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10 sätt att använda AI för bättre annonser

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10 sätt att använda AI för bättre annonser

In our recent post about OpenAI’s ChatGPT, we unpacked what the tool is and how it works, and why we don’t see its popularity as a threat to search engines like Google. In this post, we’ll be diving further into the OpenAI Playground, and how PPC marketers can use that tool along with ChatGPT to save time on research, ideation, execution, and more.

The Playground is a basic UI built on top of OpenAI’s API. OpenAI has recently added ChatGPT to their API. When accessing ChatGPT through this UI, users have the ability to customize the model being used for each query (or continuation of the “conversation”) as they progress through their work.
 

How to Write ChatGPT Prompts

 
When working with tools like ChatGPT, it’s important to be as clear as possible in what you ask, and how you ask it. As you write prompts for ChatGPT to work with in retrieving and displaying the information you need, remember that you are giving instructions in a more direct way than you might if conversing with a colleague.

While another person may have contextual insight into what you’re verkligen looking for with your question, tools like ChatGPT take language more literally, tailoring their response to the information you explicitly provide in your request.

ChatGPT will consider every element of your ask, so don’t give generic prompts. The more information you provide the tool in your prompt, the better it will be able to generate what you’re looking for in its response.

Example: Let’s assume you’re using ChatGPT for dinner inspiration…

  • Generic prompt (least likely to return what you’re looking for): Give me 10 recipe ideas for a home-cooked dinner
  •  

  • Slightly better prompt: Give me 10 recipe ideas for a home-cooked dinner with squash as the primary ingredient
  •  

  • Even better prompt: Give me 10 recipe ideas for a vegetarian home-cooked dinner that I can make in an air fryer in 20 minutes or less with squash as the primary ingredient

See här and the examples below for more information and inspiration on crafting strong prompts.
 

How to Start Using the OpenAI Playground for PPC Marketing

 

To get started with the OpenAI Playground, create an account using your personal email address at https://platform.openai.com/. Once you’re logged in, navigate to the Playground page to access the interface and begin making requests.

skärmdump av öppen lekplats

The right-hand sidebar provides some options for different modes and GPT submodels, as well as Codex models, which are primarily used for generating code. The Complete mode is selected by default, along with the text-davinci-003 model. The other models within the “Complete” mode are typically faster and cheaper but are also less advanced, so they may be viable alternatives depending on the nature of your needs. ChatGPT can be accessed via the Chat mode and is what we used for the examples below.
 

OpenAI Playground Tokens and Settings

De billing model for using this service is constructed around the concept of tokens. Each new user gets $18 of free credit (900K tokens) that can be used during their first 3 months from sign up; after that, it’s $0.02 for every 1,000 tokens.

There is a token counter in the footer of the Playground display which can help you keep track of how many tokens you are using. 1 token is approximately 4 characters (or 0.75 words), with token usage measured against both your prompts and the responses.

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You can limit the number of tokens that can be used in a response by toggling the Maximum length slider on the right hand sidebar, which is set to a 256-token cap by default. If you make an inquiry that requires an elaborate response, you may see the response get cut off before completion; in this case, it may be helpful to increase the Maximum length.

There is a maximum of 4,000 tokens that can be used in a single “request” (single session), i.e. a series of questions within the same Playground. Once you’ve hit that limit, all you need to do is delete your earlier prompt questions and answers, or save them as a “preset” before moving on to a new prompt.

open ai playground-skärmdump med pilmarkeringsknapp för att spara din förinställning

Notera: The use of tokens is required in the OpenAI Playground, but not when using ChatGPT natively. As of the time of this writing, ChatGPT is still free to use. A paid version of ChatGPT with advanced features and benefits is also available—ChatGPT Plus.
 

OpenAI Playground and ChatGPT Temperature

öppen ai lekplats skärmdump markering där du kan justera temperaturen

The Temperature setting controls randomness; lowering the temperature results in less random completions. As the temperature approaches zero, the model will become deterministic and repetitive. For most PPC purposes, we recommend a temperature range of 0.6-0.8 as optimal.
 

10 Ways PPC Marketers Can Use GPT to Improve Workflow Efficiency

 

“In terms of use cases, there are many different ways in which people working in all industries, and all fields of expertise, can lean on tools like ChatGPT and the OpenAI API to improve their efficiency and automate certain redundant tasks. This technology can help with smaller, repetitive tasks, such as breaking down a long document into a bullet point summary. However, when it comes to critical thinking and understanding the implications of things, I would be very cautious about over-relying on AI.”

Porträtt av Josh O'Donnell
Josh O'Donnell, Sr. Strategist, Paid Search at Tinuiti

A couple of important things to consider before diving into our examples below:

  1. ChatGPT/GPT language models training data cuts off in 2021. They do not have any knowledge of current events, and cannot accurately respond to questions about such topics. ChatGPT is not aware of things like who won the big game last night; it is not even aware of what day it is.
  2.  

  3. ChatGPT/GPT language models do not have access to the internet or any other kind of external data retrieval; they can only answer questions based on the knowledge acquired from their training data. They cannot verify facts or provide references, only generate responses based on their own internal knowledge and logic.

 

1. Keyword Research

Whether you work on the Paid Search side of marketing, or the organic side, you know how important (and time-consuming) thorough keyword research can be. One of the most important rules of marketing is to know your audience—which includes knowing what they want, and how they search for it—and the OpenAI Playground can help you find those answers faster.

Sample Scenario:

You’re just getting started building a new PPC campaign for a client that sells running shoes. To kick off your initial keyword research, you want to get an idea of which related keywords are being searched most often. You want a Top 20 keyword list, and GPT can generate a list for you to help you get started.

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The prompt: Provide me with a list of 20 running shoe keywords for google ads, list them in descending order based on expected search volume in the United States.

The result:

skärmdump som visar hur open ai lekplats kan hjälpa till med sökordsforskning

Note that since OpenAI enables you to continue the “conversation” beyond your first query, we also asked it where it got the returned information from (above photo); it’s always important to consider the source when relying on AI-generated responses. This is a good example of why it’s important to take the outputs with a grain of salt, using them as inspiration to get you started, but not the finished product.
 

2. Competitor Research

Comprehensive competitor research and analysis is a crucial part of a marketer’s job, helping inform and guide their campaigns. However, just like keyword research, this is also an ongoing, time-consuming process.

When you work in a complex space—or your products or services are part of different spaces—it can sometimes feel overwhelming to assure you’re accounting for everything and everyone. The OpenAI Playground can help make short work of initial research in a variety of ways.

Below, we showcase the results provided by three different prompts aimed at unpacking competitor insights instantly…

Sample One: Ask for a list of top US competitors ranked largest to smallest with accompanying website URLs to get ideas for custom audiences, messaging, and product positioning.

skärmdump som visar resultaten när man frågar open ai-verktyget om en lista över de bästa löparskoföretagen i USA rankade störst till minst med webbadress

Sample Two: Ask objective questions about your competitor and their product.

skärmdump som visar resultat när man ber open ai playground att beskriva fördelarna med en konkurrentprodukt jämfört med en annan produkt, inklusive den som är mer inriktad på prismedvetna konsumenter

Sample Three: Ask about pain points for competitor products, and use that info to inform your own product messaging & marketing strategies.

exempel på att använda open ai för att avslöja konkurrentens smärtpunkter
 

3. Generate Ad Copy

In the below examples, we used the URL of the ad’s landing page to help inform the suggestions from ChatGPT, providing character limits in our prompt to help direct the output. If your original result doesn’t meet your expectations, continue to sculpt with additional follow-up prompts. GPT cannot access these web pages in real-time, but it can use the context from the URL structure to inform the output.

exempel på att använda open ai-lekplats för att hjälpa till med idéer om annonstexter

exempel på att använda open ai-lekplats för hjälp med att skriva beskrivningar av Google-annonser

“It’s more of a utilitarian thing, where you provide the tool with the data, and ask it to manipulate that data for a better output. One example is to provide it with a web page, and ask it to generate some ad copy based on the URL text; it can provide fifteen or twenty options within seconds. I would never recommend simply taking those headlines and pasting them into an ad, but you can now start off your project with a list that you or a teammate can garner inspiration from, and strategically refine or tweak to fully optimize. This gives the practitioner more time to spend on critical thinking, with ChatGPT taking away the more mundane elements of the task.”

Josh O'Donnell, Sr. Strategist, Paid Search at Tinuiti

The copy itself should be quality, but the important aspect of parity between what you’re saying on the ad and what’s on the page can be efficiently solved for.
 

4. Translations of Copy & Headlines

In the example below, we asked ChatGPT to translate the 5 English language ad copy options generated above into Spanish. Additional options currently available include French and Japanese translations.

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exempel på användning av open ai-lekplats för kopieringsöversättning
 

5. Answer Questions on Demand

Similar to ChatGPT, the OpenAI Playground can also be used for Q&A purposes. Just remember that answers can only be generated based on the tool’s current knowledge.

skärmdump av Q&A-information från open ai-webbplatsen

Källa: https://platform.openai.com/examples/default-qa

This can be especially helpful during calls with clients when you need a fast and simple answer to keep the conversation moving forward.
 

6. Simplify Complex Concepts

When talking about digital marketing with other practitioners, we know our audience ‘speaks the same language’ and certain questions, concepts, or outcomes need no further explanation. However, those same complexities aren’t always as easy to communicate to newer team members or clients.

Even when our day-to-day contacts are digital savvy, they often have to convey information to those higher up the chain in their organization who might not be as familiar with the lingo, or even why certain things they’re highlighting matter.

For scenarios like these, OpenAI’s Summarize for a 2nd grader feature can prove especially helpful. Once you have the foundation laid out, you can add more color and context to paint the fuller picture without worrying the basics would be glazed over.
 

7. Generate Product Descriptions & Names

Working with accurate, well-optimized product names and descriptions is one of the most essential elements of effective marketing. Strong, descriptive names and product information help search engines and users alike in uncovering the items that will be most relevant to their needs.

skärmdump från open ai-webbplatsen som visar hur deras produktnamnsgenerator fungerar

Källa: https://platform.openai.com/examples/default-product-name-gen

While names and descriptions will always require a human touch for proper refinement, tools like ChatGPT and the OpenAI Playground can provide a great starting point to build from.
 

8. Parse Unstructured Data

The OpenAI Playground makes it easy to organize long-form text into a table format. Simply specify a desired structure, provide a few examples to work from, and enjoy the time saved.

skärmdump från open ai-webbplats som visar en uppmaning om att analysera ostrukturerad data

Källa: https://platform.openai.com/examples/default-parse-data

skärmdump från open ai-webbplats som visar ett svar från en uppmaning som ber om strukturerad data

Källa: https://platform.openai.com/examples/default-parse-data

 

9. Call Summaries & Follow-Ups

Call summaries are an important aspect of keeping organized and ensuring everyone working on a project is clued into plans and discussions, even if they weren’t part of the original calls. Putting together these comprehensive, valuable recaps can sometimes take as much time as the call itself, but GPT can help.

Below, we asked GPT to write a follow-up email based on a call summary.

skärmdump av svaret när du ber GPT att skriva uppföljningsmail baserat på samtalssammanfattning
 

10. Convert text from first-person to third-person

We have found this feature especially helpful for turning our own notes into actionable steps someone can follow when shared. For example, if you want to share steps for completing a process with a team member or client, you can type naturally using “I” language to convey those directions. You can then quickly convert the text to third-person, adjusting as necessary for optimal clarity.

Skärmdump från Open AI-webbplatsen som visar hur tredjepersonskonverterare fungerar

Källa: https://platform.openai.com/examples/default-third-person

 

Slutsats

 
The capabilities of advanced tools like OpenAI’s Playground and ChatGPT can make short work of mundane tasks, help quickly generate ideas and direction, and ultimately save us all time to focus on the elements of marketing and advertising where our expertise and strategic insights can truly shine. If you’re interested in more under-the-hood information about how ChatGPT works, check out Stephen Wolfram’s breakdown of ChatGPT. Also see here for additional application options, eller reach out today to learn more about how our Paid Search team kan ta dina PPC-annonseringsresultat till nästa nivå!
 

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12 AI-verktyg som hjälper dig att växa din blogg

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12 AI-verktyg som hjälper dig att växa din blogg

OK, you get it. Artificial intelligence is kind of a big deal. It’s a huge buzzword in the marketing community, with people talking daily about how it’ll change the world. And you can’t throw a rock without hitting a company with AI in the name these days.

Gratis guide: Hur man använder AI i innehållsmarknadsföring [Ladda ner nu]
(mer …)

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Salesforce sommaren 2023 release: Affärsledarens guide

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Salesforce sommaren 2023 release: Business executives guide

Salesforce’s summer release delivers a series of enhancements to improve the user experience and saving time through efficiency. After all, what good is a tool if it’s challenging to use and takes up a bunch of time that none of us have? 

Highlights covered in this edition include admin and CRM enhancements, Account Engagement (formerly Pardot), and feature upgrades for Commerce.

Admin and CRM enhancements 

Whether you’re a seasoned pro or a first-time user of Salesforce, these admin and CRM enhancement enable you to customize the experience and find things faster.

  • Layout. Imagine trying to read a book, but the words are all jumbled together, making it nearly impossible to understand. Before the latest layout updates, that’s how Salesforce used to feel for many users — especially first-timers. The updated layout includes consolidated address fields, phone numbers, and well-spaced elements to improve readability and navigability. In addition, you can now align fields horizontally for user adoption and data visibility.
  • Optimized app pages. Users can customize and optimize app pages, making information more accessible and digestible for users. Maximizing and minimizing sections of pages will help you and your team find what you’re looking for faster, which means less time spent scrolling.   
  • Gender-neutral salutations. The importance of honoring all of your customers cannot be overstated. Salesforce has adopted gender-neutral salutations so you can better reflect the diversity of your customers. An “Mx.” salutation is now available, which is a significant step towards making everyone feel seen and valued.
  • Customizable dashboards. The dashboard, which has been a significant source of frustration, is now customizable and can be tailored to your customers with the ability to add custom images and text. Plus, you can add up to five filters and focus your dashboard. All this is to say that you can set your workspace to suit your needs and preferences, making it more efficient and narrowly tailored for your target audience.
  • Updated calendar. The last important update in this section is that the calendar feature has been revamped to include a drag-and-drop capability to move events around easily. Plus, there are now overlapping event tiles and color-coded events for better usability. Updates to calendar functions have been a longtime request by Salesforce users, and the upgrades are exciting because they lead to increased productivity. 
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Account Engagement 

Salesforce’s Account Engagement, formerly known as Pardot, has received several significant updates to improve efficiency and effectiveness.

  • Completed actions + external actions. Trigger partner completion actions with external actions in the same setup. Previously, external actions had to be triggered via Engagement Studio, but you can use your Account Engagement platform and third-party tools to automatically create a multi-touch experience while also creating operational efficiencies between marketing systems. Let’s say you have a user fill out a form on your site. You can now automatically register them via your webinar tool. You can also create an automatic second touch by sending them a text message after the form completion. 
  • Optimizer tool. The new optimizer tool for Account Engagement allows users to see how the tool and your business unit(s) are operating at any time. This includes identifying areas to improve your overall performance, which in turn creates more efficient touchpoints for your customer.  A great example of the tool at work is identifying the overuse of automation rules that can slow overall operational processes ‘behind the scenes’ (which can delay critical communications to your customers!). In digital, every second counts; Optimizer’s ability to surface risks to Account Engagement users means you’ll be spending time fixing automations rather than manually auditing your tool.
  • Data Cloud. Account Engagement now works with Salesforce Data Cloud (formerly Salesforce CDP) to connect data from multiple sources and unify that data into unified customer profiles. Once unified profiles are available, Account Engagement users can segment and personalize their customer communications, driving increased engagement and revenue.
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Guest check-out upgrade among Commerce enhancements

Several significant updates that enhance customer experience were included in this release: upgrades to guest checkout, a self-service reorder portal, a Pay Now feature, and saved payment methods.

  • Guest check-out feature. Allows customers to browse and check out anonymously, making the shopping experience faster and less intrusive.
  • Self-service reorder portal. Simplifies the process of placing repeat orders, saving time and effort. 
  • Pay Now: Makes it easier to process payments without going through the checkout process by letting businesses send a URL or a page to a customer so they can make a payment immediately. Think of it as skipping the line and going straight to the cashier.
  • Saved payment methods.  Also enables quicker checkouts by eliminating the need to re-enter payment information each time. This feature mimics a digital wallet, only you don’t need to dig around to find your credit card. 

Want to see all the details? The full Salesforce Summer ‘23 Release notes are here. 


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Om författaren

Joe Anzalone

Joe is Vice President, Salesforce Technology at Shift7 Digital. As a member of the Shift7 leadership team, Joe works to craft solutions and architectures that meet ambitious client goals using the power of the Salesforce platform, including product ownership for Shift7’s Industry GTM Accelerators. Joe brings more than 20 years of experience implementing Salesforce and other digital platforms including enterprise solutions and complex technology implementations. He sits on the Salesforce B2B Commerce product advisory board. Shift7 Digital is a Salesforce Ventures-backed agency, revolutionizing the digital experience for manufacturers, distributors, and their customers.

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AI har gjort kundvärdesresan mer kraftfull: Här är varför

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AI har gjort Customer Value-resan mer kraftfull: Här'

If you are reading this article, chances are that you know something about Ryan Deiss and his Customer Value Journey. Ryan literally built a marketing education empire on the concept of this framework.

It’s so important to the DigitalMarketer community that he even has the original napkin version framed like a relic to be viewed like the Mona Lisa.

1685911250 528 AI har gjort kundvärdesresan mer kraftfull här

My name is James Bullis. I am a Marketing Technologist / Webmaster with over 25 years in the industry.
I remember when I first learned about this concept around 15 years ago.

It was originally called Customer Value Optimization and had an entirely different structure. I’m a web designer and when I started working in this industry I started out in marketing.

When I became a web designer, I didn’t understand that a business web design is a part of a business’
marketing plan. After learning more about marketing, I realized how I could put these concepts into the website and use them to create a better website experience for my customers’ website visitors.

Then the along came the Customer Value Journey (CVJ) which was a fundamental upgrade and made the entire foundational framework make more sense. It essentially closed the loop and created an endless flywheel of customers if applied correctly.

It really played well in helping to understand how a business website should be laid out so that the traffic could be funneled through the Customer Value Journey.

The CVJ is not the only part of this foundational framework. It is usually accompanied by an Ideal Client Avatar and the Before & After exercise. Essentially, you need to understand who you want to help and be able to empathize with them to discover how you can bring value by easing their pain.

But there is a real problem when it comes to the CVJ that I have noticed over the years. It seems to me that no one will sit down and do it.

Do I know this for a fact? No. But, I can guess with some authority that most people who have learned this framework skip over it in practice.

This became obvious to me some years ago inside of DigitalMarketer Engage – the Facebook group of people who have spent some time and money with DigitalMarketer to engage with other members to talk about the frameworks, get advice, and learn from each other.

You could always tell when a fresh wave of members would join because the same questions were asked repeatedly.

These were questions that could simply be answered if they took the time to go through the process of completing these exercises for each new campaign or business that they started to work on as marketers.

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I don’t know why people skip over these foundational steps. The framework itself along with the worksheets probably make the concept seem simple and insignificant but it is a powerful exercise that will save you a ton of time, money, and resources.

Years ago, DigitalMarketer invited people to a conference in Austin to learn some amazing new concepts that were going to change the way we thought about digital marketing.

I was excited. I packed up. Headed to Texas. Arrived at the event. Sat down. Excited to learn something new when the guys came out and began talking about…the CVJ. The avatar. The before and after exercise.

I was a bit dumbfounded and a little bit angry at myself when I realized that this framework…was the secret. And I realized that I was not taking the time to do these exercises.

I realized that I wanted to spend my time learning about these frameworks and exercises but I myself was not implementing them. I did something drastic when I left that event. I went home and disconnected myself from everything DigitalMarketer and I decided that I wouldn’t invest in learning any new concepts until I started with these fundamentals.

For years, I worked on numerous projects, and I took a stand to make sure that we sat down and did the work. This is what I discovered.

Why the Customer Value Journey Is STILL Essential

The CVJ is essential because it answers the most important questions that everyone who works with a
business needs to know:

  1. Who Do You Help?
  2. How Do You Help?
  3. Why Does It Matter?

It’s also important because it puts this information in a format that can be shared with anyone who works on a business including sales, marketing, and technology. If my clients already had a CVJ for their business when I started designing and building a new website for them, it would be so much easier to create a website that actually gets results.

If the information that is contained in a CVJ were given to a graphic designer, marketing contractor, customer service rep, sales rep, consultant, anyone…this would make working the clients and ensuring their success so much easier. We call it greasing the skids because it makes it outlines everything that needs to be done in a simple to understand and comprehend format.

After using this framework on any new projects, I don’t know how I could realistically provide value to my clients if I didn’t help them create their CVJ.

The CVJ Is an Experiment in Marketing

Everything that we do in marketing is an experiment. Every little decision we make is a series of experiments that lead us to always be optimizing. No matter how far we’ve come, we can always do it better. For that reason, the CVJ is more of a living document that changes over time as the campaigns that you work on. A business can have multiple CVJs.

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Think about it. You can get this process wrong because chances are you and your customer are just guessing about what will work. The more you do it, the easier it will be for you to ensure your customer’s success, but chances are, if you are creating a CVJ for a customer, they probably never completed one before and these concepts are new.

You can get it wrong. In fact, you can get it wrong and waste time, money, and resources by targeting the wrong people. Last year, I did a session with a client where we went through the process of mapping out their Ideal Customer Avatar, Before & After Exercise, and CVJ.

Den ultimata guiden till en effektiv Instagram-marknadsföringsstrategi

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For months we created content, updated the website, and ran social media campaign. It wasn’t until we expanded on these exercises with AI that we realized that we were targeting the wrong prospect. Now we can avoid that.

The CVJ Is Easier To Create Than Ever with AI

Om jag skulle fråga en grupp marknadsförare varför de inte använde ett ramverk för att bedriva sin marknadsföring, skulle jag föreställa mig att huvudkonsensus skulle vara att handlingen att sitta ner med sin klient och få en fullständig förståelse för dessa begrepp inte är något som du eller din kund verkligen vill göra.

I klientens sinne bör du bara känna till denna information (genom något mirakel). Verkligheten är att alla företag är olika och även om du kanske kan upprepa begreppen i dessa övningar, kommer övningarna att slutföras och dokumenteras att spara dig mycket tid och hjärtesorg i det långa loppet.

Jag älskar citatet från Lincoln som säger: "Om jag fick sex timmar på mig att hugga ner ett träd skulle jag ägna de första fyra åt att slipa min yxa."

Det här konceptet är sant i så många aspekter av affärer, men som jag sa tidigare, om du tar dig tid att dokumentera CVJ, ICA och före och efter träning kommer du att vara så långt på väg att du kommer att göra ditt liv mycket enklare .

Nåväl, nu har vi det här som heter AI. Och vad jag har upptäckt om AI är att den verkligen är lämpad för att hjälpa till att lösa det här problemet. Faktum är att nu när jag har börjat använda AI för att skapa den här grunden kan jag inte låta bli att generera koncepten, expandera på dem och göra något av det mest fokuserade innehållet som talar direkt till potentiella kunder.

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CVJ-ramverket är avgörande för framgång som marknadsförare. Nu med hjälp av AI-verktyg kan du ta vilken ram som helst och injicera den med steroider för att skapa en omfattande marknadsföringsbas som bokstavligen kan förändra dina marknadsföringskampanjer.

Du kan inte bara skapa utökade versioner av dessa grundläggande ramverk, utan du kan nu använda dem som referens när du skapar innehåll för att skapa medvetenhet och öka engagemanget hos din publik.

AI:s gryning inom digital marknadsföring är spännande och erbjuder gränslösa möjligheter att stärka och effektivisera de strategier vi använder. Genom att utnyttja AI-kapaciteten kan skapandet och tillämpningen av grundläggande ramverk som Customer Value Journey (CVJ), Ideal Client Avatar (ICA) och övningen Före och efter förstärkas avsevärt.

Förbi är de dagar då marknadsförare försummar dessa kritiska steg på grund av deras tidskrävande karaktär eller den upplevda komplexiteten. Med AI kan vi förbättra dessa processer, minska marginalen för fel och i slutändan leverera mer riktat och slagkraftigt innehåll.

Under min personliga resa som webbdesigner som blev marknadsföringsteknolog har jag sett värdet av dessa verktyg till bordet, men också bevittnat deras försummelse. Genom att använda AI kan vi förändra denna trend och se till att dessa värdefulla resurser används till sin fulla potential.

Genom att ta oss tid att implementera dessa verktyg på rätt sätt ger vi inte bara ett enormt värde till våra kunder utan skapar också en bättre upplevelse för slutanvändaren, vilket leder till mer framgångsrika marknadsföringskampanjer.

Som digitala marknadsförare har vi en spännande väg framför oss. Beväpnade med den transformativa kraften hos AI kan vi ta visdomen som är inkapslad i CVJ och andra ramverk och släppa lös den i en större skala än någonsin tidigare.

I en tid där varje affärsbeslut blir datadrivet, säkerställer tillkomsten av AI att nyanserna av mänsklig insikt förblir centrala i våra marknadsföringsstrategier.

Det gör att vi kan balansera skalorna mellan data och empati, mellan effektivitet och effektivitet och i slutändan mellan verksamheten och kunden. Så när vi går in i framtiden för digital marknadsföring, låt oss komma ihåg att föra dessa värdefulla lärdomar framåt och ta till oss verktygen som AI tillhandahåller för att förstärka vår resa.


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