11 Tips to Take Your ChatGPT Prompts to the Next Level
Sure, anyone can use OpenAI’s chatbot. But with smart engineering, you can get way more interesting results.
Specify the audience to change the way that ChatGPT responds.
ChatGPT via David Nield
Produce Prompts for Other AI Engines
ChatGPT
is a very capable prompt engineer itself. If you ask it to come up with
creative and effective inputs for artificial intelligence engines such as Dall-E
and Midjourney, you'll get text you can then input into other AI tools
you're playing around with. You're even able to ask for tips with
prompts for ChatGPT itself.
When
it comes to generating prompts, the more detailed and specific you are
about what you're looking for the better: You can get the chatbot to
extend and add more detail to your sentences, you can get it to
role-play as a prompt generator for a specific AI tool, and you can tell
it to refine its answers as you add more and more information.
Get Your Outputs in the Form of ASCII Art
While ChatGPT is based around text, you can get it to produce pictures of a sort by asking for ASCII art. That's the art made up of characters and symbols rather than colors. It won't win you any prizes, but it's pretty fun to play around with.
The
usual ChatGPT rules apply, in that the more specific you are the
better, and you can get the bot to add new elements and take elements
away as you go. Remember the limitations of the ASCII art format
though—this isn't a full-blown image editor.
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Copy and Paste Text From Other Sources
You
don't have to do all the typing yourself when it comes to ChatGPT. Copy
and paste is your friend, and there's no problem with pasting in text
from other sources. While the input limit tops out at around 4,000
words, you can easily split the text you're sending the bot into several
sections and get it to remember what you've previously said.
Perhaps
one of the best ways of using this approach is to get ChatGPT to
simplify text that you don't understand—the explanation of a difficult
scientific concept, for instance. You can also get it to translate text
into different languages, write it in a more engaging or fluid style,
and so on.
Pull in text from elsewhere on the web to use with ChatGPT.
ChatGPT via David Nield
Provide Examples to Work With
Another
way to improve the responses you get from ChatGPT is to give it some
data to work with before you ask your question. For instance, you could
give it a list of book summaries together with their genre, then ask it
to apply the correct genre label to a new summary. Another option would
be to tell ChatGPT about activities you enjoy and then get a new
suggestion.
There's no magic combination of words
you have to use here. Just use natural language as always, and ChatGPT
will understand what you're getting at. Specify that you're providing
examples at the start of your prompt, then tell the bot that you want a
response with those examples in mind.
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Act Out a Role-Play
In
the same way that ChatGPT can mimic the style of certain authors that
it knows about, it can also play a role: a frustrated salesman, an
excitable teenager (you'll most likely get a lot of emojis and
abbreviations back), or the iconic Western star John Wayne.
The
types of roles you can play around with are almost endless. These
prompts might not score highly in terms of practical applications, but
they're definitely a useful insight into the potential of these AI
chatbots.
ChatGPT can answer in any style you like, if you ask.
ChatGPT via David Nield
Get Answers That Are More Than the Sum of Their Parts
Your
answers can be seriously improved if you give ChatGPT some ingredients
to work with before asking for a response. They could be literal
ingredients—suggest a dish from what's left in the fridge—or they could
be anything else.
So don't just ask for a murder
mystery scenario. Also list out the characters who are going to appear.
Don't just ask for ideas of where to go in a city; specify the city
you're going to, the types of places you want to see, and the people
you'll have with you.
Hear Both Sides of a Debate
You've
no doubt noticed how binary arguments have tended to get online in
recent years, so get the help of ChatGPT to add some gray in between the
black and white. It's able to argue both sides of an argument if you
ask it to, including both pros and cons.
From
politics and philosophy to sports and the arts, ChatGPT is able to sit
on the fence quite impressively—not in a vague way, but in a way that
can help you understand issues from multiple perspectives
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In
recent years, the ecommerce industry has experienced remarkable growth
and is projected to continue expanding at an impressive rate. Worldwide
retail ecommerce sales reached around 5.2 trillion U.S. dollars in 2021.
It is expected that this number will increase by 56 percent in the
upcoming years, reaching approximately 8.1 trillion dollars by 2026.
With
all the buzz surrounding ecommerce, merchants, both offline and online,
are being encouraged to enhance their online presence to provide better
customer service and meet their ever-changing expectations. Nowadays,
ecommerce places much greater emphasis on the shopping experience
offered in the store compared to the past, when setting up a bare-bones
online store was sufficient.
Advantages of using Shopify to build your online store
If
your primary objective is to launch an online store quickly for a small
or medium-sized business, then Shopify, a fully hosted solution, is
definitely a platform to consider.
Stacked with
over 100 Shopify theme development templates in its Theme Store, this
platform offers you free and paid designs curated by professionals from
various industries. The best part, you can customize these templates to
fit your branding needs with ease and finesse.
Shopify,
as a tool, is extendable and feature-rich, with a vast App Store that
provides over 1400 different apps to personalize your store's
functionality.
One of the most appealing
features Shopify has in store is 24/7 support. Whether you're setting up
an online store for the first time or require help with anything
technical, Shopify lends phone support, live chat, and email support.
Shopify
is a SaaS (software as a service) platform, meaning it is hosted, and
you don't have to worry about tasks such as hosting or maintenance.
Shopify
is an excellent time-saving option, especially if you're not
tech-savvy, allowing you to concentrate on other critical aspects of
your business.
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Dive into the realm of Shopify ecommerce trends
Fun Fact:
With over 500,000 online stores currently using the popular ecommerce
platform, Shopify is responsible for managing a staggering gross
merchandise volume of more than $40 billion.
The company's remarkable revenue growth since 2013, with almost a
doubling of annual revenues each year, is a clear indication of how
rapidly Shopify is expanding.
Looking for more food for thought? Here’s a message from the mastermind behind Shopify.
“When
you build technology it’s not just a matter of “what.” In most cases,
the success ends up determined by “how” you build it—which foundations
you used, how simple and scalable it is.” – Tobias Lütke, founder and CEO of Shopify
On
this note, retailers need to adapt and adopt the latest Shopify
ecommerce trends to stay ahead of their competition in such a dynamic
industry. We have put together the top Shopify trends influencing the
Shopify arena. Here’s a detailed overview of 10 Shopify development
trends anticipated for 2023:
1. Voice search shopping is on the rise
Who needs to type when voice commands are living up to the hype? Believe it or not but 71%
of consumers prefer using voice commands instead of typing when
conducting searches. With the convenience of saying "Hey Google" or "Hey
Siri" and getting results, there's no need to manually type out
queries. The voice-assistant-search market is expected to reach $4 billion in 2022 and grow to around $7.30 billion by 2025, driven by technological advancements and human inclination towards convenience.
During
the pandemic, the use of voice searches increased due to two key
factors. Firstly, to prevent multiple individuals from touching the same
gadget and spreading disease, the most popular voice commands were for
music or the news. Secondly, as people were stuck at home and bored,
they turned to voice searches. With voice search now available in
ecommerce stores, it's safe to assume that it's the next big thing. The
earlier you seize this opportunity, the better it is for your business.
Smooth searches significantly enhance the customer experience, leading
to higher conversions.
To provide your customers with a hassle-free purchasing experience, Shopify offers Phebi,
a voice-enabled search tool. Phebi is an excellent way to boost sales
and conversions using voice search, and it is available on all modern
desktop browsers, iOS, and Android. Phebi scans your website, creates a
personalized audio and text database, and integrates it with the Shopify
inventory system. Check out Phebi's business-related capabilities here.
2. AR and VR are the new normal
Ecommerce
goes above and beyond accommodating stores that sell only clothing or
electronics. From vases to furniture and beds, a wide and diverse
assortment of products can be sold online.
To provide their customers with a near-real product experience, many companies are utilizing augmented reality features. Up to 40%
of customers are willing to pay a higher price for a product if they
can utilize AR to experience it. This could be attributed to the fact
that AR provides eCommerce customers with a heightened sense of
assurance.
IKEA is an
excellent example of a company using this strategy in its online stores.
With the help of the brand's augmented reality app, IKEA PLACE,
customers can see how a furniture item would look in a particular room.
When a user takes a picture of the area where they want to place the
furniture, the app measures the space and recommends the furniture that
fits and looks best in that area.
The
app uses Apple's augmented reality technology and is currently only
available through the Apple store. Although many people may download the
app just to try it out, IKEA was still able to attract many users who
looked at their products. As a result, they are likely to think of IKEA
when looking for furnishings.
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3. AI and ML are a real force
The
ecommerce industry has consistently been a game-changer, first
revolutionizing the brick-and-mortar industry and compelling physical
retailers to reimagine their operations. Subsequently, eCommerce brands
have continued to innovate by capitalizing on technological advancements
such as eWallets and mobile apps, all aimed at providing exceptional
customer experiences.
Recent predictions claim that by 2025, a staggering 95%
of all customer interactions will be handled by AI technologies, which
is set to revolutionize the industry once more. Additionally, it is
predicted that AI-powered revenues in eCommerce will soar to $36.8 billion globally by 2025.
Here’s an interesting example:
Ski enthusiasts often purchase their gear from Black Diamond Equipment, an online ecommerce retailer. This website uses artificial intelligence to give individual recommendations to every customer.
The
AI system predicts what customers may want to purchase based on their
browsing history, previous orders, and even the weather. Instead of
waiting until checkout, the system actively makes suggestions. As a
result, more customers are making purchases and fewer are abandoning
their shopping carts.
4. Chatbots and virtual customer service are the future
Chatbots,
like voice search, are gaining widespread attention and are one of the
more popular Shopify trends. They provide fast and dependable customer
service by providing 24/7 support and minimizing human errors.
Using
Natural Language Processing (NLP) and artificial intelligence, Chatbots
can comprehend what humans require and guide them to their desired
results with minimal effort. Additionally, this software utilizes
previous conversation data to recognize common questions and Machine
Learning (ML) to improve at answering those questions in the future.
North Face,
the outdoor retailer, employs IBM's AI supercomputer Watson to offer a
tailored online shopping experience for its customers. By answering a
series of questions, customers can refine their product options.
For
example, if a customer indicates that they enjoy winter hiking, the
program will inquire about their location and preferences to suggest an
appropriate jacket that will keep them warm and suit their preferred
activities. With this system in place, customers can easily find the
perfect product without having to sift through hundreds of options.
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5. Micro-influencer marketing is must-do
Micro-influencer
marketing has emerged as a popular trend among Shopify merchants
looking to drive sales and increase brand awareness. Unlike traditional
influencer marketing, which typically involves partnering with
high-profile celebrities or social media stars, micro-influencer
marketing involves collaborating with individuals who have a smaller,
but highly engaged following on social media. These influencers are
often seen as more authentic and relatable, making their endorsements
more impactful.
Shopify store owners are leveraging
micro-influencer marketing by identifying influencers who align with
their brand and target audience and partnering with them to create
content and promote products. With the rise of social media and the
increasing importance of word-of-mouth recommendations, micro-influencer
marketing has become a cost-effective and powerful strategy for driving
sales and building brand loyalty.
One example of an ecommerce brand that has successfully implemented micro-influencer marketing is MVMT Watches.
MVMT, a popular watch brand, partners with micro-influencers to promote
its products on social media. These micro-influencers are often
everyday people who have built a following on social media platforms
such as Instagram and YouTube by sharing their interests and passions.
By
collaborating with these micro-influencers, MVMT is able to reach a
highly engaged audience of potential customers who are interested in
fashion and lifestyle content.
6. Subscription-based models look promising
Shopify
has recognized the importance of subscription-based businesses and
offers built-in subscription management tools for creating and managing
subscriptions, automating payments, and tracking customer data.
Third-party subscription management apps are also available for advanced
features such as subscription box management, upselling, cross-selling,
and analytics. Shopify is expected to continue investing in
subscription-based businesses to provide more tools and resources for
store owners, helping them increase customer loyalty and generate
recurring revenue.
Dollar Shave Club
is a subscription-based service that delivers high-quality razor blades
and grooming products directly to customers' doors on a regular basis.
Customers sign up for a subscription plan based on their shaving needs
and preferences, and then receive a new set of blades and other products
every month or every other month, depending on the plan.
In
addition to razors and blades, Dollar Shave Club also offers a variety
of other grooming products such as shaving cream, hair styling products,
and skincare items. The company's subscription model allows customers
to receive high-quality grooming products on a regular basis without
having to go to the store, while also creating a reliable source of
recurring revenue for the business.
7. It’s all about sustainability and social responsibility
Consumers
are increasingly seeking sustainable and ethical products, which is
creating an opportunity for e-commerce businesses to differentiate
themselves. Shopify is supporting store owners in promoting their
environmentally friendly and ethically made products by offering a
sustainability fund, a "sustainability tab" for product pages, and a
"sustainability toolkit" with resources for businesses to reduce their
environmental impact. These initiatives help businesses attract and
retain customers who value sustainability and social responsibility and
contribute to a more sustainable future.
Here’s an intriguing example:
Patagonia
is an environmentally conscious and socially responsible e-commerce
brand. They use recycled and sustainable materials, reduce water usage
in manufacturing and ensure fair treatment and safe working conditions
for workers.
Patagonia
promotes environmental and social causes through initiatives such as
their "Worn Wear" program, 1% donation to environmental causes, and
advocacy campaigns. These commitments have helped build trust with
customers who value sustainable and socially responsible products.
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8. Keeping it interactive and engaging matters
Interactive
product pages, using elements such as 360-degree product views and
videos, are expected to be more popular in 2023. To support this trend,
Shopify will provide additional tools and resources for store owners to
create engaging and interactive product pages. This may include apps,
plugins, augmented reality (AR), and virtual reality (VR) features.
Shopify's customizable platform will allow for unique features and
functions to be added to product pages, enabling businesses to
differentiate themselves while improving the online shopping experience
for customers.
Warby Parker,
a company that sells prescription glasses, sunglasses, and contact
lenses online, features an interactive "Virtual Try-On" tool, which
allows customers to see how various frames will look on their faces
using a computer or mobile device's camera.
The
product pages also include 360-degree views of each frame, detailed
product descriptions, and customer reviews, providing an engaging online
shopping experience.
9. Being mobile-friendly will go a long way
As
the use of mobile devices for online shopping continues to grow, having
a mobile-friendly ecommerce store is becoming increasingly crucial.
Mobile-first design refers to the practice of designing and optimizing
websites for mobile devices, rather than simply adapting desktop designs
to fit smaller screens. This approach can help to ensure that the user
experience is optimal for mobile users and can lead to increased
engagement and conversions.
Glossier is a D2C brand with a responsive mobile design, featuring a clean and simple layout optimized for touch navigation.
The
mobile-friendly product pages have large images and easy-to-read
information, and the simplified checkout process and mobile app make
shopping easier. The brand's responsive design offers a seamless and
enjoyable shopping experience, leading to increased sales and customer
loyalty.
10. The demand for personalized experiences is only increasing
In
today's fast-paced and highly competitive ecommerce environment,
personalization has become a crucial factor in providing an exceptional
customer experience. Personalization allows ecommerce businesses to
tailor their offerings to each individual customer, providing them with a
more relevant and engaging shopping experience that increases the
chances of conversion and fosters brand loyalty.
Stitch Fix
is an ecommerce D2C brand that uses data science and human expertise to
provide personalized fashion recommendations. Customers complete a
style quiz, which Stitch Fix's algorithm uses to assign a personal
stylist and curate a customized selection of clothing and accessories.
The
company also offers personalized promotions and discounts based on
customer feedback and purchase history to encourage continued shopping.
This personalized approach increases customer satisfaction, loyalty, and
sales, allowing the company to grow its customer base and expand into
new markets
Shopify ecommerce trends in a nutshell
As
ecommerce continues to evolve and become more competitive, staying
current with the latest Shopify development trends is essential for
store owners who want to remain relevant and successful in the industry.
By incorporating the latest Shopify trends into their stores, ecommerce
businesses can gain a competitive edge and provide a better shopping
experience for their customers. For example, by optimizing their store
for mobile devices and providing a responsive design, businesses can
attract and retain more mobile users, who now make up a significant
percentage of online shoppers. By leveraging personalization tools and
resources, store owners can provide more targeted and customized
shopping experiences, leading to increased customer satisfaction and
loyalty. With Shopify being one of the most popular ecommerce platforms,
it's particularly important for store owners to stay informed about the
latest developments and updates.
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ChatGPT generates responses using a technique called autoregression,
which involves predicting the most likely next word in a sequence based
on the previous words. But, if you try ChatGPT, you will soon realize
that the quality of a given answer also depends on the quality of the question.
The secret for getting back the best possible answer is to understand how ChatGPT will generate it, and formulate the question accordingly.
In this article, we will discuss a few tricks to write good ChatGPT prompts so that you can maximize its outcome for your desired task.
⚠️ Terminology Recap: The technical name for a question is prompt, and putting some thoughts on the question we ask to maximize ChatGPT’s outcome is known as prompt engineering.
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Model Capabilities Depend on the Context
When starting with ChatGPT, one common mistake is to believe that its capabilities are fixed across all contexts.
For
example, if ChatGPT is capable of successfully answer a concrete
question or do a certain task, we may think it might be capable of
answering also a question in any domain, or to solve other types of
tasks.
But that is not true :(
📚 ChatGPT has been trained on a huge but yet limited database, and it has been optimized for certain tasks.
Nevertheless, using the right prompts can help ChatGPT to find the correct answer in a concrete unseen domain or to master a new task.
Model Capabilities Also Depend on the Timing
It can also happen that ChatGPT gives wrong answers when solving complex tasks.
As
in humans, if you give a person a sum of 4 digits, they will need some
time for thinking and answering back with the correct answer. If they do
it in a hurry, they could easily miscalculate. Similarly, if you give
ChatGPT a task that’s too complex to do in the time it takes to
calculate its next token, it may confabulate an incorrect guess.
🧠 Yet, akin to humans, that doesn’t necessarily mean the model is incapable of the task. With some time to reason things out, the model still may be able to answer reliably.
There are ways to guide ChatGPT to succeed in solving your complex tasks.
And now it is time! Let’s explore those techniques!
Zero-shot prompting
People use zero-shot promping most of the time when using ChatGPT. We call it zero-shot when the person asks a question straight away.
In
those cases, and if the question is simple enough, the model will be
able to provide a coherent response. But with this method the user
cannot control the accuracy of the response or the format.
Here are a few examples of zero-shot prompting in ChatGPT:
Self-made image. Screenshot from ChatGPT web interface.
In
these examples, the prompt consists of a simple question or statement,
and ChatGPT provides the correct answer even without any prior training
on the specific task or topic.
🙌🏼 This demonstrates the power of zero-shot prompting and the ability of large language models like ChatGPT to generate human-like answers and eventually generalize to new tasks and domains.
Improve your Zero-Shot
There are a few tricks to write good prompts while using zero-shot promping, such as giving clearer instructions or splitting complex tasks into simpler subtasks. Nevertheless, this tricks can be a bit void without concrete examples or knowing the theory behind.
There is a good standard sentence to include in your prompts no matter which complex task are you asking ChatGPT to solve:
Let's think step by step
The “Let’s Think” trick
Published by Takeshi Kojima et al. in 2022, the easiest way to prompt a model to reason out the answer is to simply prepend answers with Let's think step by step.
This
simple statement can help the model steer itself toward the correct
output. Since it will prompt the reasoning step by step, it is also a way to give the model the required timing to generate the correct answer.
The Let's think step by step trick works well on complex tasks such as math problems or questions requiring some reasoning, but also in general questions:
Self-made image. Screenshot from ChatGPT web interface.
As we can see, ChatGPT only provides the most updated answer when using the Let's think step by step statement.
💭 If you apply this technique to your own tasks, don’t be afraid to experiment with customizing the instruction!Let's think step by step
is rather generic, so you may find better performance with instructions
that how to a stricter format customized to your use case.
For example, you can try more structured variants like First,
think step by step about why X might be true. Second, think step by
step about why Y might be true. Third, think step by step about whether X
or Y makes more sense which can also give notable improvements.
This techinique is basically forcing the model to gradually reason out the answer!
Impressed by the Let’s think step by step? Find out more about it at:
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One-shot prompting
In some cases, it’s easier to show the model what you want rather than tell the model what you want. This is specially useful if you need an answer on an specific format or with certain accuracy.
While zero-shot learning in ChatGPT enables the model to generate responses to new tasks without any explicit training, one-shot prompting involves showing to the model a small set of examples that are similar to the target task, allowing it to quickly adapt and provide accurate responses.
🔫
This technique allows the generation of natural language text with a
limited amount of input data, such as a single example or template and
it can allow for the creation of predictable outputs.
For
example, if a company wanted to create a chatbot to assist with
customer support, they might use one-shot prompting to fine-tune the
ChatGPT model on a small set of customer inquiries and responses.
As mentioned above, one-shot prompting is specially useful if you need a certain output format:
Self-made image. Screenshot from ChatGPT web interface.
As we can see from the example above, ChatGPT adapts its output to the desired format.
Few-shot prompting
While zero-shot tricks and one-shot prompting are powerful tools already, few-shot prompting takes the concept a step further by allowing the model to quickly learn new tasks with a higher amount of data.
📊 Few-shot learning works the same as one-shot, but the number of examples given is higher, typically around a hundred. The performance of the model increases linearly with the numer of examples.
This approach is particularly useful for tasks that require more specialized or domain-specific knowledge, where the model may not have sufficient background knowledge to perform the task using zero-shot or one-shot prompting.
For
example, imagine a company wants to develop a chatbot to assist with
medical diagnoses. While one-shot prompting may be effective for
training the model on a few common medical conditions, it may not be
sufficient for more complex diagnoses. In this case, few-shot learning
could be used to fine-tune the model on a small set of medical cases and
diagnoses, allowing the chatbot to provide accurate and informed
medical advice.
In this case, you could include the following information in your prompt:
Prompt: Q: What are the symptoms of the flu? A: The flu is a respiratory illness caused by the influenza virus. Common symptoms
include fever, cough, sore throat, runny or stuffy nose, body aches, headache, chills, and
fatigue.
Q: What are the symptoms of a heart attack? A: A heart attack occurs when blood flow to the heart muscle is blocked. Common
symptoms include chest pain or discomfort, shortness of breath, lightheadedness,
nausea, and pain or discomfort in the arms, back, neck, jaw or stomach.
Q: What are the symptoms of a stroke? A: A stroke occurs when blood flow to the brain is disrupted. Common symptoms
include sudden weakness or numbness in the face, arm, or leg (especially on one
side of the body), confusion, trouble speaking or understanding speech, vision
problems, dizziness, and severe headache.
With
this prompt, the chatbot can use the provided Q&A pairs as context
to help diagnose medical conditions. When prompted with a symptom such
as “I have a fever and a cough”, the chatbot can leverage its understanding of symptoms from the provided Q&A pairs to generate a more informed response.
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Advantages of Few-Shot prompting
One advantage of the few-shot example-based approach relative to the Let's think step by step technique is that you can more easily specify the format, length, and style of reasoning that you want the model to perform.
This can be be particularly helpful in cases where the model is not initially reasoning in the right way or depth.
💪🏼 Finally, if few-shot prompting is not enough for your concrete task, you can also try really fine-tunning your own ChatGPT by applying transfer learning with your desired data. Check out the following article to fine-tune ChatGPT with Python:
And that is it! Prompt
engineering techniques such as zero-shot, one-shot and few-shot
prompting can give you more flexibility and control when creating
outputs by taking advantage of the power of models like ChatGPT.
Consider trying the techniques in this article to build more reliable, high-performing prompts, now that you knowhow prompt engineering can impact your outputs!
And one more fact before you go!
Maximizing ChatGPT outcomes has become so popular that we have started seeing a lot of job offerts about Promp Engineering seeking for someone knowing how to get the desired knowledge from ChatGPT.
Let me know in the comments if you want me to write about more techniques to improve reliability of the language models!
Ciphers Lab is a USA-based Digital Product Studio, that provides services like Web App design & development, Mobile Application design & development, UI/UX, Chatbot development, E-commerce development, Designing & Branding, Social Media Marketing, and virtual CTO. For further information.get connected now
