROI-first
●●●●
05
Doubting the Machine
The unconvinced
Should I believe the claims at all?
Evidence-led
●●●●
06
Directing the Machine
Professionals
Where does it pay, where’s the risk?
ROI, risk, strategy
●●●
07
Teaching Through the Machine
Teachers
How do I protect learning?
Pedagogy-first
●●●
08
Inside the Machine
Builders
How does it work, and where does it break?
Mechanisms, eval
●●●●

Ordered by depth — the technical knowledge each edition assumes (not a measure of quality). Each row’s number and color match the editions above.

Find your place
Where you land.

The series mapped two ways: by how much you already know, and by what you came for — to understand and question, or to apply and do.

↑ Specialist
Beginners
Everyday
Skeptics
Students
Small Business
Educators
Industry
Advanced
Understand & questionApply & do →
↓ Newcomer

Positions are indicative, to help you choose — not a ranking. Several editions usefully overlap; pick the nearest, and borrow from its neighbors.

Start here if you’re…
New to all of itMeet the Machine
Just want time backMake the Machine Work for You
Not convincedDoubting the Machine
Running a business soloBuild with the Machine
Deciding for a teamDirecting the Machine
Building with itInside the Machine
Suggested reading paths
Newcomer: Meet → Make → your role’s edition
On the fence: Doubting → Make → decide from there
Team rollout: Directing for you, Make for staff
Campus: Teaching for faculty, Think for students
About the author
AO
Dr. Ayse Ozturk
Marketing professor · creator of drayseozturk.org

Dr. Ayse Ozturk is a marketing professor who teaches and writes at the intersection of AI, business, marketing, and education. She earned her Ph.D. in Marketing from Georgia State University and has industry experience with organizations including PricewaterhouseCoopers, Deloitte, and Peugeot.

She is the creator of drayseozturk.org, a free AI-literacy resource hub for educators, students, executives, and professionals. Recognized for innovative teaching that integrates AI and experiential learning, she has received a number of honors for her work in the classroom. This series reflects her commitment to making AI literacy practical, accessible, and useful.

Selected honors
• Michael J. Mungo Undergraduate Teaching Award
• Garnet Apple Award for Teaching Innovation
• Alfred G. Smith Award for Teaching Excellence
• Provost’s AI Teaching Fellow
Dr. Ozturk Editions
Eight short, rigorous, jargon-aware field guides to working with AI — one body of knowledge, rebuilt for each reader, sourced so you can check the work. Free to read, share, and teach from.
Read more
drayseozturk.org — a free AI-literacy hub for educators, students, executives, and professionals.
Download
Every edition is available as a PDF in the cards above — free to read and share.
Suggested citation
Ozturk, A. (2026). Dr. Ozturk Editions: Notes on Working with AI. drayseozturk.org
© 2026 Dr. Ayse Ozturk · First release, June 2026 · Free to read, share, and teach from.