Marketer's Guide to Advanced Prompt Engineering - AI Fundamentals Course Part 1
Create more useful AI marketing drafts by treating the prompt as a brief: define the role, result, context, intent, and constraints before you ask for output.
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The Prompt Is the Brief
Asking AI to “write a marketing strategy” is a lot like giving the same request to a new marketing manager and walking away. You may get an answer, but it will probably be broad, familiar, and disconnected from the actual goal. Better prompting is the discipline of giving the system the brief it needs to make a useful first pass.
That does not require secret language or magic phrases. It requires the same clarity good collaborators need: who should this sound like, what should it produce, what information should it use, why does the work matter, and what boundaries must it follow?
Build the Prompt in Five Parts
A practical super prompt has five pieces: role, result, context, intent, and constraints. Each solves a different problem.
**Role** sets a perspective. It might ask for a sales coach, a product marketer, or an analyst. A role does not give AI genuine experience, so it should never be used to manufacture credentials or personal stories. It does, however, influence the language, priorities, and framework it reaches for.
**Result** defines the deliverable. “Create a LinkedIn post” is a start. “Find one strong idea in this interview and turn it into an actionable LinkedIn post” tells the model what to select and what to make.
**Context** gives it something true to work from. A transcript, customer research, internal data, or a well-developed point of view moves the output beyond plain-vanilla content. For content marketing, AI is most reliable as a repurposing machine that reshapes source material while preserving the knowledge inside it.
Tell It Why the Work Exists
Intent is the outcome behind the deliverable. A post may need to bring readers to an episode, help a buyer understand a product, or earn a reply from a specific audience. Without that purpose, a model can write an on-topic draft that fails at the actual job.
State the reader action you want and why. This gives the model a reason to prioritize a call to action, include an explanatory example, or frame the idea for the audience that needs it. It also makes the draft easier to judge: does it move toward the stated outcome?
Use Constraints to Protect the Final Form
Constraints narrow the choices that create unwanted results. Specify the voice, length, structure, prohibited elements, and formatting rules. For a social post, that could mean short sentences, clean line breaks, no emojis or hashtags, and an attention-grabbing opening. For an email, it may mean an approved offer, a specific CTA, and a maximum word count.
Constraints are not a substitute for review. They make the first draft closer to usable, then you can refine it. If the result is too long, lacks evidence, or misses the desired voice, adjust the brief and rerun the task. Prompt engineering is iterative because the work is partly about discovering which instructions reliably create the standard you want.
Start with one real task. Add the five pieces in plain language. Supply original source material, define the end state, and test a few variations. That process will teach you more about useful AI work than collecting a folder full of clever prompts.
In this episode of the AI-Driven Marketer, Dan Sanchez dives into the vital fundamentals of AI in marketing, focusing squarely on the art of prompt engineering to elevate your AI interactions. He breaks down 'super prompts'—a method to elicit more precise and useful outputs from AI tools, essential for any marketer looking to leverage AI effectively. Whether it's enhancing personalizations in email campaigns or setting up robust automations, mastering these basics is crucial. Tune in to discover how to formulate super prompts that will transform your AI from a basic assistant into a powerhouse tool. This is your starting line for better AI execution, so don't miss out!
Resources Mentioned:
- Element451 AI Cheat Sheet: https://element451.com/blog/chatgpt-cheatsheet
Timestamps:
00:00 Repetition of fundamentals leads to higher skills.
05:40 Large language models use complex word relationships.
08:31 Utilize AI to enhance social media content.
11:02 Key strategies for achieving outstanding results outlined.
13:42 Providing specific content for LinkedIn blog post.
19:29 Instructions: Write in short, attention-grabbing style.
21:32 Experiment with prompts, learn from failures, improve.
[Music]
welcome back to the AI driven marketer
I'm Dan Sanchez friends Kami danz and I
am still on this journey to master AI in
2024 if you remember from the first
episode my goal was to really learn how
to even put together breadcrumbs towards
Mastery and now that I am over a quarter
four months into this journey I have
actually learned a lot about what I'm
now calling the AI fundamental that all
marketers should learn if they're
getting into artificial intelligence or
how to use artificial intelligence to do
better marketing so with this episode I
wanted to do a I guess for the podcast
it's a five-part series uh for everybody
else who's not listening to this via
podcast or YouTube this is video one of
a course that I'm putting on uh around
the AI fundamentals that everybody's got
to go through before you can even get to
the advanced stuff that you'd want to do
for marketing and setting up automations
and making
uh new personalizations and your email
campaigns or any of that kind of stuff
that's really fun you have to have the
fundamentals and I wanted to start with
video one here around how to prompt
better yes oh my gosh it sounds so
boring and this would have sounded
boring to me but I promise this is the
foundational skill if you don't Master
this one skill you can't move on it's
like it's the learning how to dribble
with the soccer ball before you can
really learn how to play soccer well
right it's those things like learning
how to dribble a basketball like right
pro basketball players practice the
fundamentals over and over and over
again for hours every morning even when
they're become Pros because we know that
drilling the fundamentals is what sets
up for the higher level game and the
higher you go the more your fundamentals
need to be solid so I wanted to start
with this because it's like the thing
that I keep coming back to over and over
the more advanced that I get the more
I'm like man I need to go back to the
fundamentals again and learn something
that I haven't understood before because
this is where this is where it all
starts this is why we call it prompt
engineering and not just prompting but I
wanted to come back to lesson one we're
going to spend a few lessons on
prompting you'll see how it starts to
stack up in few farther lessons if you
skip this lesson lesson two in this
little five-part course is going to be
even harder because it relies on the
lessons from part one so let's talk
about this uh when it comes to prompting
most people go to something like chat
GPT and ask get a very simple command
and expect greatness back and while AI
is extremely intelligent even with what
we have uh at the date of this recording
which is chat GPT 4 for Turbo or
whatever it's still limited you still
have to help it along just like you
would have to help a human along you
can't just go to a marketing manager and
be like hey write me a marketing
strategy they'll be like okay and
they'll probably give you a plain
vanilla marketing strategy AI would do
the same thing it'll give you a plain
vanilla marketing strategy it's kind of
like okay it's kind of looks like
something I copied and pasted off the
net learning how to prompt better is
learning how to give more specific
instructions so that AI can give you a
more specific result okay because what I
like to call AI is my genius intern it
is really good at figuring out all kinds
of things but it's like an intern you
got to you got to handhold it through
the process and so what I want to do is
help you understand what that process
looks like or kind of give you a
framework on how to do what we call in
the AI Community a super prompt right
how not to just ask it a simple thing
but how to give it a very beefy set of
instructions so you can get a very beefy
result out of it right and I want to
walk you through it step by step where I
level it up very simply from a lame
prompt all the way up to a super prompt
right and there's a framework that I've
been using ever since I got exposed to
this IDE super prompts for almost a year
now I actually discovered let's jump to
this slide and if you're only listening
to this I'll spell it out for you um
this is a screenshot of a chat GPT cheat
sheet published by element 451 when I
was working there as a marketing
director um you I'm going to Source it
here it's just at element
451c blog chat GPT cheat sheet you can
find this full cheat sheet this is
literally a screenshot of just the
bottom section of this cheat sheet it's
a great cheat sheet this was the most
valuable part of it and it shows you how
to deconstruct a a super prompt and I
use this all the time um as as a good
cheat sheet for me even crafting custom
gpts and better prompts so I come back
to this all the time it's a really
helpful tool and it breaks down a super
prompt into five different sections of
rooll result context intent and
constraint you can see it gives some
examples of how a super prompt might be
crafted to craft a tweet see a role it
gives an example of role act as a social
media expert result create a tw Twitter
read with no more than five tweets
context the post informs followers about
the new University Research on global
warming intent the goal is to increase
attendance on the upcoming lecture
constraint keep each tweet 280
characters and use relevant emojis and
hashtags right so I'm going to show you
what this looks like and and a piece
that I've done recently where I started
with the super prompt actually reverse
engineered it down to its most minimal
normal prompt that most people use and
show and progress it back up to show you
like the difference it makes to break a
prompt down into these five sections so
but first let me talk a little bit about
why we need to Define all this stuff um
I'm going to use this little image to
illustrate it if you can't see it it's
just a I don't know I think this is a
stock photo and it's just a cluster of
nodes and they all look it looks
complicated like the integrated but at
the end of the day these large language
models are essentially clusters almost
like these like super sophisticated mind
maps of relationships between words and
the probability that they belong
together so it can more accurately
predict which words it needs to give you
based on your prompt it's more of an art
than it is I mean it's a science but
prompting and prompt engineering is more
of an art it's not like coding where
you're saying hey insert variable here
and then deal with it in this way it's
more loose than that and I'm going to
kind of explain that as we go through
because we're trying to navigate this
Loosey Goosey Maze of associations that
these AIS have learned in order to get
the better results out of it which is
why we engineer our prompts to be able
to try to get it to be more consistent
that's why we engineer it so let's dive
into an example
of a chat that I did and I'm just in uh
open AI chat GPT I highly recommend
paying for the chat gbt plus if you
haven't already this is where I spend
most of my time and all the AI stuff and
eventually while you can get away doing
what I'm doing right now with the free
version of chat GPT if you want to get
to the videos four and five you're going
to have to pay for the plus I'm sorry
I'm making this course free but you're
going to have to at least pay for one
month in order to experiment with
building some custom gpts it's one of
the best things on the market right now
to really learn and hone your AI skills
and paying for chat GPT plus is one of
the best I'm not sponsored by them I
don't get any Kickback I'm just saying
this is the best AI tool to pay for if
you're only paying for one it's this one
so let's break down my really simple
prompt kind of and I'll be going back
and forth between this and and the image
that I had out because remember super
prompts have five things roll result
context intent and constraint now in
this in a very basic prompt the one
thing that everybody kind of does is
what we start with in the super prompt
is the result what do we want right
because if you didn't give it anything
and you just kind of said hi it would it
would just say hi back because it
doesn't know what you want so most
people are pretty good at understanding
like you have to ask for something so
that's what I've started with hey right
me a LinkedIn post about sales we all
know this post is probably going to be
garbage but AI will always try to
fulfill the thing so it's going to try
here and it wrote me a LinkedIn post
about sales and it's got rocket ships on
it unlocking sales success the power of
adaptability and learning and it goes
and outlines continuous learning
customer Centric selling and leveraging
Technology lots of it asks a question at
the bottom and has a bunch of hashtags
and it's it's just kind of a plain
vanilla post not a very good one it
looks like a chat G PT generated post
right if you've ever seen these if you
ever seen AI come up with social content
it's like yeah this and it honestly
looks more like a small blog post than
it does a social post but so let's go
into how do we get away from writing
lame prompts like this one how to level
it up into a super prompt so that we can
get something so much more specific and
helpful and actually useful as a
marketer right and I'm using this one as
the illustration though this plays
across anything you would ever want to
ask GPT so you have have to think about
how does this apply to what you want to
get out of AI how can you level it up
into a super prompt maybe you start
small like this one and you continue to
add onto it like I did in this
illustration but just know it can do
more than write social media posts this
is just an easy example in a place we've
all probably have used AI before if
we've played with it we're going to show
you how to get the most out of it to at
least do this one action but it applies
to everything everything so let's dive
in what can I do to go next well if we
look back at our graphic what the next
one in line is the role
you'd be surprised that defining the
role actually can change the post quite
a bit let's jump into the first role I
assign to it you are a famous LinkedIn
Creator and sales expert write a
LinkedIn post about sales okay so I
stuck with the same result that I wanted
write a LinkedIn post about sales but I
gave it a roll and if you look at this
it says unlocking this here's the result
that it generated for me unlocking the
secrets to sales success a blend of Art
and Science okay so it gave me a kind of
the similar format it's almost more of a
blog post than it is a social post it's
got the hashtags it finishes with the
question um it's hard for me to judge if
the content's actually better it seems
like it's a little bit better but this
role didn't really produce that much of
a difference in my opinion as a result
as it did from the first one right maybe
it's a little bit better but not that
much better but hold on before we throw
away this roll thing let's change the
roll again and see if that changes our
result I tried another one you are a VP
of sales at a Fortune 500 company with
the passion for mentoring sales
directors same result write a post about
LinkedIn write a LinkedIn post about
sales let's see what it did now you the
intro of this one is much different it
gave it a title with wrapped with rocket
ship emojis elevating sales a strategic
approach for a sustainable growth as VP
of sales at a Fortune 500 company I've
had the privilege of navigating the
highs and lows of the sales World
learning that success in sales is as
much about strategy as it is about
execution here are three core strategies
that have consistently driven our teams
to achieve outstanding results now this
post is still not great because it's
just making up stuff right but can you
see the difference that it's changing
here even even its outro is changing As
Leaders our role is not just it's
writing as the role of a VP of sales at
a fortune 5 with the passion for
mentoring sales and that's reflected in
this post so think about the role you
want to have these things coming as are
you having it right as you maybe you
need to describe your role are you
having it right as a guest are you
wanting it to behave in a certain way do
you want it to behave as an expert as a
lay person uh what do you want it to do
right who do you want it to behave as
that's why defining the role is
important because you see even in this
generic write a post as about LinkedIn
post about sales it's a generic result
you could see how the role has changed
this spe very specific role has changed
the post so it's good to define the role
let's move on to the next one in our
super prompt uh pieces here I think I'm
going to move on to beefing up the
result a little bit no I'm going to try
a different role real quick I forgot I
said one more you are a CMO of a series
B startup and you can see this role also
impacted it even though it's kind of a
weird role to be writing about sales a
CMO of a series B Tech startup it
actually does reflect here too so let's
go on to the next one this one I changed
the context so that was the next one in
the super prompt formula here is we have
the role we have the result which is WR
the post here I'm giving it more context
a way more context to make this post way
better context is literally like if you
if you could just give it one thing give
it context um and it will write way
better for you so here I gave it a ton
of context you'll see how first let's go
back to I get I changed the RO very
specifically to a very to a specific
person you are an expert sales coach and
former VP of sales Matt brownley now
this Matt brownley is someone that I had
the privilege of producing an episode
for on the podcast close mode which I am
the producer for that show and Brian
deepmire was the host Bri Matt brownley
was the guest and now I'm giving it cont
so that's the role the role I'm giving
it is Matt brownley who is in real life
an expert sales coach and former VP of
sales the uh context based on the
transcript from the
episode result so more specific result
to find one solid idea in the episode
and turn it and and turn that idea into
an actionable post for LinkedIn that's a
much beefier and then I'm loading the
whole transcript from the episode right
in the prompt itself so that is such
that is a much more
specific request I'm giving it all the
content to pull from and I'm giving it
almost two steps here right based on the
SK find one solid idea step one in
and then turn it that idea into an
actionable post for LinkedIn step two so
I'm actually giving it steps in here and
let's see what it created let me scroll
down to the bottom of our page here and
it even gives us some feedback based on
the rich insights shared by Matt
brownley in the transcript an excellent
idea to transform it to an actionable
LinkedIn blog post so here's the blog
post post title mastering sales with the
discipline of an athlete because that's
what his post about it was like
correlating focus and discipline from
his triathlete um and Marathon running
times into sales so and you can
see let me let me read a little bit more
whether you're towing the starting line
at the Boston Marathon or preparing for
a critical sales meeting the same
principle appli uh same principles as a
discipline and focus apply prep and then
the he outlines four four parts
preparation is key coaching makes a
difference team drives performance
results defined success and of course
each one one of those has a sentence or
two expanding on it um and then he the
post kind of wraps it up again it's
still kind of long it's still kind of
like a mini blog post more than a a
LinkedIn post but dang this content is
now original because I fed it a whole
freaking transcript with the original
content it's no longer plain vanilla
content it's based on what Matt brownley
has actually said so if you ever want to
make social content for uh if you ever
want to make social content using AI it
always always works best if you feed it
something to start with if you feed it a
blog post or maybe you feed it at least
a tweet to in your LinkedIn post it's
got something to go off of and it has
original content you want to think of AI
for Content marketing more of like a
repurposing machine more than a Content
creation machine um and it will do much
better but I also honed in uh the
context and the result as well I didn't
just say hey based on the transcript
write a LinkedIn post I said hey first
find one one solid
idea in the episode and then turn that
idea into one actionable post for
LinkedIn because that's what I would do
as the producer normally is to find one
good nugget this one still didn't follow
through on the directions because AI
sometimes has a hard time doing multiple
steps in one go but sometimes it does in
this result I am pretty happy and it's
made a huge step forward from our last
post where I was just giving it a more
specific role so now I've layered on a
highly specific role a highly Specific
Instructions and tons of tons more
context but we can go f farther let's go
farther come on let's see next we have
intent so what happens if we add intent
to the post let's see in this one I did
the same thing with the TR it's got the
transcript you are the expert sales
coach and former vpa sales Matt brownley
and then the same instructions but this
time I changed and added one more
sentence I said finish with the line and
I put in quotes you can find my full
episode at mode. media because the goal
is to entice oh I left that quote open I
wonder why it screwed it up at the
beginning because the goal is to entice
readers to listen to the episode right I
gave it the intent what what are we
creating this for just like when you
delegate to humans you need to give them
the end State what is this supposed to
actually accomplish it usually leads to
better results and that's true for AI so
let's see what AI did it's see it wrote
the post and the post honestly this is
now totally a blog post more than a
LinkedIn post so this is where the
engineering comes in you have to like
tweak it and tweak it in order to get
better but you can see at the end here
you can find my full interview at Clos
mode. media and it's hyperlink where we
delve deeper into these insights and
discuss how to apply them to achieve
sales Excellence join the conversation
let's evaluate our sales game together
hey do you think this post is now if if
it wasn't a total blog post up here but
if we ended with this you think they
would be more likely to accomplish
accomplish the result of getting more
people to listen for the full episode
of course because there was nowhere even
in the previous post that was mentioning
the episode it had no idea that the
reason why I wanted to write a LinkedIn
post was to get more people to listen to
the episode now that I've given it a
very specific like hey include this at
the end here's why it's actually
included exactly what I wanted to at the
end and given a a persuasive little
sentence to have them go join us by
listening to the episode so that's why
we add the intent now this is the fun
part this is where you can really start
honing the sucker in and you'll see when
we show the results of this next one
what happens when you start to add in
constraints right because even this last
one it kind of H it's so long and it's
it's still better than the other ones
because it's based on original content
it's based on the podcast transcript and
it's still coming from Matt Brown ley's
perspective so that's good but it could
be so so much better let's layer in some
constraints and see what happens so
again I have that same post going on up
here and now I still have the transcript
at the bottom but let's layer in this
one more thing I put in other
instructions colon and then I just gave
it a bulleted list of things that the AI
should know before writing this post so
I gave it the instructions right in the
first person from the perspective of the
guest it was already doing that pretty
well but just in case I included that
because it'll often because it changes
sometimes write in short choppy
sentences with harsh line breaks and I
put the word harsh because that's kind
of what linked people do they write in
that style where they have like one-word
sentences on a whole line or just a very
short sentence the next one is do not
use hashtags or emojis it did it in the
last one but it often still does I don't
know why but chat GPT thinks that emojis
and hashtags have to be in every
LinkedIn post often and then last
instruction do not include a title but
do start with a short attention grabbing
first line right so I've layered in
these are instructions but they're
actually constraints for the post to
kind of narrow down the scope of what we
want you can see how this post is a very
long prompt of course the transcripts
really long but just look at the almost
two paragraphs of information we've
given AI now to go off of because again
the more specific you can be in your
request AI the more specific the result
which is why super prompts are so
important let's look at the results here
it is your network is your net worth in
sales like marathons the right
preparation and the right team can make
all the difference line break imagine
starting a race already knowing the
track the pitfalls and having trained
exactly for those conditions and sales
that this translates to understanding
your clients needs deeply and crafting
Solutions tailored just for them now
pair this preparation with the strong
team and he goes on you can see if you
just take a quick look at the video if
you're an apple podcast or on YouTube
this is has all the line breaks onto it
it looks much much closer to something
you would find on LinkedIn and it
finished you can find my full interview
at Clos mod media do uh Clos mode. media
right at the end of the post so this is
actually starting to look something like
I would actually post to LinkedIn why
because a super prompt made it more
specific so take this lesson about super
prompts about defining the role the
result the context the intention the
constraint and go and practice it layer
it in change what type of role you're
speaking for and just play with it when
people say play with it this is how you
play with it you experiment I guess more
than play is experiment to see what
different roles produce and then change
the result a few different ways and open
up new chat GPT Windows to see if you
can hone it down further uh play with
the context play with the intent see if
you can narrow down the restraints and
get it to act in a certain way it's
about experimenting your way to success
but expect a lot of failures on your way
there because once you can get better
and better and better at crafting these
prompts it's going to level you up not
just in your ability to get something
quick out of gpts but to make even much
larger projects which we're going to
cover in the next video how to level up
even what we're doing in super promps
with what I call the step method in
order to get even more consistency out
of AI so stay tuned for that course
video coming next
[Music]
